{"meta":{"query_hash":"b2f639d780e4","filters":{"topic":"Hydraulic and Pneumatic Systems"},"cohort_total":819,"direct_labels_cover":1,"predictions_cover":819,"exported":819,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/b2f639d780e4","api":"https://metacan.xera.ac/api/v1/cohort?topic=Hydraulic+and+Pneumatic+Systems"},"results":[{"id":"W1160016710","doi":"10.1520/stp38280s","title":"Hydraulic Pump Contaminant Wear","year":2001,"lang":"en","type":"book-chapter","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Stillwater (Canada)","funders":"","keywords":"Environmental science; Petroleum engineering; Waste management; Engineering","score_opus":0.014258939294880514,"score_gpt":0.1936152156697501,"score_spread":0.1793562763748696,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1160016710","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00003590284,0.0008504076,0.0047691176,0.000034775898,0.00096177036,0.0002840471,0.000011175636,0.0006354644,0.99241734],"genre_scores_gemma":[0.04918276,0.00095497986,0.00005042576,0.000112311944,0.00048611435,0.000014919628,0.00003089874,0.00016144093,0.94900614],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987631,0.000005713634,0.00045532986,0.00022762273,0.00025275574,0.0002954864],"domain_scores_gemma":[0.99926096,0.00005374877,0.000055171724,0.0004690319,0.000021903843,0.00013920397],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00010275759,0.00041337323,0.00056492083,0.0001138447,0.00003280038,0.000034250123,0.00021272402,0.00043849097,0.005700039],"category_scores_gemma":[0.0000043074056,0.00036201582,0.0001647311,0.000020286956,0.000031530755,0.000045194192,0.000027315284,0.00029089602,0.007174976],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015579957,0.000040286835,0.000049088874,0.0024962702,0.002117788,0.0014658547,0.0019357651,0.0070801675,0.00040812083,0.4025583,0.44029412,0.14153865],"study_design_scores_gemma":[0.00015373155,0.000021538102,0.0000046575724,0.00026146273,0.000038236332,0.00013385751,0.000015349879,0.0054471665,0.00004599768,0.0010589182,0.9923523,0.00046679372],"about_ca_topic_score_codex":0.000036464717,"about_ca_topic_score_gemma":0.00003494707,"teacher_disagreement_score":0.55205816,"about_ca_system_score_codex":0.0000920796,"about_ca_system_score_gemma":0.000018348392,"threshold_uncertainty_score":0.9998832},"labels":[],"label_agreement":null},{"id":"W1173805506","doi":"10.1080/20464177.2009.11020223","title":"Systematic modelling, verification, calibration and validation of a ship propulsion simulation model","year":2009,"lang":"en","type":"article","venue":"Journal of Marine Engineering & Technology","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Defence Research and Development Canada","keywords":"Propulsion; Calibration; Model validation; Computer science; Marine propulsion; Verification and validation of computer simulation models; Verification and validation; Simulation; Quality (philosophy); Engineering; Systems engineering; Aerospace engineering","score_opus":0.010486732237934528,"score_gpt":0.20919671499843517,"score_spread":0.19870998276050064,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1173805506","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30359232,0.0002050933,0.6957519,0.00007149673,0.00009342791,0.0001546784,4.5391204e-7,0.00009546078,0.000035167654],"genre_scores_gemma":[0.9905949,0.00005977822,0.00927358,0.0000025079344,0.00003286097,0.0000045354595,0.000002478065,0.000016026335,0.00001333723],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988872,0.000013818517,0.0007557985,0.00007247016,0.00016469229,0.00010603444],"domain_scores_gemma":[0.9993868,0.000042724743,0.00025030843,0.0001622619,0.0001214188,0.000036515357],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032359996,0.00012090269,0.00035074473,0.00044111395,0.000016350685,0.000014112183,0.000110163346,0.00015094657,0.0000019072008],"category_scores_gemma":[0.00012789483,0.00010924769,0.00003983017,0.00024344194,0.000010363339,0.00019362046,0.000011444886,0.000159325,4.5149554e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000046107825,0.000012645824,0.00009419884,0.0015728298,0.000026240214,0.0000010488814,0.0001512212,0.99122196,0.005594569,0.0007255264,0.0000075731705,0.00058759924],"study_design_scores_gemma":[0.00019145323,0.0000845044,0.00006830512,0.00078388664,0.00003973452,0.000048070106,0.000022579461,0.9924914,0.0048443438,0.0013299306,0.000006877393,0.00008887675],"about_ca_topic_score_codex":0.0000015318426,"about_ca_topic_score_gemma":1.4704204e-7,"teacher_disagreement_score":0.6870026,"about_ca_system_score_codex":0.000052252013,"about_ca_system_score_gemma":0.00001306344,"threshold_uncertainty_score":0.44549915},"labels":[],"label_agreement":null},{"id":"W1450400265","doi":"10.1016/j.csmssp.2015.06.001","title":"A throttle-less single rod hydraulic cylinder positioning system for switching loads","year":2015,"lang":"en","type":"article","venue":"Case Studies in Mechanical Systems and Signal Processing","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Hydraulic circuit; Throttle; Solenoid valve; Hydraulic cylinder; Hydraulic machinery; Control theory (sociology); Cylinder; Electrohydraulic servo valve; Controller (irrigation); Solenoid; Electronic circuit; Transducer; Computer science; SIGNAL (programming language); Engineering; Mechanical engineering; Electrical engineering; Control (management)","score_opus":0.08035236893004279,"score_gpt":0.2956430638701336,"score_spread":0.21529069494009084,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1450400265","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.29928026,0.03431418,0.66043174,0.000051922143,0.001803651,0.0013434216,0.000013115986,0.00052331475,0.0022383716],"genre_scores_gemma":[0.998457,0.000015361042,0.0006225404,0.0000268248,0.000524985,0.00027320717,0.0000032090916,0.00005948876,0.000017340566],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99791926,0.000115547664,0.00082730764,0.00037964483,0.00027889985,0.0004793316],"domain_scores_gemma":[0.9990578,0.00026549405,0.00013412014,0.0001553315,0.00018559836,0.00020163953],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0013322877,0.0003259603,0.0007704444,0.00011453782,0.0003147887,0.00019435381,0.00010950682,0.00018430868,6.724189e-7],"category_scores_gemma":[0.000091836126,0.0002781132,0.00006789849,0.00024248398,0.000045289715,0.000310681,0.00006839666,0.00021919119,0.00000344409],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00048925466,0.0005442175,0.0005086045,0.10901102,0.0023591428,0.012933653,0.1006749,0.5251747,0.04223812,0.019286264,0.0028676826,0.18391249],"study_design_scores_gemma":[0.0015131474,0.00018003376,0.000001189845,0.0047813733,0.00008314806,0.0068648923,0.07376999,0.9109373,0.0005109743,0.00049838243,0.00031761258,0.0005419519],"about_ca_topic_score_codex":0.000093203715,"about_ca_topic_score_gemma":0.000033591925,"teacher_disagreement_score":0.6991768,"about_ca_system_score_codex":0.0003744374,"about_ca_system_score_gemma":0.000036466383,"threshold_uncertainty_score":0.9999671},"labels":[],"label_agreement":null},{"id":"W1484125822","doi":"","title":"2D SIMPLIFIED SERVO VALVE","year":2003,"lang":"zh","type":"article","venue":"中国机械工程学报(英文版)","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Stiffness; Leakage (economics); Damper; Control theory (sociology); Servo; Structural engineering; Engineering; Mechanical engineering; Computer science","score_opus":0.01802190657132916,"score_gpt":0.2269165803606762,"score_spread":0.20889467378934704,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1484125822","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07450463,0.005707868,0.01248523,0.00023111743,0.0060141818,0.0009248812,0.0000678656,0.000685786,0.8993784],"genre_scores_gemma":[0.989601,0.00023460458,0.00057551556,0.0003263445,0.0006281372,0.000056945904,0.000027370801,0.00018437978,0.008365682],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99644065,0.00026449378,0.001005879,0.00059872196,0.0005725021,0.0011177474],"domain_scores_gemma":[0.9977981,0.0003035418,0.00017423848,0.0011490857,0.000097584074,0.0004774527],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007508427,0.00067963696,0.0008621141,0.00016783315,0.00021198209,0.00018453243,0.0004675622,0.0005300351,0.0024107674],"category_scores_gemma":[0.0002453503,0.00070157513,0.00048171086,0.00055825344,0.000071998336,0.0002095363,0.000060743165,0.0005372914,0.0070559313],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000092383685,0.0011572323,0.017629378,0.009776469,0.005699605,0.0006494422,0.08132695,0.11809563,0.008186236,0.4396906,0.27443716,0.04325893],"study_design_scores_gemma":[0.0047008167,0.0004027146,0.007342752,0.0016952205,0.0007906292,0.0005242561,0.010314618,0.052441802,0.00261191,0.011544277,0.90343225,0.004198777],"about_ca_topic_score_codex":0.00045348704,"about_ca_topic_score_gemma":0.00008675255,"teacher_disagreement_score":0.9150964,"about_ca_system_score_codex":0.00021096462,"about_ca_system_score_gemma":0.00012821144,"threshold_uncertainty_score":0.99954355},"labels":[],"label_agreement":null},{"id":"W1485264764","doi":"10.1109/robot.1995.525591","title":"Limit cycle characterization, existence and quenching in the control of a high performance hydraulic actuator","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Control theory (sociology); Limit cycle; Actuator; Limit (mathematics); Hysteresis; Describing function; Nonlinear system; Controller (irrigation); Lag; Mechanics; Computer science; Physics; Mathematics; Control (management); Mathematical analysis","score_opus":0.009761037506751969,"score_gpt":0.17419217123526187,"score_spread":0.1644311337285099,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1485264764","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98889583,0.000094396004,0.005218382,0.00017625045,0.000059968774,0.00015753812,0.0000024934373,0.000043599975,0.005351515],"genre_scores_gemma":[0.9995058,0.00012700674,0.00008280529,0.00015391754,0.0000320432,0.000031157753,0.0000015086614,0.00000842889,0.000057342688],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99946123,0.000027434759,0.00022290832,0.000071600705,0.00010028234,0.00011656746],"domain_scores_gemma":[0.9997138,0.00007949504,0.00003156468,0.00014277479,0.000010191106,0.000022199523],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015200509,0.000078985555,0.00014604785,0.000038818765,0.00002661727,0.000018719356,0.00010267986,0.00003452711,0.00007750084],"category_scores_gemma":[0.000016747501,0.000054213648,0.00001250672,0.000111727444,0.000019848776,0.00013775984,0.0000052592864,0.00006393437,0.000017939508],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000054721953,0.0005360911,0.14911863,0.0049835737,0.00042887576,0.000051559877,0.18007311,0.07451638,0.1311376,0.017682172,0.0011784175,0.44023886],"study_design_scores_gemma":[0.00042528976,0.000030061456,0.090043984,0.00009462957,0.0000068311692,0.000023356359,0.00020155535,0.9077162,0.0005579171,0.000035169633,0.0007457648,0.000119229335],"about_ca_topic_score_codex":0.0000538467,"about_ca_topic_score_gemma":0.000007911436,"teacher_disagreement_score":0.83319986,"about_ca_system_score_codex":0.000010043983,"about_ca_system_score_gemma":0.0000020132043,"threshold_uncertainty_score":0.22107685},"labels":[],"label_agreement":null},{"id":"W1492652867","doi":"10.4271/2000-01-2591","title":"Utilization of Artificial Neural Networks in the Control, Identification and Condition Monitoring of Hydraulic Systems - An Overview","year":2000,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Identification (biology); Artificial neural network; Computer science; Control engineering; Artificial intelligence; Engineering","score_opus":0.028729738978342096,"score_gpt":0.2721057807611071,"score_spread":0.24337604178276498,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1492652867","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99288845,0.0027377428,0.000023995037,0.00017383951,0.00027063992,0.0010674478,0.000031676453,0.00045197544,0.0023542217],"genre_scores_gemma":[0.99835944,0.0010920689,0.000040859726,0.00006710119,0.00013963199,0.00019719024,0.000042911677,0.000046877693,0.000013917529],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9971715,0.00030136955,0.001302841,0.00037681652,0.0005024019,0.00034505152],"domain_scores_gemma":[0.9986274,0.00035052287,0.00019538081,0.000677067,0.000052923053,0.00009670768],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009147589,0.00032986203,0.0006647506,0.00012492381,0.00010355353,0.000068309484,0.00041271793,0.00039897187,0.0000691889],"category_scores_gemma":[0.00010315183,0.0002648003,0.00012347261,0.00054854434,0.00031737436,0.00041302567,0.000022791759,0.00041126958,0.000005908531],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014162282,0.00022098156,0.0011934594,0.00042529104,0.00004273735,0.0000083467385,0.00024775675,0.05129706,0.911705,0.005786835,0.00011529133,0.028815625],"study_design_scores_gemma":[0.00037282644,0.00032638267,0.99657303,0.000396713,0.00005870546,0.00004210028,0.00030332475,0.0006514241,0.00007362764,0.00030770976,0.000641476,0.00025268455],"about_ca_topic_score_codex":0.00009531575,"about_ca_topic_score_gemma":0.003775454,"teacher_disagreement_score":0.99537957,"about_ca_system_score_codex":0.00006847141,"about_ca_system_score_gemma":0.00001316585,"threshold_uncertainty_score":0.99998045},"labels":[],"label_agreement":null},{"id":"W1493963057","doi":"10.1109/icra.2015.7139002","title":"Reliable and lightweight primary flight control actuation using magneto-rheological clutches in slippage","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Clutch; Actuator; Torque; Reliability (semiconductor); Controller (irrigation); Engineering; Control system; Hydraulic machinery; Automotive engineering; Control engineering; Simulation; Computer science; Mechanical engineering; Electrical engineering; Physics","score_opus":0.02415452788626472,"score_gpt":0.21187386077881742,"score_spread":0.18771933289255271,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1493963057","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8517551,0.0021954617,0.03870223,0.00016866565,0.00042518473,0.00038791102,0.0000023225662,0.00027538478,0.10608778],"genre_scores_gemma":[0.9971685,0.000033479886,0.0019578051,0.000106767475,0.00009307842,0.000011839771,0.0000046066702,0.00001554427,0.0006083811],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992052,0.000026110927,0.000280989,0.0001383787,0.00014159176,0.00020775554],"domain_scores_gemma":[0.99964297,0.00007003362,0.000024311004,0.00013017927,0.000023563143,0.000108956134],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003702581,0.00013096009,0.00025674864,0.00007451569,0.000020727395,0.000035685065,0.00006627994,0.00012920971,0.00009719972],"category_scores_gemma":[0.00003293554,0.000100629586,0.000019789917,0.00011079673,0.00002214105,0.00018051488,0.000018209226,0.00009372171,0.00004967886],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000410648,0.0006138383,0.34072852,0.0021994377,0.00061843893,0.000490364,0.020775838,0.336251,0.13166001,0.012021268,0.11798962,0.036241002],"study_design_scores_gemma":[0.0021568688,0.00007848308,0.013604388,0.000092611466,0.00002762522,0.00005527183,0.00019136128,0.9704098,0.0010110252,0.00071679987,0.0112790475,0.00037668296],"about_ca_topic_score_codex":0.00008683556,"about_ca_topic_score_gemma":0.000025249663,"teacher_disagreement_score":0.63415885,"about_ca_system_score_codex":0.00009508378,"about_ca_system_score_gemma":0.000022899067,"threshold_uncertainty_score":0.41035554},"labels":[],"label_agreement":null},{"id":"W1503286358","doi":"","title":"Discussion of \"An optimization based method for selection of resonant harmonic filter branch parameters\"","year":2003,"lang":"en","type":"article","venue":"IEEE Transactions on Circuits and Systems I Regular Papers","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Selection (genetic algorithm); Harmonic; Filter (signal processing); Computer science; Mathematical optimization; Mathematics; Physics; Acoustics; Artificial intelligence","score_opus":0.01913790835553229,"score_gpt":0.2359308221881336,"score_spread":0.21679291383260132,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1503286358","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010798228,0.00011576825,0.9874567,0.000013091638,0.0005264053,0.0006424895,0.000043729786,0.000059509533,0.0003441017],"genre_scores_gemma":[0.9951155,0.00002370982,0.0045139566,0.000008296039,0.000013076447,0.00011566475,0.0000062685262,0.000038085564,0.00016544724],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998732,0.00021979015,0.0004736019,0.00020756424,0.00019427192,0.00017277186],"domain_scores_gemma":[0.9993835,0.00014085195,0.00010142984,0.00021213279,0.000062391395,0.00009967139],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005156339,0.00016823265,0.00036631632,0.00015044653,0.00008794185,0.00002050547,0.000058065587,0.00014484438,0.00002364634],"category_scores_gemma":[0.000012429319,0.00012524791,0.00011512625,0.00019276078,0.00002654687,0.000092204304,1.5154609e-7,0.00007561758,4.3776828e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011013167,0.0000434194,0.000005263327,0.000602656,0.000071346054,1.782747e-7,0.0003238525,0.92466927,0.054877646,0.00004571135,0.000017252492,0.019332409],"study_design_scores_gemma":[0.0007430378,0.00021304944,0.00001676465,0.0002964922,0.00007556084,0.000020115838,0.00028715256,0.9343879,0.06315172,0.000009022,0.0006279815,0.0001711782],"about_ca_topic_score_codex":0.0000361085,"about_ca_topic_score_gemma":0.000010695932,"teacher_disagreement_score":0.98431724,"about_ca_system_score_codex":0.000044405842,"about_ca_system_score_gemma":0.00003543664,"threshold_uncertainty_score":0.5107461},"labels":[],"label_agreement":null},{"id":"W1509618347","doi":"10.1115/imece2007-42710","title":"Discrete-Time H2-Optimal Control for Hydraulic Position Control Systems","year":2007,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"Beijing Institute of Technology","keywords":"Control theory (sociology); Position (finance); Computer science; Control engineering; Servomechanism; Automation; Optimal control; Hydraulic machinery; Servo; Control system; Robust control; Control (management); Engineering; Mathematical optimization; Mathematics; Artificial intelligence","score_opus":0.005099964965586787,"score_gpt":0.2084775806930524,"score_spread":0.2033776157274656,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1509618347","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.016041636,0.0003741848,0.9502839,0.00013310651,0.0007817754,0.0013572327,0.00006370472,0.00064824126,0.030316241],"genre_scores_gemma":[0.99730396,0.0000025530026,0.00039589213,0.00019858788,0.000549975,0.00013867635,0.000033770863,0.00005914238,0.0013174326],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998486,0.000033882767,0.00055729074,0.00019335585,0.0002126757,0.000516824],"domain_scores_gemma":[0.9990334,0.00041833415,0.000060812876,0.00024924937,0.000060453334,0.00017776732],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007169434,0.00023845617,0.0004486994,0.000095315,0.000081770035,0.00007646292,0.00014416454,0.00016383239,0.000086575164],"category_scores_gemma":[0.000028924991,0.00020355928,0.00014327001,0.000094578005,0.000023344364,0.00014536422,0.0000049938117,0.000089737194,0.00038427964],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032268907,0.000083994826,0.0005243742,0.0009383374,0.0009777027,0.00003569034,0.0007821019,0.8976903,0.048387293,0.0066894474,0.03965759,0.003910471],"study_design_scores_gemma":[0.0026874528,0.000115893665,0.00026234277,0.000070873735,0.0000710532,0.0000525365,0.00014441267,0.98129755,0.0005491828,0.000025788047,0.014402748,0.00032017802],"about_ca_topic_score_codex":0.0000709091,"about_ca_topic_score_gemma":0.000005703323,"teacher_disagreement_score":0.9812623,"about_ca_system_score_codex":0.000101643054,"about_ca_system_score_gemma":0.000011527777,"threshold_uncertainty_score":0.83009064},"labels":[],"label_agreement":null},{"id":"W1510649613","doi":"10.1007/3-540-45118-8_45","title":"A New Approach to the Control of a Hydraulic Stewart Platform","year":2007,"lang":"en","type":"book-chapter","venue":"Lecture notes in control and information sciences","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Control theory (sociology); Backstepping; Stewart platform; Coulomb friction; Displacement (psychology); Nonlinear system; Lyapunov function; Actuator; Bounded function; Hydraulic cylinder; Body orifice; Control engineering; Engineering; Hydraulic machinery; Tracking (education); Computer science; Adaptive control; Mathematics; Control (management); Mechanical engineering; Physics; Classical mechanics; Artificial intelligence; Mathematical analysis","score_opus":0.0207978551407318,"score_gpt":0.2274827795895463,"score_spread":0.2066849244488145,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1510649613","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000031811836,0.00068797864,0.6342818,0.00024691675,0.00019821063,0.00054762786,0.000017946299,0.000031815325,0.36395586],"genre_scores_gemma":[0.9967655,0.00006566741,0.0007323262,0.0017209653,0.00017184422,0.000018815475,0.0000069608786,0.0000103710745,0.0005075341],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985601,0.000008543399,0.00064989174,0.00012031983,0.00043307818,0.0002281221],"domain_scores_gemma":[0.9990924,0.00042593986,0.00016212896,0.00018381551,0.0000465349,0.00008919043],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00090817956,0.00022812872,0.0004254903,0.00033267966,0.00007811315,0.00010040048,0.0003005092,0.00021866463,0.000040335803],"category_scores_gemma":[0.00010905285,0.00014028062,0.00006587379,0.00015731092,0.00009607991,0.00048308368,0.000016723692,0.00022986843,0.000049300488],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000047380585,0.000004285604,0.00006126524,0.00029789843,0.00009538798,4.753612e-7,0.008365375,0.46285975,0.000016275999,0.023951672,0.0010062993,0.50329393],"study_design_scores_gemma":[0.0016642787,0.0001428382,0.00018996658,0.00032836484,0.000048107413,0.00003869454,0.000107593354,0.61024356,0.000032055945,0.004367407,0.38235706,0.00048006608],"about_ca_topic_score_codex":0.00010103622,"about_ca_topic_score_gemma":0.00008256316,"teacher_disagreement_score":0.9967337,"about_ca_system_score_codex":0.000031066516,"about_ca_system_score_gemma":0.000072063245,"threshold_uncertainty_score":0.5720478},"labels":[],"label_agreement":null},{"id":"W1519985716","doi":"10.1109/87.944464","title":"Motion control systems with ℋ/sup ∞/ positive joint torque feedback","year":2001,"lang":"en","type":"article","venue":"IEEE Transactions on Control Systems Technology","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University; Canadian Space Agency","funders":"","keywords":"Control theory (sociology); Torque; Decoupling (probability); Actuator; Engineering; Stall torque; Sensitivity (control systems); Damping torque; Motion control; Control engineering; Computer science; Direct torque control; Induction motor; Physics; Control (management); Robot","score_opus":0.006622598107849976,"score_gpt":0.1833352493480518,"score_spread":0.1767126512402018,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1519985716","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03495442,0.0008239164,0.95445627,0.000405734,0.0022643956,0.0022779547,0.00013714713,0.0021444792,0.002535712],"genre_scores_gemma":[0.9977652,0.000058349437,0.00003614054,0.000046599333,0.00019972041,0.0011887731,0.0000042616034,0.0001138068,0.0005871738],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99737394,0.00018015715,0.00087404106,0.000488266,0.0003833263,0.00070024625],"domain_scores_gemma":[0.99853563,0.00017640805,0.00017346037,0.0007350502,0.00020830885,0.00017112434],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00035346314,0.00052479253,0.0010464747,0.00068923214,0.00022897644,0.00010802866,0.00028700999,0.0006702242,0.00002988992],"category_scores_gemma":[0.000008201734,0.00045260758,0.00015161427,0.00054839253,0.0001378123,0.00020142333,8.216898e-7,0.00060023944,0.00038262687],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011609887,0.000104146,0.00010783719,0.00019541824,0.0007414143,0.000086674,0.00017286766,0.99004465,0.004666684,0.0004613128,0.00023289556,0.0030699745],"study_design_scores_gemma":[0.006980435,0.00074285414,0.00010898394,0.0008766622,0.00028710155,0.0022121414,0.0014198596,0.98193127,0.0013231405,0.000023463766,0.0032678016,0.00082629116],"about_ca_topic_score_codex":0.00043045002,"about_ca_topic_score_gemma":0.000114109826,"teacher_disagreement_score":0.96281075,"about_ca_system_score_codex":0.00042619565,"about_ca_system_score_gemma":0.00004081557,"threshold_uncertainty_score":0.9997926},"labels":[],"label_agreement":null},{"id":"W1544399186","doi":"10.17863/cam.12641","title":"A Laboratory Excitation Technique to Test Road Bike Vibration Transmission","year":2016,"lang":"en","type":"article","venue":"Apollo (University of Cambridge)","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Acceleration; Vibration; Impulse (physics); SIGNAL (programming language); Simulation; Measure (data warehouse); Acoustics; Transmission (telecommunications); Computer science; Engineering; Physics; Telecommunications","score_opus":0.0048807961723679886,"score_gpt":0.1691863309075837,"score_spread":0.1643055347352157,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1544399186","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22904636,0.000035850855,0.76538396,0.0004921235,0.000087595836,0.00029233805,0.000037265272,0.00020583077,0.0044186898],"genre_scores_gemma":[0.9963494,0.0000327982,0.00278839,0.000020539286,0.000025257983,0.0000015535151,0.000004272027,0.000013517513,0.0007642763],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.99949104,0.000026772283,0.0001101218,0.00011341466,0.00013880502,0.00011982434],"domain_scores_gemma":[0.9995951,0.000060194972,0.0000347622,0.00015648257,0.00005702173,0.000096437994],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013028173,0.000089326764,0.00014076798,0.00013797286,0.00005192078,0.0000054545135,0.00011923719,0.00008163346,0.00004889422],"category_scores_gemma":[0.000019218318,0.00008622885,0.000042790103,0.0002575544,0.00002087814,0.00028643917,0.000010578435,0.00003576491,0.00010518124],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016063064,0.000031226915,0.00031805134,0.00013870989,0.000025048781,0.0000073118285,0.0013508723,0.00024917093,0.95109284,0.00041610096,0.0074906247,0.038863994],"study_design_scores_gemma":[0.006209493,0.0014574418,0.16755538,0.0041175,0.0002264692,0.000051433937,0.0062331017,0.04632754,0.3018081,0.0002917732,0.46294245,0.0027793106],"about_ca_topic_score_codex":0.000116209376,"about_ca_topic_score_gemma":0.00002130911,"teacher_disagreement_score":0.76730305,"about_ca_system_score_codex":0.000063607535,"about_ca_system_score_gemma":0.000028706314,"threshold_uncertainty_score":0.35163105},"labels":[],"label_agreement":null},{"id":"W1551089763","doi":"10.1109/icsmc.2002.1173295","title":"A robust pole clustering design of pneumatic systems using LMI approach","year":2003,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Control theory (sociology); Nonlinear system; Linearization; Robust control; Feedback linearization; Controller (irrigation); Linear matrix inequality; Servomechanism; Minification; Mathematics; Computer science; Control engineering; Engineering; Mathematical optimization; Control (management); Physics","score_opus":0.07768703567282714,"score_gpt":0.21765060781214804,"score_spread":0.1399635721393209,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1551089763","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013843758,0.0004539598,0.93636614,7.8265276e-7,0.00038743147,0.0004010621,0.0000011439937,0.00017908204,0.04836664],"genre_scores_gemma":[0.96217513,0.0000079697165,0.037482515,0.0000039452852,0.000028758799,0.00002298209,9.826495e-7,0.000043364667,0.00023434311],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99880934,0.000116358235,0.00048963603,0.00013224267,0.00018659385,0.00026584807],"domain_scores_gemma":[0.9994676,0.00008124901,0.000062269406,0.00028668673,0.000026228281,0.00007597487],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045939666,0.0001728735,0.00036840758,0.000099936515,0.00004015494,0.000037738762,0.000122020996,0.00008889298,0.000038399998],"category_scores_gemma":[0.000028880395,0.00015324182,0.00004996078,0.00020745974,0.000018538234,0.00009331728,0.000011736822,0.00007295672,0.000020736454],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[7.658338e-7,0.000013297161,0.000057204834,0.0008907654,0.000046683635,0.000001014919,0.00048168618,0.99403125,0.003870374,0.00043931455,0.00010961503,0.000058040507],"study_design_scores_gemma":[0.00018071523,0.000012514943,0.000007545321,0.00017686098,0.000017471852,0.0001060172,0.0010717036,0.9976243,0.000531599,0.000010025867,0.00009030094,0.00017098],"about_ca_topic_score_codex":0.00011793033,"about_ca_topic_score_gemma":0.0000011726877,"teacher_disagreement_score":0.94833136,"about_ca_system_score_codex":0.00006655502,"about_ca_system_score_gemma":0.000022829096,"threshold_uncertainty_score":0.624902},"labels":[],"label_agreement":null},{"id":"W1556526069","doi":"10.1109/aim.1997.653015","title":"Online state and parameter estimation of an electrohydraulic valve for intelligent monitoring","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Body orifice; Kalman filter; Nonlinear system; Control theory (sociology); Computer science; Fault (geology); Displacement (psychology); Process (computing); Measure (data warehouse); Fault detection and isolation; Function (biology); State variable; Flow (mathematics); Control engineering; Engineering; Artificial intelligence; Mathematics; Mechanical engineering; Data mining","score_opus":0.02857464322487569,"score_gpt":0.25955629561674853,"score_spread":0.23098165239187285,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1556526069","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77253646,0.0003056419,0.22655158,0.000008877726,0.00010406741,0.00017952135,0.0000047612484,0.000063469575,0.00024563493],"genre_scores_gemma":[0.9833531,0.00008946791,0.016352486,0.0000054731076,0.000041131294,0.000018124712,0.000005739432,0.000016442555,0.0001180307],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994859,0.000009270003,0.00022633206,0.000080352795,0.00006811754,0.000129989],"domain_scores_gemma":[0.99971104,0.00008860212,0.000025065166,0.00010732608,0.000017751718,0.000050236493],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007030481,0.000083466446,0.00013822083,0.000049198075,0.000014581116,0.000013750001,0.000043460284,0.00003113067,0.00002686065],"category_scores_gemma":[0.000021090802,0.000073791896,0.000033237317,0.000054842276,0.000008900167,0.00009132508,0.0000045786564,0.00003507324,0.0000063947828],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005469642,0.00010326661,0.0004391706,0.0005038,0.00013912184,7.0222444e-7,0.004303008,0.34749058,0.0039338716,0.00007024352,0.00017663758,0.6428341],"study_design_scores_gemma":[0.00011935021,0.00008710382,0.00038631665,0.000032163833,0.00001141546,0.000004419785,0.0001021615,0.9793029,0.019399397,0.00030067755,0.00016924353,0.000084839885],"about_ca_topic_score_codex":0.00003529738,"about_ca_topic_score_gemma":0.000010511786,"teacher_disagreement_score":0.6427493,"about_ca_system_score_codex":0.000017755374,"about_ca_system_score_gemma":0.0000015515557,"threshold_uncertainty_score":0.30091462},"labels":[],"label_agreement":null},{"id":"W1573064007","doi":"10.1002/9780470029558.ch7","title":"Common Control Loops","year":2006,"lang":"en","type":"other","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Gas compressor; Boiler (water heating); Pressure control; Control (management); Flow control (data); Control system; Loop (graph theory); Engineering; Control theory (sociology); Mechanical engineering; Computer science; Physics; Thermodynamics; Mathematics; Electrical engineering","score_opus":0.004254355473401144,"score_gpt":0.18325885466960434,"score_spread":0.1790044991962032,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1573064007","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000022037602,0.0010557462,0.018901665,0.0000083524665,0.0005824245,0.00016407786,0.000022851133,0.0011504609,0.9781122],"genre_scores_gemma":[0.031904478,0.000015317539,0.00008095446,0.00004522261,0.00046387073,0.000015429738,0.000024157638,0.00040570833,0.9670449],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995708,0.000010243355,0.00013789613,0.00007027249,0.00008271856,0.00012805725],"domain_scores_gemma":[0.999722,0.000018964345,0.000021296093,0.00020401645,0.0000022588215,0.000031471012],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000030773354,0.00015002901,0.0002815857,0.00006020627,0.0000053928297,0.000011980986,0.00008936857,0.00019528723,0.0023425547],"category_scores_gemma":[9.4119025e-7,0.00012552162,0.00004323909,0.00003182881,0.000008368603,0.000005583671,0.0000032034957,0.00007299587,0.0013003442],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[1.01353486e-7,0.0000023978182,0.000051933253,0.0001107859,0.000043576416,0.0000032073438,0.000004544699,0.0006694118,0.0000034053571,0.00014629433,0.9980717,0.0008926978],"study_design_scores_gemma":[0.00018589164,0.0000027843705,0.000017567461,0.00009091411,0.00001196501,0.000003531136,0.0000034007653,0.008398087,0.0000034653197,0.0000115831845,0.9911157,0.00015511322],"about_ca_topic_score_codex":0.0008854171,"about_ca_topic_score_gemma":0.00080128445,"teacher_disagreement_score":0.031902276,"about_ca_system_score_codex":0.0000144035685,"about_ca_system_score_gemma":0.0000031721388,"threshold_uncertainty_score":0.99947727},"labels":[],"label_agreement":null},{"id":"W1574031175","doi":"10.1007/bfb0036161","title":"System identification and modelling of a high performance hydraulic actuator","year":2006,"lang":"en","type":"book-chapter","venue":"Lecture notes in control and information sciences","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Actuator; Nonlinear system; Electro-hydraulic actuator; Control engineering; Hydraulic cylinder; System identification; Control theory (sociology); Hydraulic machinery; Identification (biology); Computer science; Nonlinear model; Engineering; Plant; Mechanical engineering; Control (management); Data modeling; Artificial intelligence; Physics","score_opus":0.010635429976016702,"score_gpt":0.1875780940213463,"score_spread":0.17694266404532957,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1574031175","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03437966,0.0019245651,0.8929472,0.000089455745,0.00042847524,0.00059977104,0.00004879137,0.00011393026,0.069468126],"genre_scores_gemma":[0.9993855,0.00022943165,0.00018605827,0.0000355173,0.000048286656,0.000011818509,0.00001303379,0.000006934616,0.00008347264],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99887455,0.000008107095,0.0006271627,0.000107941916,0.00025685984,0.00012541252],"domain_scores_gemma":[0.9994436,0.00014488172,0.00022690672,0.000105166444,0.000050148446,0.000029307394],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039879404,0.00017204498,0.0003269041,0.00027385875,0.000075753334,0.0000930992,0.00010386998,0.00017720697,0.0000038707826],"category_scores_gemma":[0.000015190971,0.0001383176,0.000023634608,0.00007013288,0.00011217881,0.0007660544,0.000010084894,0.00012138955,0.000006886376],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005216596,9.557168e-7,0.000060989845,0.0009999063,0.000015495278,1.6026709e-7,0.00065337576,0.955989,0.000031844986,0.003624455,0.00001680339,0.038601816],"study_design_scores_gemma":[0.00025794792,0.000024811066,0.00019594346,0.00040274498,0.000015567708,0.000010543184,0.000015148673,0.996842,0.00009135384,0.0006196881,0.0013728783,0.00015135935],"about_ca_topic_score_codex":0.000092138274,"about_ca_topic_score_gemma":0.000009095279,"teacher_disagreement_score":0.9650058,"about_ca_system_score_codex":0.00003457663,"about_ca_system_score_gemma":0.000023028557,"threshold_uncertainty_score":0.5640428},"labels":[],"label_agreement":null},{"id":"W1576896280","doi":"10.4271/2000-01-2593","title":"Comparison of Hydrostatic and Servovalve Controlled Hydraulic Actutation Systems in Robotics","year":2000,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Hydraulic machinery; Hydrostatic equilibrium; Robotics; Control engineering; Computer science; Artificial intelligence; Mechanical engineering; Control theory (sociology); Engineering; Robot; Physics; Control (management)","score_opus":0.013324423495177706,"score_gpt":0.2561369767446079,"score_spread":0.24281255324943019,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1576896280","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9505461,0.0022524863,0.000007309403,0.00059991935,0.00026937362,0.002064923,0.000032278127,0.0013874695,0.04284018],"genre_scores_gemma":[0.997972,0.0004936598,0.0006490731,0.0001731754,0.00006407677,0.00031234443,0.00003573255,0.000109515415,0.00019040263],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9958341,0.0002199936,0.0019682983,0.00059059873,0.00070909376,0.0006779143],"domain_scores_gemma":[0.99780864,0.00087228173,0.0002219831,0.0007790336,0.00005511046,0.00026294004],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00068885373,0.0006422338,0.0019383888,0.0002441702,0.000116298244,0.00008473809,0.00046547447,0.00065467606,0.00019575517],"category_scores_gemma":[0.0002641664,0.00056052173,0.00026047943,0.0006437016,0.00041511902,0.0003175164,0.000063036125,0.00076674885,0.00007824804],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00051877147,0.00042314283,0.0012035196,0.00078725803,0.00016582715,0.00003445561,0.00049777253,0.11705805,0.8678766,0.0029824774,0.0010125354,0.0074395943],"study_design_scores_gemma":[0.0040833615,0.00096550223,0.985284,0.0010833249,0.00015734058,0.00010505496,0.0005347216,0.0005065104,0.00006539686,0.00063160853,0.0057120374,0.0008711694],"about_ca_topic_score_codex":0.00013089407,"about_ca_topic_score_gemma":0.015661163,"teacher_disagreement_score":0.98408043,"about_ca_system_score_codex":0.00021596183,"about_ca_system_score_gemma":0.00004339083,"threshold_uncertainty_score":0.99968463},"labels":[],"label_agreement":null},{"id":"W1578548769","doi":"10.1080/20464177.2010.11020228","title":"Control of propeller cavitation in operational conditions","year":2010,"lang":"en","type":"article","venue":"Journal of Marine Engineering & Technology","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":39,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Defence Research and Development Canada","keywords":"Propulsion; Propeller; Marine engineering; Cavitation; Navy; Marine propulsion; Sea trial; Engineering; Aeronautics; Full scale; Automotive engineering; Engine room; Aerospace engineering; Mechanical engineering; Structural engineering; Acoustics","score_opus":0.0027379551003661336,"score_gpt":0.19138506883457226,"score_spread":0.18864711373420612,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1578548769","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96393096,0.00005642613,0.034152668,0.00035115177,0.00076725084,0.00012077083,0.000003895448,0.00006831667,0.0005485529],"genre_scores_gemma":[0.9969797,0.000008228092,0.002881168,0.0000052215173,0.00007882649,0.000008642874,0.0000020639382,0.000015224077,0.000020928695],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992434,0.0000061616015,0.0004865015,0.000044878212,0.00010660338,0.000112496346],"domain_scores_gemma":[0.99962175,0.000062865525,0.00008278014,0.00010323734,0.00010001087,0.000029363438],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002260393,0.00008531758,0.00024445675,0.00052021997,0.00000831775,0.0000057508532,0.00013437698,0.00013141647,0.00007825236],"category_scores_gemma":[0.00017386119,0.00007837233,0.00003826094,0.00023900495,0.00002429664,0.00008959407,0.0000129910995,0.0004111981,0.0000051271877],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009151418,0.00006273127,0.017891929,0.00014838921,0.000117999145,0.000034528133,0.00015599791,0.5751485,0.39314088,0.00984345,0.00034707756,0.0030993563],"study_design_scores_gemma":[0.0054250807,0.00044850592,0.09734938,0.00039658314,0.0000826556,0.0018874764,0.00020132093,0.82908434,0.04190018,0.0017267825,0.020854311,0.00064337096],"about_ca_topic_score_codex":0.000008026918,"about_ca_topic_score_gemma":0.000016379772,"teacher_disagreement_score":0.3512407,"about_ca_system_score_codex":0.000028400886,"about_ca_system_score_gemma":0.000026979045,"threshold_uncertainty_score":0.31959307},"labels":[],"label_agreement":null},{"id":"W1582873539","doi":"10.5772/35164","title":"PIV Measurements Applied to Hydraulic Machinery: Cavitating and Cavitation-Free Flows","year":2012,"lang":"en","type":"book-chapter","venue":"InTech eBooks","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Cavitation; Hydraulic machinery; Mechanics; Acoustics; Engineering; Mechanical engineering; Physics","score_opus":0.029933796610678107,"score_gpt":0.22715416952864514,"score_spread":0.19722037291796704,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1582873539","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00097338355,0.0007449184,0.0071308897,0.000031791576,0.0007928544,0.0010011285,0.000057435613,0.0005035924,0.988764],"genre_scores_gemma":[0.9320035,0.0000108117565,0.002872303,0.00028535712,0.0006102085,0.00025133227,0.000043654836,0.00032783853,0.06359499],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99811023,0.000015376489,0.00062093086,0.00034614585,0.00049070443,0.00041660786],"domain_scores_gemma":[0.9987608,0.00011409305,0.00011392041,0.0006577191,0.000067069246,0.0002863878],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003989582,0.00056085474,0.0006131261,0.00026746505,0.000103140585,0.00007280764,0.000359802,0.00037042986,0.000094227194],"category_scores_gemma":[0.000049911487,0.00056686084,0.00009520334,0.000020821724,0.000036128426,0.00004097575,0.00013359314,0.00044719645,0.00043511344],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000054969223,0.000028673048,0.00008217471,0.0032492739,0.0019031505,0.000045991383,0.024889212,0.0012714082,0.25333947,0.013113593,0.015293317,0.6867288],"study_design_scores_gemma":[0.0026597509,0.00023885936,0.00010201866,0.0050193816,0.00074690446,0.0002238418,0.00054844155,0.0026744779,0.02714735,0.028382868,0.92665637,0.0055997414],"about_ca_topic_score_codex":0.000065872235,"about_ca_topic_score_gemma":0.00017202387,"teacher_disagreement_score":0.9310301,"about_ca_system_score_codex":0.00017369943,"about_ca_system_score_gemma":0.000026151758,"threshold_uncertainty_score":0.9996783},"labels":[],"label_agreement":null},{"id":"W1582992218","doi":"","title":"Étude de faisabilité du contrôle des vibrations et de la déformation d'un robot flexible en soudage et martelage simultanés","year":2004,"lang":"fr","type":"article","venue":"Espace École de technologie supérieure (École de technologie supérieure)","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Physics; Art","score_opus":0.009008915121276823,"score_gpt":0.2665715227172161,"score_spread":0.2575626075959393,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1582992218","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.33355483,0.0039172852,0.6273771,0.015986344,0.0004886196,0.0022496486,0.0002694079,0.011676597,0.004480194],"genre_scores_gemma":[0.9058117,0.002655957,0.087382555,0.0011331845,0.00022830602,0.0012376347,0.00011274994,0.0004008497,0.0010370613],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9911287,0.0011038104,0.0018256073,0.0014643573,0.00083693885,0.0036405758],"domain_scores_gemma":[0.9928562,0.0028253777,0.0005941225,0.0027504328,0.00034479704,0.00062905235],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.005265054,0.0017907864,0.0016914025,0.0011759737,0.0008798275,0.00082638016,0.0029287871,0.005437346,0.00021530602],"category_scores_gemma":[0.010563113,0.0020030066,0.00066300586,0.0031011982,0.0020437667,0.0015445026,0.0010085959,0.00453537,0.00041589476],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009478406,0.0009192305,0.018522844,0.0009966667,0.00043822062,0.00081607664,0.010756074,0.86949,0.027854495,0.058850188,0.0026538095,0.0086076],"study_design_scores_gemma":[0.011275404,0.002450507,0.033655107,0.0033818735,0.0010265721,0.005308868,0.075193,0.42376673,0.2369016,0.12683605,0.073603146,0.0066011273],"about_ca_topic_score_codex":0.0020464326,"about_ca_topic_score_gemma":0.003009055,"teacher_disagreement_score":0.57225686,"about_ca_system_score_codex":0.0038278888,"about_ca_system_score_gemma":0.0018902854,"threshold_uncertainty_score":0.99999624},"labels":[],"label_agreement":null},{"id":"W1588967145","doi":"","title":"Reduction of noise generating flow fluctuations in hydraulic systems driven by swash plate pumps through improved port plate design","year":2007,"lang":"en","type":"article","venue":"Canadian acoustics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Swash; Port (circuit theory); Flow (mathematics); Mechanics; Engineering; Mechanical engineering; Physics","score_opus":0.014433752259642187,"score_gpt":0.2125812821621129,"score_spread":0.1981475299024707,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1588967145","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.26397705,0.00044200403,0.7315269,0.000023660821,0.0014373836,0.0006915991,0.00012743784,0.00010933979,0.0016646325],"genre_scores_gemma":[0.98915905,0.00005247165,0.010128572,0.000030389654,0.00025544703,0.00002699651,0.0000812368,0.00006304487,0.00020278998],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982949,0.000038799797,0.00074102345,0.00020675342,0.00017512082,0.0005434422],"domain_scores_gemma":[0.9991745,0.00008736179,0.0001120289,0.00025401966,0.00007923074,0.00029286623],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00046622677,0.0002235606,0.00033826166,0.00023065228,0.00009518014,0.000043016025,0.00016284856,0.00023673689,0.000019750163],"category_scores_gemma":[0.00008132955,0.00025625524,0.000042623644,0.00037244143,0.000047376,0.00014571309,0.000007967989,0.00021903144,0.000019652229],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000018457143,0.000005376053,0.000055767818,0.00010554797,0.000033088105,0.000015369951,0.0012736856,0.7707753,0.22460192,0.000013033823,0.0025012558,0.0006177783],"study_design_scores_gemma":[0.00027150134,0.000023280503,0.00045241724,0.00012220381,0.000030816358,0.000045653636,0.00074110785,0.9961542,0.0015384456,0.000016265101,0.0003453814,0.0002587483],"about_ca_topic_score_codex":0.02353676,"about_ca_topic_score_gemma":0.004021728,"teacher_disagreement_score":0.725182,"about_ca_system_score_codex":0.00055689993,"about_ca_system_score_gemma":0.00021839987,"threshold_uncertainty_score":0.999989},"labels":[],"label_agreement":null},{"id":"W1589972600","doi":"","title":"CFD analysis of steady state flow reaction forces in a rim spool valve","year":2006,"lang":"en","type":"article","venue":"University Library - University of Saskatchewan (University of Saskatchewan)","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of Saskatchewan","keywords":"Computational fluid dynamics; Steady state (chemistry); Flow (mathematics); Mechanics; Marine engineering; Environmental science; Geology; Engineering; Physics; Chemistry","score_opus":0.004849273655084748,"score_gpt":0.1496741194994217,"score_spread":0.14482484584433694,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1589972600","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9842848,0.00011185349,0.006890793,0.00008086995,0.000116893396,0.00035710694,0.0007121075,0.00023268744,0.0072128745],"genre_scores_gemma":[0.98904115,0.00014787405,0.003902866,0.000005671472,0.000018898647,2.0121606e-8,0.00036778767,0.000031173764,0.0064845383],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9978719,0.00019596187,0.00042536404,0.0005122244,0.00050309,0.0004915098],"domain_scores_gemma":[0.99832976,0.00020543617,0.00050256145,0.00062463444,0.00012870623,0.00020891576],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00024005778,0.00040221555,0.001250129,0.0019635232,0.00018267345,0.000012372185,0.00096260477,0.0003531248,0.0007191564],"category_scores_gemma":[0.0000038774324,0.0006070027,0.0008018585,0.002833435,0.0005081807,0.0018675334,0.00026328734,0.000343229,0.000018648898],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017317182,0.0011626736,0.09172928,0.0020156917,0.0074834074,0.00083774904,0.5914842,0.28033584,0.01252622,0.00012500945,0.0025299315,0.008038264],"study_design_scores_gemma":[0.003017442,0.00017239377,0.057383515,0.00030783136,0.0016847999,0.000005055543,0.89218616,0.04035671,0.0011027771,0.00020930154,0.0027721056,0.00080192427],"about_ca_topic_score_codex":0.07512549,"about_ca_topic_score_gemma":0.04978847,"teacher_disagreement_score":0.30070192,"about_ca_system_score_codex":0.0002658015,"about_ca_system_score_gemma":0.0003415551,"threshold_uncertainty_score":0.99963814},"labels":[],"label_agreement":null},{"id":"W1604375004","doi":"10.4271/2003-01-1479","title":"Torsional Vibration of a V-8 Aircraft Engine and Propeller Drive System","year":2003,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Propeller; Vibration; Torsional vibration; Automotive engineering; Computer science; Aerospace engineering; Drive shaft; Acoustics; Marine engineering; Engineering; Physics; Mechanical engineering","score_opus":0.0073601884313915025,"score_gpt":0.20023752066649858,"score_spread":0.19287733223510709,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1604375004","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8155333,0.0015519268,0.00009189989,0.0007197537,0.00082421646,0.0022897557,0.000076552526,0.0043514105,0.1745612],"genre_scores_gemma":[0.9954533,0.00011927846,0.003633094,0.0001367691,0.000091179754,0.00019961783,0.000019817893,0.00010163866,0.00024529904],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9970268,0.00014375537,0.0010495884,0.0005815766,0.00066088134,0.0005374222],"domain_scores_gemma":[0.9984253,0.0003164239,0.00013702472,0.0007527264,0.00008205692,0.00028646368],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00056665676,0.00054864364,0.00086201186,0.00016747127,0.00014796911,0.000046524314,0.00035361992,0.0005940412,0.00024945821],"category_scores_gemma":[0.00030333217,0.00045217422,0.00021711155,0.00046947936,0.0003721237,0.00029551916,0.00008975733,0.00055919104,0.000075174976],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000046667898,0.000100225516,0.00015638373,0.00045101493,0.00006667372,0.000017730852,0.000082641316,0.00053861714,0.9759652,0.019587545,0.0017905786,0.0011967227],"study_design_scores_gemma":[0.0013792069,0.0011917327,0.9250286,0.0014256493,0.00013677255,0.00046712882,0.00056823425,0.000015705478,0.001851031,0.0005907214,0.06612868,0.0012165168],"about_ca_topic_score_codex":0.000015010721,"about_ca_topic_score_gemma":0.0029028284,"teacher_disagreement_score":0.9741142,"about_ca_system_score_codex":0.00019506128,"about_ca_system_score_gemma":0.00005893601,"threshold_uncertainty_score":0.999793},"labels":[],"label_agreement":null},{"id":"W1606509800","doi":"","title":"Noise reduction in hydraulic system driven by swash plate pump by optimizing the control unit","year":2008,"lang":"en","type":"article","venue":"Canadian acoustics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Swash; PID controller; Control theory (sociology); Axial piston pump; Noise (video); Controller (irrigation); Engineering; Computer science; Hydraulic pump; Mechanical engineering; Control (management); Temperature control","score_opus":0.009107675582427517,"score_gpt":0.17711418942454357,"score_spread":0.16800651384211607,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1606509800","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91547656,0.00203646,0.059216794,0.0006384833,0.0027917037,0.0013730909,0.00058081443,0.0005113846,0.017374717],"genre_scores_gemma":[0.99896204,0.000111218484,0.00008030131,0.00012012024,0.0001583735,0.000040375464,0.000041777286,0.00005413843,0.00043165835],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987881,0.000057563055,0.00035204095,0.00015992184,0.00015729928,0.0004850725],"domain_scores_gemma":[0.99921304,0.00006941507,0.000048365033,0.00029611142,0.000033179986,0.00033989528],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015958301,0.00019753116,0.00026382567,0.00012600045,0.00018240191,0.00003958276,0.00023728679,0.00016444367,0.000018785102],"category_scores_gemma":[0.000027606296,0.00018146077,0.00003957848,0.00025630777,0.0000588543,0.000077827295,0.000006256211,0.00027192288,0.00009594269],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002805698,0.000006124617,0.0004031742,0.00013357916,0.00006433566,0.00009275405,0.001584621,0.86857045,0.017464442,0.000026268264,0.11136633,0.00028512967],"study_design_scores_gemma":[0.0005644701,0.000014662683,0.0005164949,0.0001360818,0.000035075704,0.00024906162,0.0013368494,0.9846905,0.00011212732,0.000002361474,0.012043713,0.00029862934],"about_ca_topic_score_codex":0.019161623,"about_ca_topic_score_gemma":0.00208241,"teacher_disagreement_score":0.11612004,"about_ca_system_score_codex":0.0005646968,"about_ca_system_score_gemma":0.00013721421,"threshold_uncertainty_score":0.98736984},"labels":[],"label_agreement":null},{"id":"W1647620135","doi":"","title":"Mixing system design for the Tati Activox® autoclave","year":2009,"lang":"en","type":"article","venue":"Journal of the Southern African Institute of Mining and Metallurgy","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hatch (Canada)","funders":"","keywords":"Autoclave; Mixing (physics); Materials science; Metallurgy; Physics","score_opus":0.02502080864634223,"score_gpt":0.21963413521442046,"score_spread":0.19461332656807823,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1647620135","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.32780305,0.0027875477,0.66010123,0.0006412323,0.002819324,0.00060109893,0.000014794748,0.00007267112,0.005159037],"genre_scores_gemma":[0.9945222,0.00001841026,0.004962978,0.000021200893,0.00020197923,0.0000045315046,1.1253402e-7,0.000015337966,0.0002532576],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990205,0.000065890774,0.00048082412,0.00006561367,0.00020825987,0.00015888906],"domain_scores_gemma":[0.99905044,0.0002726924,0.00036992584,0.00017870993,0.00006787114,0.000060345636],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009316312,0.00013419686,0.00036724482,0.00006482293,0.00013072342,0.00003299428,0.00030805968,0.000051549014,0.0000026899647],"category_scores_gemma":[0.00012638692,0.00007007319,0.00018785708,0.00011939158,0.00006966596,0.00008266086,0.000012829668,0.0001094017,0.0000010081123],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002464246,0.000068751004,0.000057608486,0.0006591688,0.0023003896,0.000022121487,0.080901064,0.7849374,0.017919134,0.0021629832,0.0022133903,0.10851159],"study_design_scores_gemma":[0.004428741,0.0011019468,0.00073105574,0.0041936664,0.0021856232,0.0019287476,0.13601802,0.7516351,0.0058738235,0.00057832,0.09031807,0.0010068987],"about_ca_topic_score_codex":0.000012346236,"about_ca_topic_score_gemma":0.0000036732822,"teacher_disagreement_score":0.66671914,"about_ca_system_score_codex":0.000045187517,"about_ca_system_score_gemma":0.00006347684,"threshold_uncertainty_score":0.28575018},"labels":[],"label_agreement":null},{"id":"W1700679791","doi":"10.1109/robot.1994.351146","title":"A six degree-of-freedom, hydraulic, one person motion simulator","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":56,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Payload (computing); Kinematics; Stewart platform; Simulation; Motion simulator; Ceiling (cloud); Computer science; Motion (physics); Hydraulic machinery; Motion control; Mechanical engineering; Engineering; Physics; Structural engineering; Artificial intelligence","score_opus":0.05185384779104991,"score_gpt":0.2135072108725913,"score_spread":0.1616533630815414,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1700679791","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3491415,0.0012569248,0.13122797,0.0002930784,0.000976805,0.0005618686,0.000009861457,0.0010656156,0.5154664],"genre_scores_gemma":[0.9972676,0.000020727215,0.0009757701,0.00002154972,0.00014530285,0.000008834485,0.0000025611243,0.00002936841,0.0015282637],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99920624,0.000019525438,0.00025196018,0.000119497425,0.0002028916,0.000199881],"domain_scores_gemma":[0.99951726,0.0000648753,0.000032550008,0.00027348672,0.000026205045,0.000085598],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009603673,0.00013368519,0.0002372714,0.000074103846,0.000025155909,0.000013871435,0.00012176156,0.00009635025,0.0017797716],"category_scores_gemma":[0.000028609407,0.00012495037,0.00007564794,0.00015027415,0.000021301114,0.00009468875,0.000009123208,0.00007841929,0.0006363316],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000056873637,0.00019655949,0.002269313,0.00078242074,0.00026511052,0.000009056306,0.00546601,0.8926683,0.00906112,0.001215337,0.02794963,0.060111433],"study_design_scores_gemma":[0.0003344978,0.000032164087,0.0007546997,0.000051150568,0.000015546173,0.000006252332,0.00017993145,0.994107,0.000856784,0.0000091416805,0.0034952865,0.00015755006],"about_ca_topic_score_codex":0.000116114636,"about_ca_topic_score_gemma":0.000021632326,"teacher_disagreement_score":0.6481261,"about_ca_system_score_codex":0.0000364039,"about_ca_system_score_gemma":0.0000020368466,"threshold_uncertainty_score":0.99913275},"labels":[],"label_agreement":null},{"id":"W1712814768","doi":"10.1002/eqe.1186","title":"Phase and amplitude error indices for error quantification in pseudodynamic testing","year":2011,"lang":"en","type":"article","venue":"Earthquake Engineering & Structural Dynamics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; University of Toronto; University of Alberta","keywords":"Amplitude; Computer science; Stability (learning theory); Displacement (psychology); Phase (matter); Algorithm; Control theory (sociology); Control (management); Artificial intelligence; Machine learning","score_opus":0.03673662144446909,"score_gpt":0.2563507632791017,"score_spread":0.21961414183463263,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1712814768","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93985415,0.00014508309,0.05836167,0.000008330145,0.00058243726,0.00045420424,0.00007331845,0.0003592007,0.00016160014],"genre_scores_gemma":[0.98668337,0.00000531983,0.013006498,0.0000046754903,0.00006362061,0.000065133405,0.00008449946,0.000066174194,0.00002069474],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987354,0.000013929575,0.00046654767,0.00026385422,0.00012003946,0.00040017674],"domain_scores_gemma":[0.9994248,0.00014884217,0.00006862672,0.00022622406,0.00003415596,0.00009734043],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00019490808,0.00028231525,0.00031058033,0.00020119734,0.000059323982,0.000050385206,0.00016011015,0.00012960225,0.000007636313],"category_scores_gemma":[0.00011367845,0.00028862758,0.000047196343,0.00026719854,0.000029873045,0.00021026003,0.000020380663,0.00019940267,0.0000047954745],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006129799,0.0000737635,0.020903584,0.0024136333,0.00020038341,0.000027273274,0.008654328,0.21976566,0.004095234,0.008421707,0.000023340423,0.7353598],"study_design_scores_gemma":[0.00055810733,0.00005389587,0.3017388,0.00008027977,0.000011409449,0.000028267536,0.000109606284,0.6969856,0.000025379622,0.00013326912,0.000029064497,0.0002462908],"about_ca_topic_score_codex":0.000107969325,"about_ca_topic_score_gemma":0.00024305409,"teacher_disagreement_score":0.7351135,"about_ca_system_score_codex":0.00008091675,"about_ca_system_score_gemma":0.000012815766,"threshold_uncertainty_score":0.9999566},"labels":[],"label_agreement":null},{"id":"W1736243743","doi":"10.3968/j.est.1923847920120302.386","title":"Review for Development of Hydraulic Excavator Attachment","year":2012,"lang":"en","type":"article","venue":"Energy science and technology","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Excavator; Operability; Kinematics; Engineering; Computer science; Civil engineering; Reliability engineering","score_opus":0.017458863460430317,"score_gpt":0.2582149518721658,"score_spread":0.24075608841173549,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1736243743","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.514046,0.31166065,0.14328095,0.0021334798,0.002286977,0.0010852312,0.000006445422,0.0011143081,0.024385944],"genre_scores_gemma":[0.99565727,0.001022984,0.0030490034,0.00010852459,0.000018775467,0.00009135442,7.390068e-7,0.000005490799,0.00004584609],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993692,0.0000027209812,0.00019425576,0.000088876426,0.000106858766,0.00023809286],"domain_scores_gemma":[0.99971205,0.000015789006,0.000030790558,0.00014223222,0.000045856345,0.000053286065],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004444673,0.000067513494,0.00015254502,0.00013966077,0.000063873435,0.0000031684121,0.00015916605,0.000047048907,0.000007112513],"category_scores_gemma":[0.000045287357,0.000055452645,0.000010067836,0.00045774248,0.00015197792,0.00008343558,0.000035958543,0.000024362713,0.000004020107],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000001315614,0.00006238931,0.0024748084,0.0018317484,0.00005314981,4.0830707e-7,0.00074777944,0.000053837928,0.0453946,0.1314839,0.008779831,0.80911624],"study_design_scores_gemma":[0.00009413453,0.00002148821,0.00017827399,0.00033235268,0.000006858721,0.000013942836,0.0000608391,0.0009329742,0.07391328,0.0001707448,0.9241525,0.00012264207],"about_ca_topic_score_codex":0.0000023724872,"about_ca_topic_score_gemma":0.0000018946187,"teacher_disagreement_score":0.9153726,"about_ca_system_score_codex":0.000029775092,"about_ca_system_score_gemma":0.000043347245,"threshold_uncertainty_score":0.22612932},"labels":[],"label_agreement":null},{"id":"W17424063","doi":"10.1016/s1474-6670(17)33941-1","title":"Modeling and Control of Solenoid Valves for Internal Combustion Engines","year":2002,"lang":"en","type":"article","venue":"IFAC Proceedings Volumes","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Control theory (sociology); Engineering; Finite element method; Actuator; Nonlinear system; Camshaft; Internal model; Solenoid; Control engineering; Mechanical engineering; Computer science; Structural engineering; Physics; Control (management)","score_opus":0.012742052619464744,"score_gpt":0.19883200827116154,"score_spread":0.1860899556516968,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W17424063","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7692743,0.0019206062,0.2269458,0.000063819985,0.000214199,0.00027506985,0.000011311129,0.0001736826,0.0011211833],"genre_scores_gemma":[0.9983696,0.00010390472,0.0011932172,0.000009110709,0.00012323241,0.000036579753,9.1971424e-7,0.000022970307,0.00014049963],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993977,0.0000016578305,0.0002499191,0.000103763596,0.00009049533,0.00015649406],"domain_scores_gemma":[0.9997691,0.000030486957,0.000035539335,0.00003706999,0.000082041355,0.00004579872],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011246831,0.000114133014,0.00022127626,0.000063912434,0.000033298606,0.000031701802,0.00007280133,0.00006127662,0.000012875549],"category_scores_gemma":[0.00005110113,0.00010877608,0.000048357102,0.00004495385,0.000020561616,0.00014908239,0.000008340092,0.000053760043,0.000003699309],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013095727,0.00022539865,0.03513222,0.015892765,0.0013965026,0.0000023248485,0.03580107,0.50207305,0.19590205,0.0073303296,0.013284105,0.19282922],"study_design_scores_gemma":[0.00048344195,0.000052880103,0.000054665576,0.0001582726,0.000027053264,0.000009006631,0.00031326152,0.99670994,0.0015484358,0.0002532688,0.00027668272,0.00011307663],"about_ca_topic_score_codex":0.000014082525,"about_ca_topic_score_gemma":9.894699e-7,"teacher_disagreement_score":0.4946369,"about_ca_system_score_codex":0.000012952351,"about_ca_system_score_gemma":0.0000019004217,"threshold_uncertainty_score":0.443576},"labels":[],"label_agreement":null},{"id":"W1750772963","doi":"10.1109/robot.2002.1013577","title":"Emulation of a space robot using a hydraulic manipulator on ground","year":2003,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Canadian Space Agency","funders":"","keywords":"Emulation; Robot; Manipulator (device); Computer science; Space (punctuation); Control engineering; Robot manipulator; Hydraulic machinery; Simulation; Engineering; Mechanical engineering; Artificial intelligence; Operating system","score_opus":0.03399216926224047,"score_gpt":0.23713176244910697,"score_spread":0.2031395931868665,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1750772963","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7992473,0.000060822706,0.12462682,0.0000093998115,0.0002937989,0.00016294552,5.333115e-7,0.00012266594,0.0754757],"genre_scores_gemma":[0.99773824,0.0000021785572,0.0019311414,0.0000180052,0.000030341234,0.0000027152082,9.679156e-7,0.000022018492,0.0002543811],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99941695,0.00002703515,0.00020943314,0.00008460377,0.00013167558,0.0001303003],"domain_scores_gemma":[0.99970037,0.000038602233,0.000030644267,0.0001742437,0.0000135868395,0.000042575324],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001084304,0.000099725105,0.00016189167,0.00006415542,0.000020935433,0.000011462288,0.00004134894,0.000056431163,0.00013117277],"category_scores_gemma":[0.000017672159,0.00009084605,0.000040362218,0.00013258161,0.00000834251,0.000059571405,0.0000032081944,0.000044534496,0.00005118638],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000262768,0.000020795316,0.0007750627,0.00013791167,0.000038990802,0.0000020593816,0.00049113046,0.9746725,0.011863247,0.011424562,0.00017580423,0.00039531474],"study_design_scores_gemma":[0.00039107865,0.000041952786,0.0034424018,0.00012953866,0.000019031619,0.00002735408,0.0002376829,0.98304033,0.009752871,0.0003597672,0.0023161657,0.000241824],"about_ca_topic_score_codex":0.00009690698,"about_ca_topic_score_gemma":0.000011901826,"teacher_disagreement_score":0.19849095,"about_ca_system_score_codex":0.000049490736,"about_ca_system_score_gemma":0.000007717311,"threshold_uncertainty_score":0.37045944},"labels":[],"label_agreement":null},{"id":"W1793879798","doi":"10.1109/rasm.2015.7154653","title":"A new Sliding Mode Controller for Electro-Hydraulic Actuator (EHA) applications","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Actuator; Electro-hydraulic actuator; Hydraulic machinery; Control theory (sociology); Fault tolerance; Control engineering; Fault (geology); Mode (computer interface); Computer science; Control system; Controller (irrigation); Fault detection and isolation; Engineering; Sliding mode control; Control (management); Reliability engineering; Nonlinear system; Artificial intelligence; Mechanical engineering","score_opus":0.023328737842557658,"score_gpt":0.2563101453183303,"score_spread":0.23298140747577264,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1793879798","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0009294806,0.00024392895,0.9589415,0.00020311972,0.00013993721,0.0008651296,0.0000050624917,0.00048383212,0.03818801],"genre_scores_gemma":[0.98518556,0.000007296077,0.010297364,0.00014826359,0.0004418622,0.00060167565,0.000011168722,0.000045211018,0.0032615783],"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99918705,0.000009783522,0.00024624198,0.00014020591,0.00013067301,0.00028603594],"domain_scores_gemma":[0.99937624,0.000100475765,0.000026727925,0.00019833002,0.00004441789,0.00025382533],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014092255,0.00014394335,0.00024053738,0.00005595137,0.000041394003,0.00004253515,0.00014590655,0.000080271704,0.000039764796],"category_scores_gemma":[0.000029263983,0.00012569259,0.00007295599,0.00012453955,0.0000040590953,0.00008703967,0.000008753617,0.000060412727,0.00022583794],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000053926506,0.000053936412,0.000107451335,0.00024150706,0.00046545395,0.0000010339154,0.002919082,0.07480196,0.027035177,0.052222926,0.7638676,0.07822992],"study_design_scores_gemma":[0.0012359329,0.00003387641,0.0000057972056,0.000011283824,0.00002559273,0.000007953702,0.00014634227,0.5651076,0.0024351506,0.0026147028,0.42816278,0.00021300836],"about_ca_topic_score_codex":0.00007601648,"about_ca_topic_score_gemma":0.000015719757,"teacher_disagreement_score":0.9842561,"about_ca_system_score_codex":0.000087480905,"about_ca_system_score_gemma":0.0000613217,"threshold_uncertainty_score":0.5125595},"labels":[],"label_agreement":null},{"id":"W1809764668","doi":"10.1002/rnc.3341","title":"Design and experimental study of a dynamical adaptive backstepping–sliding mode control scheme for position tracking and regulating of a low‐cost pneumatic cylinder","year":2015,"lang":"en","type":"article","venue":"International Journal of Robust and Nonlinear Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Ministry of Higher Education, Malaysia; University of Manitoba; Natural Sciences and Engineering Research Council of Canada; Universiti Tun Hussein Onn Malaysia","keywords":"Control theory (sociology); Backstepping; Tracking error; Sliding mode control; Pneumatic cylinder; Robustness (evolution); Parametric statistics; Controller (irrigation); Cylinder; Computer science; Position (finance); Mathematics; Adaptive control; Nonlinear system; Physics; Control (management)","score_opus":0.0387417200837291,"score_gpt":0.2846110659119381,"score_spread":0.24586934582820896,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1809764668","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6145502,0.00031631172,0.38463232,0.00002965454,0.00011299602,0.0003338101,0.000010456655,0.0000049588884,0.0000093036415],"genre_scores_gemma":[0.9885536,0.000006643892,0.011266748,0.000010571698,0.00013229606,0.00001098733,0.0000016286294,0.000015990247,0.0000015717194],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988447,0.000075223266,0.00061808544,0.00008888188,0.00027392348,0.00009920979],"domain_scores_gemma":[0.9988471,0.00036857976,0.00030801134,0.000044555538,0.00034661643,0.00008509651],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005437101,0.00012189542,0.0003911324,0.00013108301,0.000024979021,0.00003602776,0.00007957596,0.000054590997,0.000001480463],"category_scores_gemma":[0.000094567666,0.00010649099,0.000044884502,0.000030857773,0.00002844791,0.00020640886,0.00001288641,0.00009442936,7.106178e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0027470964,0.0005905056,0.0043483274,0.00020824019,0.0018128996,0.000023553232,0.013230649,0.9030777,0.069236256,0.00014231319,0.000017515782,0.0045649353],"study_design_scores_gemma":[0.008928098,0.0006111476,0.0003188364,0.00042316347,0.00006457966,0.00014723469,0.0034695477,0.9849142,0.0009966977,0.000035623547,0.0000011562024,0.00008974793],"about_ca_topic_score_codex":0.000011804674,"about_ca_topic_score_gemma":0.0000033061322,"teacher_disagreement_score":0.37400338,"about_ca_system_score_codex":0.000051344,"about_ca_system_score_gemma":0.00002846082,"threshold_uncertainty_score":0.43425766},"labels":[],"label_agreement":null},{"id":"W1811903348","doi":"10.1002/stc.1731","title":"Numerical simulation and analysis of nonlinear state-space control design for hydraulic actuator control","year":2015,"lang":"en","type":"article","venue":"Structural Control and Health Monitoring","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; University of Alberta","funders":"","keywords":"Control theory (sociology); Actuator; Nonlinear system; Control engineering; State space; Controller (irrigation); Hydraulic cylinder; State-space representation; Engineering; Feedback linearization; Linearization; Stability (learning theory); Computer science; Control (management); Mathematics; Algorithm; Artificial intelligence","score_opus":0.04809149148268255,"score_gpt":0.3235971070659879,"score_spread":0.27550561558330533,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1811903348","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.34707874,0.00256971,0.6462835,0.0018356692,0.00054669124,0.0014104691,0.00012407961,0.00013968589,0.0000114674385],"genre_scores_gemma":[0.99763757,0.000017182261,0.0016077119,0.00029823996,0.000354891,0.000045781813,0.000007633021,0.000026364729,0.0000046137598],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99849606,0.000116765244,0.0005603746,0.0002152887,0.00021770081,0.00039383766],"domain_scores_gemma":[0.9985461,0.00068294886,0.00017741801,0.0001475459,0.00012993107,0.0003160286],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00057322264,0.00022550221,0.0008704797,0.00015890165,0.000110176814,0.000043992426,0.00007036057,0.00009691515,0.000001468798],"category_scores_gemma":[0.000094076466,0.00019038559,0.00008364435,0.0002020594,0.000033663633,0.00013842626,0.000005060094,0.00013979651,5.2625603e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016984697,0.0000027423862,0.018420797,0.0001916572,0.00061705074,0.0000010356679,0.001010938,0.9729054,0.00015670403,0.000010652276,0.000035427238,0.006477765],"study_design_scores_gemma":[0.0038616122,0.00020630147,0.024678487,0.000030123405,0.00025457836,0.0000021422686,0.00011548478,0.9702652,0.00002830318,0.00009736723,0.00029421874,0.0001661776],"about_ca_topic_score_codex":0.00029871435,"about_ca_topic_score_gemma":0.000004485131,"teacher_disagreement_score":0.6505588,"about_ca_system_score_codex":0.00009173362,"about_ca_system_score_gemma":0.000057259524,"threshold_uncertainty_score":0.7763699},"labels":[],"label_agreement":null},{"id":"W1833758908","doi":"10.1139/tcsme-2013-0005","title":"DESIGN AND MODELLING OF FAST SWITCHING EFFICIENT SEAT VALVES FOR DIGITAL DISPLACEMENT PUMPS","year":2013,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Fluid power; Displacement (psychology); Body orifice; Positive displacement meter; Mechatronics; Valve actuator; Valve seat; Mechanical engineering; Power (physics); Globe valve; Engineering; Computer science; Automotive engineering; Control engineering; Ball valve","score_opus":0.015342594678595294,"score_gpt":0.1836008501872057,"score_spread":0.1682582555086104,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1833758908","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.027128736,0.00008432735,0.9715189,0.000081259226,0.0002068089,0.00087069045,0.00006018129,0.000038187143,0.00001094274],"genre_scores_gemma":[0.9719727,0.0000073789365,0.027787529,0.000006352512,0.000017287257,0.00014974004,0.0000023001594,0.000032706277,0.000023988865],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992878,0.0000035536489,0.0002604362,0.00010173357,0.00009884043,0.00024763608],"domain_scores_gemma":[0.9994723,0.00017359729,0.000027608618,0.00014365176,0.000038608105,0.0001442217],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015610582,0.00012919979,0.00019966508,0.00003278764,0.000106234926,0.000031347707,0.00012596534,0.00008570498,0.000005722798],"category_scores_gemma":[0.000008666673,0.00010878185,0.00029190996,0.000089065885,0.000013265655,0.00007508964,0.0000032360804,0.00008754349,3.5862888e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000011848997,0.0000049736655,2.989297e-7,0.00035490634,0.00012267608,1.0012179e-8,0.0006083298,0.99340206,0.004134314,0.00032087154,0.000021873157,0.0010284809],"study_design_scores_gemma":[0.00022242586,0.000023746265,0.0000013777571,0.00011025976,0.000049936207,0.0000017814508,0.0002462415,0.9931553,0.005867086,0.0001240535,0.00008903995,0.00010872529],"about_ca_topic_score_codex":0.0013502362,"about_ca_topic_score_gemma":0.00016518008,"teacher_disagreement_score":0.944844,"about_ca_system_score_codex":0.00012247766,"about_ca_system_score_gemma":0.00004563436,"threshold_uncertainty_score":0.44359952},"labels":[],"label_agreement":null},{"id":"W1891505528","doi":"10.1109/cdc.1991.261831","title":"A digital implementation of the acceleration feedback control law on a PUMA 560 manipulator","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"National Aeronautics and Space Administration","keywords":"Control theory (sociology); Acceleration; Weighting; Law; Computer science; Actuator; Bandwidth (computing); PID controller; Control engineering; Engineering; Control (management); Physics; Artificial intelligence","score_opus":0.01769615477052083,"score_gpt":0.2126960330218775,"score_spread":0.19499987825135667,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1891505528","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6607795,0.000036528065,0.005967717,0.0003048737,0.00043164755,0.00069013773,0.000028865523,0.00016710424,0.33159366],"genre_scores_gemma":[0.9993161,0.0000012738611,0.000010148128,0.00010822642,0.000048466085,0.000015637215,0.0000027608985,0.000010543386,0.00048682903],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999515,0.000010362159,0.00020179508,0.000055811113,0.00012849066,0.00008853725],"domain_scores_gemma":[0.9997729,0.000027259724,0.000029570305,0.00013604933,0.000013388236,0.000020826446],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000035567406,0.00006898183,0.00009112774,0.000014488073,0.000029044399,0.000042798514,0.000067827976,0.000027388805,0.0006080597],"category_scores_gemma":[0.0000032104126,0.000046183977,0.000041846033,0.000055166205,0.00000942638,0.00012245451,0.000004860914,0.00003216983,0.000120118566],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005252909,0.00049816957,0.044923212,0.0011975438,0.0013163122,0.000008023714,0.016930716,0.18533,0.03640553,0.24309036,0.11987771,0.3503699],"study_design_scores_gemma":[0.006222692,0.00030605507,0.039357986,0.0001866638,0.00007334924,0.00003073342,0.0027200659,0.8799084,0.032912523,0.00047105495,0.037059154,0.0007513602],"about_ca_topic_score_codex":0.00004523634,"about_ca_topic_score_gemma":0.000068978145,"teacher_disagreement_score":0.69457835,"about_ca_system_score_codex":0.00002537579,"about_ca_system_score_gemma":0.0000015922824,"threshold_uncertainty_score":0.6657827},"labels":[],"label_agreement":null},{"id":"W1897041828","doi":"10.1109/robot.1997.620046","title":"Robust torque control of harmonic drive under constrained-motion","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Control theory (sociology); Harmonic drive; Torque; Backlash; Harmonic; Damping torque; Control engineering; Motion control; Robotics; Controller (irrigation); Computer science; Robust control; Control system; Direct torque control; Engineering; Control (management); Artificial intelligence; Robot; Physics; Voltage","score_opus":0.02350603373584611,"score_gpt":0.18853085753773893,"score_spread":0.16502482380189282,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1897041828","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.025021458,0.00023353368,0.8623441,0.00012702317,0.000274027,0.00017965276,0.0000068948134,0.00019293159,0.1116204],"genre_scores_gemma":[0.9991,0.000017714616,0.0002472292,0.0000509846,0.00005036677,0.000007527329,0.0000016215862,0.000012812722,0.0005117275],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994702,0.000018224404,0.00022293015,0.00007033066,0.00009174304,0.00012660114],"domain_scores_gemma":[0.9997189,0.00005963023,0.000025123054,0.00012664818,0.000023747556,0.00004596203],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007024438,0.000085085216,0.00016905546,0.00003461688,0.000014069102,0.000008354594,0.000058311653,0.00006206421,0.0017589618],"category_scores_gemma":[0.000008911481,0.000074447045,0.0000456388,0.00006272901,0.000030148676,0.000052423267,0.0000032109363,0.000052846663,0.0001694663],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000058501932,0.00012226407,0.0021545205,0.0005289528,0.00052772625,0.000011069178,0.0019224149,0.887527,0.018954571,0.03841098,0.022052452,0.027782215],"study_design_scores_gemma":[0.0009212988,0.000022242479,0.0007409472,0.00004478515,0.000019340567,0.000018225554,0.00034182458,0.99541813,0.0015260433,0.00015158062,0.0006496152,0.00014597888],"about_ca_topic_score_codex":0.0000225909,"about_ca_topic_score_gemma":0.000009221595,"teacher_disagreement_score":0.97407854,"about_ca_system_score_codex":0.000027350017,"about_ca_system_score_gemma":0.0000030602985,"threshold_uncertainty_score":0.99915355},"labels":[],"label_agreement":null},{"id":"W1904717342","doi":"10.1109/iros.1997.649074","title":"Modelling, identification and experimental validation of a hydraulic manipulator joint for control","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Control theory (sociology); System identification; Computer science; Controller (irrigation); Control engineering; System dynamics; Hydraulic machinery; Joint (building); Identification (biology); Robust control; Control system; Engineering; Data modeling; Control (management); Mechanical engineering; Structural engineering","score_opus":0.04037526671224981,"score_gpt":0.22554690585192647,"score_spread":0.18517163913967666,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1904717342","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38625956,0.0003536568,0.611173,0.000019777075,0.00010021564,0.00031330073,0.0000037546313,0.000064571635,0.0017121627],"genre_scores_gemma":[0.9990631,0.000009430722,0.000544604,0.000008968774,0.00003278363,0.00006371013,0.0000045486454,0.000013259656,0.000259621],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995076,0.000007931527,0.00026068644,0.000078128774,0.00007067807,0.000074949756],"domain_scores_gemma":[0.99979883,0.000020689222,0.00003679688,0.00009689216,0.000017012906,0.000029783158],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008594346,0.00006541023,0.00012424815,0.000037393642,0.000019811543,0.000015442878,0.000028660055,0.000035776175,0.00008002537],"category_scores_gemma":[0.000003982318,0.000061893596,0.000030162455,0.000027698125,0.000008979408,0.00007681472,0.0000025573459,0.000015602778,0.000014469224],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003452847,0.00003416624,0.000060587063,0.00019042297,0.000046943747,1.3246992e-7,0.001616364,0.94391096,0.051283173,0.0010194519,0.0013529893,0.00048133053],"study_design_scores_gemma":[0.00038417982,0.000016745851,0.000015832053,0.000011999842,0.000008609765,0.0000024257265,0.00010165707,0.897452,0.10164888,0.000066704124,0.00023114381,0.000059815946],"about_ca_topic_score_codex":0.000018312357,"about_ca_topic_score_gemma":3.021228e-7,"teacher_disagreement_score":0.6128035,"about_ca_system_score_codex":0.000014631827,"about_ca_system_score_gemma":7.9878333e-7,"threshold_uncertainty_score":0.25239477},"labels":[],"label_agreement":null},{"id":"W1926403178","doi":"10.1109/acc.1995.532212","title":"Friction estimation in a planar electrohydraulic manipulator","year":2005,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Control theory (sociology); Estimator; Observer (physics); Nonlinear system; Position (finance); Planar; Work (physics); Computer science; Manipulator (device); Dynamical friction; Engineering; Robot; Mechanical engineering; Materials science; Control (management); Mathematics; Artificial intelligence; Physics","score_opus":0.008345526610747927,"score_gpt":0.20740618411673753,"score_spread":0.1990606575059896,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1926403178","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6547715,0.00024124346,0.23356543,0.00024546092,0.00024579288,0.00027218048,7.778654e-7,0.00074024906,0.10991733],"genre_scores_gemma":[0.99782443,0.00001042175,0.0017983239,0.000045703368,0.000069965405,0.000018904708,0.0000061344285,0.000013201494,0.0002129266],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995107,0.000009411414,0.00018430092,0.00006970601,0.0000811207,0.0001447811],"domain_scores_gemma":[0.99984664,0.000015653119,0.000010720301,0.000091221686,0.0000041936128,0.000031597163],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007484206,0.000073757416,0.00009154756,0.00009407121,0.000013694667,0.000013360148,0.000043744734,0.00005161642,0.00010913244],"category_scores_gemma":[0.000005374883,0.000070497954,0.000016835042,0.00014174907,0.000002461549,0.00012317044,0.0000018124327,0.00005943378,0.000463932],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000037449554,0.000029370824,0.0013738525,0.00007728281,0.000024303281,0.0000039405286,0.0010575745,0.93649185,0.0062098755,0.0027824384,0.0076944977,0.044251274],"study_design_scores_gemma":[0.00014799705,0.000008459394,0.0028518431,0.000015495807,0.000002128794,0.000012950362,0.000024568715,0.98955595,0.001398339,0.000110944035,0.0057810224,0.00009027068],"about_ca_topic_score_codex":0.00005653353,"about_ca_topic_score_gemma":0.00018968445,"teacher_disagreement_score":0.3430529,"about_ca_system_score_codex":0.00009956421,"about_ca_system_score_gemma":0.00000417049,"threshold_uncertainty_score":0.5963062},"labels":[],"label_agreement":null},{"id":"W1950632268","doi":"10.1007/978-3-540-79224-6_10","title":"Different Types of Faults in Control Valves","year":2008,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Reliability engineering; Engineering","score_opus":0.01836268249841236,"score_gpt":0.22085740798797998,"score_spread":0.20249472548956762,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1950632268","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.005529217,0.06078793,0.0021997998,0.00010269879,0.006523797,0.003535165,0.0005375708,0.0002596062,0.92052424],"genre_scores_gemma":[0.9908283,0.0030671165,0.000009281939,0.000021536474,0.00061324204,0.000063041276,0.000016160773,0.000066999586,0.005314322],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980178,0.00005357527,0.0010575943,0.00025533335,0.00030402502,0.00031169446],"domain_scores_gemma":[0.9987634,0.00059569435,0.00023758036,0.00030030942,0.000033341825,0.00006969188],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00017197679,0.0004206336,0.0013556,0.0002847224,0.00001591852,0.0000065394747,0.00025714337,0.00065477565,0.0001250975],"category_scores_gemma":[0.00010930057,0.00037752246,0.00016822123,0.000052542877,0.00008737745,0.0001226939,0.000012947521,0.00068983884,0.000026885618],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016023788,0.00020456727,0.014882371,0.0012530142,0.0014769768,0.00039831598,0.0019972571,0.5933193,0.00033456698,0.019167086,0.0040907566,0.36127344],"study_design_scores_gemma":[0.05193082,0.0006837852,0.0009329096,0.008045461,0.0003311806,0.000044471846,0.000109719236,0.038297117,0.0001982254,0.006627176,0.8899786,0.0028205374],"about_ca_topic_score_codex":0.000035593417,"about_ca_topic_score_gemma":0.00022507695,"teacher_disagreement_score":0.9852991,"about_ca_system_score_codex":0.00014523463,"about_ca_system_score_gemma":0.000053881286,"threshold_uncertainty_score":0.9998677},"labels":[],"label_agreement":null},{"id":"W1956656227","doi":"10.22260/isarc2013/0150","title":"Study on Methodology for Detecting the Status of General Excavator without Renovation","year":2013,"lang":"en","type":"article","venue":"Proceedings of the ... ISARC","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Excavator; Excavation; Work (physics); Rollover (web design); Computer science; Robot; Engineering; Embedded system; Simulation; Mechanical engineering; Artificial intelligence; Geotechnical engineering","score_opus":0.07221510890825655,"score_gpt":0.29802970555135355,"score_spread":0.225814596643097,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1956656227","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9939708,0.00003451156,0.0008034865,0.00008532639,0.00028375082,0.0011226926,0.000002395458,0.00004455597,0.0036524779],"genre_scores_gemma":[0.996647,0.0000026013486,0.0028486582,0.000024062525,0.000113063004,0.00017581727,2.3196925e-7,0.000024790206,0.00016376658],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99911743,0.000017918974,0.0003474516,0.000105749394,0.00016647262,0.00024495937],"domain_scores_gemma":[0.9992549,0.00023782255,0.00018098329,0.0001209081,0.00017678045,0.000028651411],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006780093,0.00010817745,0.0002327425,0.000048104615,0.00006354605,0.000016346732,0.00024830963,0.000047391062,0.0000075755843],"category_scores_gemma":[0.00052728044,0.000061328145,0.000057170582,0.00016881381,0.0000345142,0.00007008992,0.000037687932,0.00009854617,0.0000030760552],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000063560896,0.00011453851,0.07271457,0.0008780574,0.00040719064,4.1842952e-8,0.0375069,0.0022920864,0.8593186,0.0029835042,0.005085949,0.018635007],"study_design_scores_gemma":[0.0024148354,0.0012465188,0.10138105,0.00042571835,0.00023912489,0.00001807547,0.044643063,0.06348902,0.77480006,0.008221732,0.0024892006,0.00063162216],"about_ca_topic_score_codex":0.00014705688,"about_ca_topic_score_gemma":0.0000044779035,"teacher_disagreement_score":0.08451855,"about_ca_system_score_codex":0.00003589808,"about_ca_system_score_gemma":0.000009800214,"threshold_uncertainty_score":0.25008893},"labels":[],"label_agreement":null},{"id":"W1957581421","doi":"10.1109/cira.2001.1013192","title":"Cascade control of hydraulic actuators during contact tasks","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Actuator; Control theory (sociology); Hydraulic cylinder; Controller (irrigation); Feed forward; Cascade; Control engineering; Compensation (psychology); Electro-hydraulic actuator; Nonlinear system; Computer science; Hydraulic machinery; Hydraulic motor; Engineering; Control (management); Artificial intelligence; Mechanical engineering","score_opus":0.009264405614986006,"score_gpt":0.18655412028793328,"score_spread":0.17728971467294727,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1957581421","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8555095,0.000553175,0.021206034,0.00006117503,0.0003484174,0.00026321702,0.000009364667,0.00038106975,0.121668026],"genre_scores_gemma":[0.99895406,0.000034994333,0.000048852038,0.000039632232,0.00007609172,0.000013350904,8.004443e-7,0.000026915111,0.0008052758],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991731,0.0000196257,0.00033159778,0.000098720906,0.00014972806,0.00022720444],"domain_scores_gemma":[0.999558,0.00007715869,0.000037875136,0.00022138524,0.000014210363,0.00009141231],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000071349175,0.00013883787,0.00029328984,0.0000671818,0.000025926249,0.000011095597,0.00011574646,0.00008234546,0.0014197092],"category_scores_gemma":[0.000019666048,0.00011910853,0.00007847119,0.000098634795,0.00001366714,0.000079974365,0.000007157465,0.00008735652,0.00029316224],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010449315,0.0006949579,0.051742602,0.007288305,0.0049534645,0.00042860338,0.043564975,0.20296963,0.48789775,0.009724335,0.07458181,0.11604907],"study_design_scores_gemma":[0.00457783,0.00011508989,0.0146916155,0.00025948984,0.000093362534,0.00017611469,0.00064748566,0.8954653,0.065032974,0.00005739631,0.01797227,0.0009110305],"about_ca_topic_score_codex":0.00007881043,"about_ca_topic_score_gemma":0.000009856745,"teacher_disagreement_score":0.6924957,"about_ca_system_score_codex":0.000033142274,"about_ca_system_score_gemma":0.0000024423575,"threshold_uncertainty_score":0.9994931},"labels":[],"label_agreement":null},{"id":"W1963044288","doi":"10.1109/cdc.1996.577625","title":"An experimental study on modelling and identification of harmonic drive systems","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":51,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Identification (biology); Computer science; Harmonic analysis; Harmonic; Engineering; Electronic engineering; Acoustics; Physics","score_opus":0.04104651627112058,"score_gpt":0.25005152808391395,"score_spread":0.20900501181279338,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1963044288","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96108115,0.00033325033,0.035672873,0.0000014318016,0.00015920057,0.00027444336,0.000001255598,0.000086952765,0.0023894345],"genre_scores_gemma":[0.9997801,0.0000082923325,0.000022078919,0.0000013217667,0.000024220832,0.000026167136,8.9340114e-7,0.0000122333295,0.00012467577],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994573,0.00002513729,0.0002411334,0.000096393764,0.00011135224,0.000068692105],"domain_scores_gemma":[0.9997423,0.000015924938,0.000026761965,0.00016928109,0.000010237129,0.000035472276],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000099277095,0.000069504844,0.00011696577,0.000042508374,0.000022260345,0.000026851361,0.00005223716,0.000024588122,0.000020859077],"category_scores_gemma":[9.122815e-7,0.00006206787,0.000011067547,0.000041378495,0.0000073659785,0.000078969446,0.000003526919,0.000028826535,0.000027302727],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000021896835,0.00035244532,0.00082212285,0.000078112294,0.00005064607,0.0000015899965,0.014839772,0.9447146,0.038248725,0.0005254905,0.00014443204,0.00021985997],"study_design_scores_gemma":[0.00017737858,0.00011647141,0.0001555009,0.000017445356,0.0000051236766,0.0000020786076,0.007426839,0.98268485,0.009337402,0.0000025678983,0.000008718842,0.00006564122],"about_ca_topic_score_codex":0.00004649441,"about_ca_topic_score_gemma":7.3480703e-7,"teacher_disagreement_score":0.03869896,"about_ca_system_score_codex":0.000018134851,"about_ca_system_score_gemma":6.110393e-7,"threshold_uncertainty_score":0.25310543},"labels":[],"label_agreement":null},{"id":"W1965030114","doi":"10.5402/2011/725108","title":"Iterative Smooth Variable Structure Filter for Parameter Estimation","year":2011,"lang":"en","type":"article","venue":"ISRN Signal Processing","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Control theory (sociology); Hyperplane; Robustness (evolution); Actuator; Computer science; Filter (signal processing); Stability (learning theory); Convergence (economics); Mathematics; Control (management)","score_opus":0.026181641126502696,"score_gpt":0.23262873545055118,"score_spread":0.20644709432404848,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1965030114","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.02024563,0.00013136175,0.97376823,0.000005592928,0.00014705486,0.0002514576,0.000021031788,0.00017394689,0.005255686],"genre_scores_gemma":[0.9188937,3.9500742e-7,0.08074066,0.000058332163,0.000099942634,0.000042410116,0.000018517074,0.000031515956,0.00011451149],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992971,0.000014986332,0.00022809317,0.00014131314,0.000101007565,0.00021751068],"domain_scores_gemma":[0.9996874,0.00006849116,0.000050160488,0.00009026009,0.00005601493,0.000047689304],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010059227,0.00014646472,0.00016877588,0.00004770564,0.00008461653,0.00008147723,0.0000919676,0.000090011774,0.0002510269],"category_scores_gemma":[0.000019060815,0.0001240075,0.000031252315,0.000103631384,0.000018229975,0.000316905,0.0000075991416,0.0000871363,0.000013819435],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000119569646,0.00008680246,0.0012510376,0.0050568744,0.0002934708,0.000011163518,0.0499685,0.20785174,0.039134286,0.002018385,0.004893072,0.6893151],"study_design_scores_gemma":[0.00023994675,0.0000380093,0.00012579048,0.00021905659,0.000024951802,0.0000096001195,0.00013894527,0.9790591,0.007510946,0.011599392,0.0008177172,0.00021651629],"about_ca_topic_score_codex":0.000008881038,"about_ca_topic_score_gemma":0.0000022685151,"teacher_disagreement_score":0.8986481,"about_ca_system_score_codex":0.000028625014,"about_ca_system_score_gemma":0.0000234506,"threshold_uncertainty_score":0.50568795},"labels":[],"label_agreement":null},{"id":"W1965173787","doi":"10.2316/journal.201.2006.1.201-1429","title":"AUTO-TUNING OF ADAPTIVE CONTROL WITH DEAD ZONE","year":2006,"lang":"en","type":"article","venue":"Control and Intelligent Systems","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Dead zone; Computer science; Control (management); Control theory (sociology); Biology; Artificial intelligence; Ecology","score_opus":0.007989982635315947,"score_gpt":0.17993600334250848,"score_spread":0.17194602070719253,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1965173787","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05101529,0.009186831,0.92669374,0.000021199687,0.0004838845,0.0007392356,0.000034130117,0.00018680641,0.01163887],"genre_scores_gemma":[0.9991024,0.00003057444,0.000051476814,0.000013620539,0.0002092101,0.00007091595,0.0000040208183,0.000031581265,0.0004861977],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987589,0.00006807539,0.00054301653,0.00016346159,0.00020259642,0.0002639377],"domain_scores_gemma":[0.99934936,0.00017331963,0.000117907155,0.00019140096,0.00008569021,0.00008235018],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026531555,0.00021543654,0.0005748803,0.000087272805,0.00004636728,0.00003702352,0.00009837745,0.0000906595,0.000012462437],"category_scores_gemma":[0.000008098847,0.00016065508,0.000055907218,0.000096778946,0.00006124656,0.00007734027,0.000005505414,0.0000965008,0.000024866227],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00047353058,0.0001684849,0.024280962,0.0021941804,0.0018694191,0.000071329676,0.0023617926,0.89150006,0.030209737,0.028330073,0.003981847,0.014558573],"study_design_scores_gemma":[0.0017237712,0.0002286435,0.0011379276,0.0005367976,0.00009172347,0.00006415131,0.00070722494,0.98574144,0.00044653317,0.00002853028,0.009001263,0.0002919693],"about_ca_topic_score_codex":0.0008055409,"about_ca_topic_score_gemma":0.000040695635,"teacher_disagreement_score":0.9480871,"about_ca_system_score_codex":0.000038104175,"about_ca_system_score_gemma":0.000015415531,"threshold_uncertainty_score":0.65513235},"labels":[],"label_agreement":null},{"id":"W1965318015","doi":"10.2495/eres1300221","title":"The effects of measurement errors in the restoring force feedback during real-time hybrid simulations","year":2013,"lang":"en","type":"article","venue":"WIT transactions on the built environment","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; University of Toronto","keywords":"Synchronizing; Computer science; Restoring force; Simulation; Stability (learning theory); Noise (video); Control theory (sociology); Synchronization (alternating current); Transmission (telecommunications); Engineering; Structural engineering; Control (management); Artificial intelligence","score_opus":0.010443438778567715,"score_gpt":0.17997046753434193,"score_spread":0.16952702875577422,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1965318015","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98262626,0.00018337322,0.013951432,0.00058828853,0.0002125294,0.0013306036,0.0000040031814,0.00008323843,0.0010202558],"genre_scores_gemma":[0.99903846,0.00022462671,0.00003678866,0.000011728294,0.000025086876,0.0003261205,5.976625e-7,0.000034334265,0.00030226453],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99869025,0.00014649173,0.0003258034,0.00012700424,0.000472545,0.00023790858],"domain_scores_gemma":[0.9987613,0.00052518834,0.00004941984,0.00062009116,0.000007387343,0.000036641075],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040615996,0.00016224188,0.0001435312,0.00004280743,0.00024363985,0.00002800352,0.0002926145,0.000034470526,0.000073410265],"category_scores_gemma":[0.000017089911,0.00009006494,0.00008112691,0.000093176575,0.000061053084,0.00006675191,0.0000040885734,0.00018456037,0.000116666495],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006003223,0.000061887185,0.000042126023,0.00009350777,0.00009041768,0.0000011138154,0.0017931913,0.94091624,0.055104572,0.000029092307,0.00009888508,0.0017629842],"study_design_scores_gemma":[0.0038062115,0.00053132785,0.120973155,0.0020100712,0.0004608891,0.000063421554,0.005252502,0.60311973,0.25157425,0.0015605738,0.009007515,0.0016403745],"about_ca_topic_score_codex":0.00019517909,"about_ca_topic_score_gemma":0.00003284176,"teacher_disagreement_score":0.3377965,"about_ca_system_score_codex":0.00021579085,"about_ca_system_score_gemma":0.00000598402,"threshold_uncertainty_score":0.36727417},"labels":[],"label_agreement":null},{"id":"W1965634168","doi":"10.1109/tmech.2011.2160959","title":"Modeling and Robust Discrete-Time Sliding-Mode Control Design for a Fluid Power Electrohydraulic Actuator (EHA) System","year":2011,"lang":"en","type":"article","venue":"IEEE/ASME Transactions on Mechatronics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":210,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria; University of Saskatchewan","funders":"","keywords":"Control theory (sociology); Actuator; Nonlinear system; Sliding mode control; Discrete time and continuous time; Bounded function; Hydraulic machinery; Linear matrix inequality; Computer science; Engineering; Mathematics; Control (management); Mathematical optimization; Physics; Mathematical analysis; Artificial intelligence","score_opus":0.02145257231805768,"score_gpt":0.2065515010426178,"score_spread":0.18509892872456013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1965634168","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.019476688,0.00031985983,0.9769529,0.00003074815,0.0006343527,0.001314252,0.00010496674,0.0007628651,0.00040336454],"genre_scores_gemma":[0.98592377,0.00006508835,0.013174104,0.000030976767,0.00006823819,0.0004889548,0.0000063117536,0.00015696631,0.00008557095],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978841,0.00010393367,0.0005875663,0.00042879762,0.0002707516,0.00072486914],"domain_scores_gemma":[0.9989656,0.00018982613,0.00006329406,0.0004619571,0.000073887764,0.00024543653],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00048884517,0.00046137025,0.00060316426,0.00022156638,0.00028042195,0.00007148266,0.00024433265,0.00029375814,0.00005619074],"category_scores_gemma":[0.000008821362,0.00044726545,0.00023142679,0.00017927073,0.000021611459,0.00026458185,0.0000017481821,0.0003123153,0.00008985133],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014657025,0.00004605505,2.9303143e-7,0.00021832551,0.00032635184,0.000002590038,0.0011326188,0.9822255,0.014475549,0.00076684967,0.00007546149,0.00058387505],"study_design_scores_gemma":[0.0012991852,0.000335174,3.0846977e-7,0.00016348364,0.00021806218,0.000043926753,0.0003523525,0.98782796,0.0090651475,0.00013689147,0.000094146206,0.00046334555],"about_ca_topic_score_codex":0.000043939166,"about_ca_topic_score_gemma":0.000015000696,"teacher_disagreement_score":0.9664471,"about_ca_system_score_codex":0.00031869792,"about_ca_system_score_gemma":0.0000733408,"threshold_uncertainty_score":0.9997979},"labels":[],"label_agreement":null},{"id":"W1965764771","doi":"10.1080/14399776.2004.10781192","title":"Effect of Controller in Reducing Steady-State Error due to Flow and Force Disturbances in the Electrohydraulic Actuator System","year":2004,"lang":"en","type":"article","venue":"International Journal of Fluid Power","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Control theory (sociology); Controller (irrigation); Nonlinear system; Actuator; Electro-hydraulic actuator; Steady state (chemistry); Open-loop controller; Hydrostatic equilibrium; PID controller; Engineering; Hydraulic cylinder; Control engineering; Computer science; Control (management); Closed loop; Physics; Artificial intelligence; Mechanical engineering","score_opus":0.003866706097803354,"score_gpt":0.23185301621389345,"score_spread":0.2279863101160901,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1965764771","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99326944,0.0007409854,0.0040316265,0.0002938154,0.00068472355,0.00021986994,0.0000056021277,0.000008315964,0.0007456361],"genre_scores_gemma":[0.99971354,0.000016195341,0.000090252484,0.000047372658,0.00009558546,0.000010960904,6.176556e-7,0.000012393781,0.000013078353],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998712,0.00009821768,0.00058868283,0.00008155126,0.00037306923,0.00014647492],"domain_scores_gemma":[0.9994231,0.00026502268,0.0001149702,0.00007935081,0.00007073616,0.000046860343],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009806392,0.00012218846,0.00034181584,0.00023212766,0.000010890143,0.00003557318,0.000285586,0.00003689328,0.0000051860848],"category_scores_gemma":[0.00010978545,0.000078945,0.00006986792,0.0001269894,0.000015805195,0.00013513712,0.000012695924,0.00015501656,0.00000441672],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015649248,0.00013414788,0.0026193557,0.0005386684,0.0008094103,0.0009295658,0.042026456,0.8481818,0.0873564,0.00072213553,0.001064965,0.014052197],"study_design_scores_gemma":[0.07958091,0.011565762,0.114764795,0.037745908,0.0004240418,0.020033086,0.013986803,0.5010076,0.20660165,0.0019435765,0.008762193,0.0035836603],"about_ca_topic_score_codex":0.00005508511,"about_ca_topic_score_gemma":0.000029972996,"teacher_disagreement_score":0.34717414,"about_ca_system_score_codex":0.00018995984,"about_ca_system_score_gemma":0.000024942254,"threshold_uncertainty_score":0.32192835},"labels":[],"label_agreement":null},{"id":"W1966765331","doi":"10.1243/0954407011528815","title":"Solenoid-operated diesel injectors for low-viscosity liquid and gaseous fuels","year":2001,"lang":"en","type":"article","venue":"Proceedings of the Institution of Mechanical Engineers Part D Journal of Automobile Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"Natural Resources Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Injector; Diesel fuel; Solenoid; Common rail; Fuel injection; Inertia; Nuclear engineering; Mechanics; Materials science; Mechanical engineering; Engineering; Automotive engineering; Physics","score_opus":0.007639457967324904,"score_gpt":0.1969812753570487,"score_spread":0.1893418173897238,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1966765331","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9467615,0.0006444204,0.05054448,0.00005143701,0.001343599,0.0003939944,0.000013966751,0.00010558735,0.00014101769],"genre_scores_gemma":[0.99819005,0.00027847767,0.0012524263,0.00000723954,0.00020179836,0.000019549427,8.6109713e-7,0.000035375942,0.000014197416],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983125,0.00000588475,0.00093705516,0.00012797686,0.00033063194,0.00028595387],"domain_scores_gemma":[0.99903744,0.00010611569,0.00027111717,0.000101870915,0.00033206958,0.00015140284],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007271176,0.00024983086,0.000585035,0.00019750487,0.000056808884,0.000021464404,0.00032734044,0.00015752138,0.000009051669],"category_scores_gemma":[0.0004536557,0.0001958525,0.00020860432,0.00034945144,0.000055694403,0.000308673,0.00005020284,0.00029560045,6.026331e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011617897,0.00006958818,0.000038421847,0.0014949989,0.0002715369,0.0000028953577,0.0004615934,0.6950582,0.29864725,0.0029904856,0.00038123067,0.00046757393],"study_design_scores_gemma":[0.0016441077,0.0007434109,0.00008110994,0.0023135769,0.00017884104,0.00044923532,0.00033559278,0.5369804,0.45273829,0.00009079363,0.00400421,0.00044044555],"about_ca_topic_score_codex":0.0000035141657,"about_ca_topic_score_gemma":3.8461258e-7,"teacher_disagreement_score":0.15807785,"about_ca_system_score_codex":0.00009205074,"about_ca_system_score_gemma":0.000044889395,"threshold_uncertainty_score":0.79866326},"labels":[],"label_agreement":null},{"id":"W1966962443","doi":"10.1016/j.triboint.2005.10.007","title":"Tribological study on hydrostatic slipper bearing with annular orifice damper for water hydraulic axial piston motor","year":2005,"lang":"en","type":"article","venue":"Tribology International","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":99,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Huazhong University of Science and Technology","keywords":"Hydrostatic equilibrium; Body orifice; Axial piston pump; Piston (optics); Materials science; Swash; Bearing (navigation); Mechanics; Cylinder; Piston pump; Mechanical engineering; Hydraulic pump; Engineering; Physics; Optics","score_opus":0.016838205502218415,"score_gpt":0.253203892589234,"score_spread":0.23636568708701555,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1966962443","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98271775,0.000020497002,0.0092056375,0.0007951343,0.0008527413,0.00083427416,0.000045139957,0.00022915144,0.0052996506],"genre_scores_gemma":[0.99712217,0.0000026498,0.0003717044,0.00028983402,0.0007220042,0.00031521937,0.00013155554,0.000045813093,0.0009990238],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99849755,0.00006441556,0.00042313986,0.0003285607,0.00029798795,0.0003883565],"domain_scores_gemma":[0.9993977,0.0001782934,0.000044702378,0.00022846839,0.000066723085,0.00008412374],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033901058,0.000253522,0.00033834396,0.00016987645,0.00008971345,0.00004012996,0.00030847557,0.00014449222,0.00040380354],"category_scores_gemma":[0.00004726228,0.00017395343,0.00008078036,0.00005241729,0.000055157692,0.00012804716,0.00002202524,0.00022151209,0.0004152631],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0069496683,0.0065683704,0.11911137,0.000406949,0.006595944,0.00048559674,0.047862917,0.56319773,0.18185179,0.006078424,0.043938454,0.016952781],"study_design_scores_gemma":[0.024762377,0.0071821287,0.042866386,0.00016924675,0.00030175986,0.000589153,0.0026307385,0.36483893,0.042928036,0.0005255104,0.51078165,0.0024240874],"about_ca_topic_score_codex":0.000013942048,"about_ca_topic_score_gemma":0.000014590569,"teacher_disagreement_score":0.4668432,"about_ca_system_score_codex":0.00015991644,"about_ca_system_score_gemma":0.000014066067,"threshold_uncertainty_score":0.70936155},"labels":[],"label_agreement":null},{"id":"W1967028238","doi":"10.1115/dscc2009-2665","title":"Hybrid Control of a Pneumatic Gantry Robot for Contour Tracking: Proportional Pressure Versus Proportional Flow Control","year":2009,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Control theory (sociology); Proportional control; Tracking (education); Compensation (psychology); PID controller; Robot; Offset (computer science); Pneumatic flow control; Controller (irrigation); Artificial neural network; Control engineering; Control system; Computer science; Control valves; Engineering; Control (management); Artificial intelligence; Temperature control; Mechanical engineering","score_opus":0.01458456125633589,"score_gpt":0.2324997630275754,"score_spread":0.21791520177123952,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1967028238","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.017635636,0.00080734974,0.97139543,0.0005889622,0.0009904309,0.0028235202,0.00028264694,0.0004419489,0.005034065],"genre_scores_gemma":[0.9969838,0.0000048624906,0.0020816184,0.000085456166,0.00028104056,0.00016400719,0.000051499177,0.00003061606,0.00031707154],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980948,0.000033945846,0.00086211466,0.00021821243,0.00042681413,0.00036411628],"domain_scores_gemma":[0.9989968,0.00023533766,0.00018381418,0.00023634183,0.00021869547,0.00012899091],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003737389,0.00025665792,0.0005999426,0.00007510296,0.00006426648,0.00003401683,0.00017247832,0.00010358945,0.00029509948],"category_scores_gemma":[0.00016494274,0.00021548106,0.00020497659,0.00006413978,0.00004112339,0.00016663782,0.0000035086764,0.000118948694,0.000017516057],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010508291,0.0004153945,0.0005562925,0.0014726565,0.0014912703,0.000018711242,0.0003677531,0.9380603,0.017943688,0.008387768,0.012133242,0.018102137],"study_design_scores_gemma":[0.00816321,0.0003614621,0.0020830352,0.0001265189,0.00020270393,0.00004485307,0.00004846162,0.9837861,0.0016747658,0.0006098991,0.0025805468,0.00031842102],"about_ca_topic_score_codex":0.000006768442,"about_ca_topic_score_gemma":0.0000035316752,"teacher_disagreement_score":0.9793482,"about_ca_system_score_codex":0.000038345082,"about_ca_system_score_gemma":0.00009359107,"threshold_uncertainty_score":0.8787063},"labels":[],"label_agreement":null},{"id":"W1969007827","doi":"10.3182/20120711-3-be-2027.00401","title":"Feedfoward and feedback adaptive controls for Continuously Variable Transmissions","year":2012,"lang":"en","type":"article","venue":"IFAC Proceedings Volumes","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Control theory (sociology); Feed forward; Nonlinear system; Pulley; Controller (irrigation); Regularization (linguistics); Adaptive control; Computer science; Feedback linearization; Variable (mathematics); Control engineering; Engineering; Mathematics; Artificial intelligence; Control (management)","score_opus":0.01276064779003341,"score_gpt":0.20825568920594428,"score_spread":0.19549504141591087,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1969007827","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.65251917,0.009871414,0.19330442,0.00057460304,0.0019784619,0.003923574,0.00018290382,0.0019295054,0.13571596],"genre_scores_gemma":[0.9900054,0.000041161053,0.0077978335,0.000057343746,0.00035148137,0.00021922908,0.0000037670636,0.000053164655,0.0014706384],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989025,0.000004566205,0.00028405408,0.00016334598,0.00013169307,0.0005138548],"domain_scores_gemma":[0.9994344,0.00010874355,0.000049411363,0.00006446882,0.0000932512,0.00024973007],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030475468,0.00021619754,0.0003742314,0.000056604327,0.000118842596,0.000078225145,0.00010784272,0.00013994607,0.000050243034],"category_scores_gemma":[0.00007402351,0.00019519139,0.00006266947,0.00011038075,0.000043602577,0.00039033295,0.000013462048,0.00010949761,0.000030575262],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005788657,0.0005543302,0.09110625,0.007970014,0.002846506,0.0000032263706,0.08761035,0.0012883994,0.19237514,0.10198309,0.35478508,0.15889876],"study_design_scores_gemma":[0.006094334,0.00047896514,0.011468994,0.0010145139,0.00045716474,0.00017101655,0.00937138,0.2917471,0.006709855,0.0035574923,0.66695195,0.0019772404],"about_ca_topic_score_codex":0.000023471024,"about_ca_topic_score_gemma":8.831073e-7,"teacher_disagreement_score":0.33748624,"about_ca_system_score_codex":0.000034208726,"about_ca_system_score_gemma":0.000013506837,"threshold_uncertainty_score":0.79596734},"labels":[],"label_agreement":null},{"id":"W1970478164","doi":"10.4271/2013-01-1729","title":"Calibrating an Adaptive Pivoting Vane Pump to Deliver a Stepped Pressure Profile","year":2013,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Chrysler (Canada)","funders":"","keywords":"Calibration; Computer science; Control theory (sociology); Materials science; Physics; Artificial intelligence","score_opus":0.01260642748095299,"score_gpt":0.2228548742973084,"score_spread":0.2102484468163554,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1970478164","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7952353,0.0005194935,0.00006183173,0.0015188283,0.0007561882,0.0058755483,0.0001624197,0.011186177,0.18468422],"genre_scores_gemma":[0.9878905,0.000031242274,0.008043573,0.0009816028,0.0003289947,0.0013857358,0.000044120272,0.00025298411,0.0010412596],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99499506,0.00024266189,0.0013669018,0.0011294006,0.0009580767,0.0013079017],"domain_scores_gemma":[0.9968737,0.00049385417,0.00017769345,0.0014541413,0.00015792728,0.00084272935],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005976656,0.00094569504,0.0011422168,0.00021636275,0.00036782856,0.00025134906,0.0011417432,0.00089015136,0.0018245761],"category_scores_gemma":[0.0004978919,0.00082176976,0.00030488137,0.00078381365,0.00030609567,0.0010774838,0.0003589405,0.0012356981,0.001032263],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007907058,0.00015687435,0.00010099224,0.00017087397,0.00010888135,0.000026191048,0.00027601956,0.0016454859,0.97868615,0.002133068,0.006702553,0.0099138515],"study_design_scores_gemma":[0.0009776104,0.0025894232,0.9543614,0.0010016502,0.00015958563,0.00015562506,0.00095061323,0.00013393007,0.00077705755,0.00047098525,0.036389235,0.0020329042],"about_ca_topic_score_codex":0.0002951607,"about_ca_topic_score_gemma":0.019329082,"teacher_disagreement_score":0.9779091,"about_ca_system_score_codex":0.00020892754,"about_ca_system_score_gemma":0.000053305575,"threshold_uncertainty_score":0.99974555},"labels":[],"label_agreement":null},{"id":"W1970517087","doi":"10.4271/2012-01-0409","title":"Internal Force Analysis of a Variable Displacement Vane Pump","year":2012,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Displacement (psychology); Variable (mathematics); Variable displacement pump; Computer science; Control theory (sociology); Mechanics; Physics; Mathematics; Artificial intelligence; Mathematical analysis; Control (management)","score_opus":0.009704840429891781,"score_gpt":0.234586860758004,"score_spread":0.22488202032811222,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1970517087","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7096444,0.0012626634,0.00027390895,0.00053472794,0.0010711232,0.0013895497,0.00019548961,0.0033001585,0.282328],"genre_scores_gemma":[0.99606454,0.00018084064,0.0018980792,0.00033442615,0.00016880625,0.00025027842,0.000066892106,0.000107421045,0.0009286954],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99597234,0.00012190327,0.0014198218,0.00055309484,0.00089415023,0.0010386918],"domain_scores_gemma":[0.99742687,0.0004976855,0.00021473071,0.0013136466,0.000070379036,0.00047669053],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009989802,0.0006552428,0.0013889683,0.0004003725,0.00013155158,0.00005180274,0.0008555618,0.00058535306,0.0016014389],"category_scores_gemma":[0.00030809458,0.0005538031,0.00061213644,0.0015482518,0.00035531918,0.000436632,0.00025554947,0.0007174972,0.00011901959],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010286462,0.000300961,0.0017721426,0.0001880241,0.00095538015,0.0000070310343,0.00012455293,0.00214129,0.9797688,0.011315129,0.0022798986,0.0010439116],"study_design_scores_gemma":[0.00052241096,0.00043495392,0.9576168,0.00030366683,0.00094796903,0.000046767676,0.00016505645,0.000015670374,0.0003045891,0.00031045626,0.038627446,0.0007041869],"about_ca_topic_score_codex":0.000119533535,"about_ca_topic_score_gemma":0.011231819,"teacher_disagreement_score":0.97946423,"about_ca_system_score_codex":0.00031901296,"about_ca_system_score_gemma":0.000034267276,"threshold_uncertainty_score":0.99969137},"labels":[],"label_agreement":null},{"id":"W1971077074","doi":"10.1080/14399776.2002.10781145","title":"Implementation of Single Feedback Control Loop for Constant Power Regulated Swash Plate Axial Piston Pumps","year":2002,"lang":"en","type":"article","venue":"International Journal of Fluid Power","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Swash; Constant (computer programming); Piston (optics); Axial piston pump; Piston pump; Power (physics); Control theory (sociology); Loop (graph theory); Engineering; Mechanical engineering; Fluid power; Control (management); Computer science; Physics; Mathematics; Hydraulic pump; Thermodynamics; Optics","score_opus":0.01335082128883224,"score_gpt":0.24640034767081573,"score_spread":0.23304952638198348,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1971077074","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9504906,0.0005303407,0.036114972,0.0005391776,0.0041306214,0.0003310456,0.00019488405,0.000038589485,0.0076298015],"genre_scores_gemma":[0.9992322,0.000025446012,0.00029434334,0.00007860297,0.00018155007,0.0000036943827,0.00000841885,0.000025413847,0.00015034672],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99837726,0.000028929639,0.0008931416,0.00008124336,0.00045519788,0.00016424131],"domain_scores_gemma":[0.99895537,0.00013178782,0.00032556534,0.00009368871,0.00041901923,0.00007454803],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00028651496,0.00013684513,0.0002878722,0.00018305898,0.000020828,0.000040238658,0.00023591486,0.00007158248,0.0020373417],"category_scores_gemma":[0.000039688064,0.00012464644,0.00017367594,0.0000508166,0.000037073565,0.00020070907,0.000007748588,0.000086873406,0.000029863824],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00061333814,0.00037857497,0.0026119512,0.00010734282,0.0031397867,0.000107765765,0.0060902815,0.018374536,0.86394125,0.0015810381,0.0955265,0.0075276387],"study_design_scores_gemma":[0.07063897,0.00540073,0.014376661,0.0023853169,0.0006523637,0.0041485587,0.0066968724,0.21014844,0.43384618,0.0017958125,0.24714011,0.0027700092],"about_ca_topic_score_codex":0.000010798762,"about_ca_topic_score_gemma":0.0000040332793,"teacher_disagreement_score":0.43009508,"about_ca_system_score_codex":0.0001509065,"about_ca_system_score_gemma":0.000021585207,"threshold_uncertainty_score":0.9988749},"labels":[],"label_agreement":null},{"id":"W1971475819","doi":"10.1016/j.jsv.2013.05.009","title":"Corrigendum to “Nonlinear damping calculation in cylindrical gear dynamic modeling” [J. Sound Vib. 331/9 (2012) 2110–2128]","year":2013,"lang":"en","type":"erratum","venue":"Journal of Sound and Vibration","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke; École de Technologie Supérieure","funders":"","keywords":"Nonlinear system; Acoustics; Physics; Sound (geography); Engineering","score_opus":0.02316244285982209,"score_gpt":0.2547151187978494,"score_spread":0.23155267593802734,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1971475819","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.117311954,0.0035420968,0.8454585,0.00026238864,0.029530235,0.00063963357,0.000025547295,0.00007700818,0.0031526152],"genre_scores_gemma":[0.9840181,0.001001901,0.0037572163,0.00016116779,0.0047504785,0.000015049434,0.00023701297,0.00015551386,0.005903572],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976981,0.00007724162,0.0012181372,0.00021378341,0.00047566727,0.00031704997],"domain_scores_gemma":[0.99905163,0.000042684085,0.00032972693,0.00019095968,0.00017012472,0.00021484928],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00048268624,0.00033743063,0.0006732518,0.0004948204,0.00009094588,0.00025656988,0.00017204582,0.00057559763,0.00005975332],"category_scores_gemma":[0.00007553868,0.00030649843,0.00012861246,0.0002315116,0.00001876174,0.00062282506,0.000030434407,0.00090390083,0.00005098019],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007071327,0.00013117322,0.000485721,0.0015314406,0.00034888333,0.000060136106,0.0064523662,0.830142,0.0011522528,0.00015074502,0.14988619,0.009588333],"study_design_scores_gemma":[0.00036188532,0.000099295125,0.00046071212,0.00058904226,0.00004769287,0.00010355591,0.00023034672,0.98768836,0.0000029444845,0.00085687987,0.009228721,0.00033058162],"about_ca_topic_score_codex":0.000051666564,"about_ca_topic_score_gemma":0.00016121803,"teacher_disagreement_score":0.86670613,"about_ca_system_score_codex":0.00026281667,"about_ca_system_score_gemma":0.0001002263,"threshold_uncertainty_score":0.9999387},"labels":[],"label_agreement":null},{"id":"W1972937834","doi":"10.1109/cca.2014.6981487","title":"Robust H&lt;inf&gt;&amp;#x221E;&lt;/inf&gt; force control of a solenoid actuator using experimental data and finite element method","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Actuator; Solenoid; Control theory (sociology); Finite element method; Controller (irrigation); System identification; Robust control; Computer science; Control system; Control engineering; Engineering; Mechanical engineering; Data modeling; Electrical engineering; Control (management); Artificial intelligence; Structural engineering","score_opus":0.04976747785221258,"score_gpt":0.281573254630648,"score_spread":0.2318057767784354,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1972937834","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.064125106,0.0006673176,0.92951596,0.000031174284,0.00030108893,0.00048133553,0.00009235339,0.00015499024,0.0046306485],"genre_scores_gemma":[0.92905474,0.000023644252,0.070256606,0.000106901316,0.00018454969,0.000026625341,0.000048030248,0.00006165201,0.00023724698],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99798137,0.00013771174,0.0007205521,0.00038130872,0.00034421295,0.00043482674],"domain_scores_gemma":[0.99823517,0.0004580958,0.00013877108,0.0009345262,0.000042436273,0.00019101286],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0010079109,0.00033401587,0.00062987447,0.00010671077,0.000086078966,0.000067108645,0.00040076015,0.00013248726,0.00038214924],"category_scores_gemma":[0.00011469503,0.0002954615,0.00007203343,0.00011360879,0.000046170746,0.00026272604,0.00017701801,0.00011100674,0.000032987708],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008084926,0.0001783909,0.00047743905,0.00095084554,0.00090245984,0.0000040870655,0.005169439,0.23256436,0.7415984,0.0023115159,0.0046963017,0.011065856],"study_design_scores_gemma":[0.0015046144,0.00007099491,0.000026903608,0.00011286538,0.0000764976,0.000021814905,0.00035477342,0.96076006,0.008134064,0.000031162865,0.028556777,0.0003494684],"about_ca_topic_score_codex":0.00008096908,"about_ca_topic_score_gemma":0.000055944212,"teacher_disagreement_score":0.8649296,"about_ca_system_score_codex":0.000066296176,"about_ca_system_score_gemma":0.000028295253,"threshold_uncertainty_score":0.99994975},"labels":[],"label_agreement":null},{"id":"W1974525514","doi":"10.1115/imece2006-14190","title":"Design and Control of the Angular Acceleration of a Hydraulic Rotary Actuator to Simulate a Flexible Joint Robot","year":2006,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Actuator; Control theory (sociology); Acceleration; Hydraulic machinery; Rotary actuator; Engineering; Electrohydraulic servo valve; Hydraulic cylinder; Servomotor; Plant; Servo; Control engineering; Computer science; Mechanical engineering; Physics; Artificial intelligence","score_opus":0.013670193980395488,"score_gpt":0.1945411842223747,"score_spread":0.18087099024197922,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1974525514","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30708092,0.00013662102,0.69059426,0.00008563168,0.00006289361,0.00057607546,0.0000020726761,0.00005425454,0.0014072779],"genre_scores_gemma":[0.99734,0.000002154227,0.0023861802,0.000066250046,0.000032267115,0.000019453031,8.07364e-7,0.000014373097,0.00013846502],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999316,0.000043508633,0.00031737122,0.00008140915,0.00012707604,0.00011465585],"domain_scores_gemma":[0.9996295,0.00007320961,0.0000444671,0.00018897971,0.000029534123,0.000034304598],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018456782,0.00009709262,0.000227002,0.000046549503,0.00002209039,0.000011572666,0.00007241017,0.000047175403,0.000042619235],"category_scores_gemma":[0.000015504971,0.000066100656,0.00004122812,0.00012251969,0.000015073567,0.00005470164,0.000013060937,0.000035886453,0.0000057863226],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000067800247,0.000010647745,0.00012938214,0.000068296744,0.000025656645,2.9664335e-7,0.00036332197,0.8077131,0.1906828,0.000068428606,0.00029236122,0.00063895853],"study_design_scores_gemma":[0.00053112017,0.00004913926,0.0037734865,0.00006796813,0.000022407521,0.000003743306,0.000046538735,0.8153002,0.17972237,0.00019727809,0.00018341176,0.00010228314],"about_ca_topic_score_codex":0.0002608848,"about_ca_topic_score_gemma":0.000011950784,"teacher_disagreement_score":0.69025916,"about_ca_system_score_codex":0.000015076347,"about_ca_system_score_gemma":0.000012268238,"threshold_uncertainty_score":0.26955065},"labels":[],"label_agreement":null},{"id":"W1975758184","doi":"10.1115/imece2006-15711","title":"Flow Field in the Vicinity of a High-Pressure-Drop Ball Valve","year":2006,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Ball valve; Gate valve; Mechanics; Pressure drop; Back pressure; Butterfly valve; Piping; Flow coefficient; Globe valve; Combustor; Flow (mathematics); Materials science; Control valves; Mechanical engineering; Engineering; Combustion; Physics; Chemistry","score_opus":0.005356625686461009,"score_gpt":0.1880339093072679,"score_spread":0.1826772836208069,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1975758184","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49710256,0.0004921746,0.047600668,0.00034712398,0.00048607198,0.00033938306,0.000007799509,0.00016826925,0.45345592],"genre_scores_gemma":[0.9992469,0.0000033532995,0.0003023275,0.0000811245,0.000069669964,0.000008216885,0.000002063953,0.000006456995,0.00027990527],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995012,0.000031767846,0.00019850489,0.000053295436,0.000110553934,0.00010467888],"domain_scores_gemma":[0.9996074,0.0001675152,0.000014074974,0.00019099729,0.000009115692,0.0000109165485],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001714434,0.00006556515,0.00013274621,0.000027184935,0.000009739874,0.000007893488,0.00013595654,0.00005251537,0.00022512552],"category_scores_gemma":[0.000014826644,0.000042340806,0.00004220091,0.00009611082,0.0000070957944,0.00002662084,0.00000832766,0.000072794806,0.000029140667],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001276002,0.00017689807,0.014057366,0.00096848566,0.0001704472,0.000018972632,0.0053828955,0.8339391,0.0028958234,0.012893721,0.12119166,0.008291879],"study_design_scores_gemma":[0.00082317565,0.000080480626,0.053253587,0.00011506541,0.000053898417,0.000016510616,0.00061322364,0.9150701,0.0058596707,0.0027026306,0.02107431,0.00033732643],"about_ca_topic_score_codex":0.0036355348,"about_ca_topic_score_gemma":0.00071120315,"teacher_disagreement_score":0.50214434,"about_ca_system_score_codex":0.0000048593997,"about_ca_system_score_gemma":0.000003886802,"threshold_uncertainty_score":0.54958653},"labels":[],"label_agreement":null},{"id":"W1975857459","doi":"10.1115/1.3212088","title":"Mechanical Issues Inherent in Antagonistically Actuated Systems","year":2009,"lang":"en","type":"article","venue":"Journal of Mechanisms and Robotics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Neptec Design Group (Canada); Innovation, Science and Economic Development Canada; Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Stiffness; Actuator; Structural engineering; Control theory (sociology); Displacement (psychology); Softening; Nonlinear system; Hardening (computing); Computer science; Mechanical engineering; Engineering; Materials science; Physics; Control (management)","score_opus":0.012995885471801163,"score_gpt":0.23659090616863573,"score_spread":0.22359502069683457,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1975857459","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.021156384,0.0031479783,0.9714329,0.00087653805,0.0023161161,0.00027167125,0.0000034250031,0.00007583057,0.0007191413],"genre_scores_gemma":[0.9812705,0.00077495934,0.017689034,0.000045284607,0.00016253028,6.387696e-7,6.8218486e-7,0.000014419673,0.000041942156],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988268,0.00004139367,0.00062618527,0.00007083949,0.0002423737,0.00019242759],"domain_scores_gemma":[0.999563,0.000048900718,0.00010210694,0.000091658825,0.00005758623,0.0001367597],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043260335,0.0001375208,0.00040996211,0.0001082062,0.000026204234,0.000059961472,0.000113144255,0.00012891216,0.000010716985],"category_scores_gemma":[0.000036015488,0.000103693244,0.000047814105,0.00009546216,0.000008294871,0.00007706228,0.000009991378,0.00023093597,0.0000048195707],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030387804,0.00012324324,0.000021744087,0.00017277575,0.00008639245,0.00029639318,0.00053087453,0.88433635,0.023787579,0.08285543,0.0009998088,0.0067590307],"study_design_scores_gemma":[0.001398004,0.0009831103,0.0004568986,0.00087707094,0.00007617962,0.00112775,0.0006908563,0.9781907,0.0010078708,0.013542658,0.0012534023,0.0003954738],"about_ca_topic_score_codex":0.0000058512974,"about_ca_topic_score_gemma":0.0000026467685,"teacher_disagreement_score":0.9601141,"about_ca_system_score_codex":0.000045784986,"about_ca_system_score_gemma":0.000018748508,"threshold_uncertainty_score":0.42284876},"labels":[],"label_agreement":null},{"id":"W1975981200","doi":"10.1115/imece2005-80484","title":"Roll Plane Analysis of Interconnected Hydro-Pneumatic Suspension Struts","year":2005,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Suspension (topology); Stiffness; Parametric statistics; Structural engineering; Compressibility; Bar (unit); Engineering; Mechanical engineering; Physics; Aerospace engineering","score_opus":0.008944937712778109,"score_gpt":0.20911074029966437,"score_spread":0.20016580258688627,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1975981200","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9342984,0.00006656726,0.0063529853,0.000052369167,0.00011884231,0.00010895912,0.0000067368046,0.00023571007,0.058759462],"genre_scores_gemma":[0.9991289,0.000014637493,0.000421996,0.000027954924,0.000031813783,0.000003894439,0.000030373205,0.000015127709,0.0003253466],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991045,0.000026689471,0.0004451231,0.0001065663,0.00015792526,0.00015917538],"domain_scores_gemma":[0.9994636,0.0001274506,0.000046753154,0.00027417095,0.000024188625,0.00006382723],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00013033721,0.00012369348,0.00041560872,0.00029008364,0.000014299609,0.000011605281,0.0001183375,0.000066380126,0.0017527849],"category_scores_gemma":[0.000023575656,0.000103106504,0.000105343104,0.00051153253,0.000011847237,0.000076187054,0.00001497406,0.0000602789,0.00016894181],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001200541,0.00006765049,0.0032252467,0.00027699696,0.0030273823,0.0000063222783,0.003448071,0.94494104,0.03112158,0.0006887424,0.004951732,0.008233221],"study_design_scores_gemma":[0.00021220253,0.000019481464,0.0029377968,0.000046852805,0.00025906187,0.0000052814844,0.00018653332,0.98875135,0.0066248584,0.000023734667,0.0007925434,0.00014029314],"about_ca_topic_score_codex":0.00010214007,"about_ca_topic_score_gemma":0.0005465104,"teacher_disagreement_score":0.06483049,"about_ca_system_score_codex":0.000034267217,"about_ca_system_score_gemma":0.0000046866917,"threshold_uncertainty_score":0.99915975},"labels":[],"label_agreement":null},{"id":"W1976879887","doi":"10.1115/detc2013-13182","title":"A Cogging Torque Assisted Motor Driven Valve Actuation System for Internal Combustion Engines","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Robustness (evolution); Automotive engineering; Torque; Automotive industry; Internal combustion engine; Efficient energy use; Combustion; Cogging torque; Mechanical engineering; Computer science; Engineering; Control engineering; Electrical engineering; Aerospace engineering; Magnet","score_opus":0.012479215074207059,"score_gpt":0.21209817207655257,"score_spread":0.1996189570023455,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1976879887","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2767272,0.00003701359,0.7155881,0.000039933304,0.0011353844,0.0008482851,0.0000069229086,0.0007127823,0.0049043517],"genre_scores_gemma":[0.99658215,0.0000019219938,0.0022498223,0.0000116982055,0.00022610524,0.00032344705,0.000023229368,0.000029373017,0.0005522536],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99930537,0.000017045428,0.0002868816,0.00010706135,0.00011163996,0.00017201381],"domain_scores_gemma":[0.9995488,0.00013130167,0.000044078904,0.00012961778,0.000080092046,0.000066123735],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011538122,0.0001289285,0.00018393689,0.000072358314,0.000042069325,0.00007552957,0.000093167604,0.000079958285,0.00008746407],"category_scores_gemma":[0.00003208159,0.000110760935,0.00009607627,0.000056723504,0.0000067672913,0.00018057141,0.000009131303,0.00005194854,0.00016882717],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000052199317,0.00016571998,0.0054331054,0.011614982,0.0021786576,0.0000070769756,0.007952041,0.30064353,0.4092424,0.0072308173,0.07696598,0.1785135],"study_design_scores_gemma":[0.00037698427,0.00003751372,0.0026950953,0.00028490537,0.000025029827,0.000017763683,0.00062824116,0.99285376,0.002080611,0.00001640569,0.0008225628,0.00016113083],"about_ca_topic_score_codex":0.00016868411,"about_ca_topic_score_gemma":0.000013491068,"teacher_disagreement_score":0.71985495,"about_ca_system_score_codex":0.00014154008,"about_ca_system_score_gemma":0.0000075597163,"threshold_uncertainty_score":0.45166996},"labels":[],"label_agreement":null},{"id":"W1977838576","doi":"10.1115/dscc2009-2635","title":"Internal Leakage Diagnosis in Hydraulic Actuators Using Wavelet Transforms","year":2009,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Actuator; Leakage (economics); Root mean square; Wavelet transform; Control theory (sociology); Wavelet; Acoustics; Hydraulic cylinder; Fault detection and isolation; Discrete wavelet transform; Computer science; Materials science; Engineering; Mechanical engineering; Artificial intelligence; Physics; Electrical engineering","score_opus":0.013981719237722021,"score_gpt":0.22844899774546698,"score_spread":0.21446727850774497,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1977838576","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8810608,0.00009631937,0.07987624,0.00012388121,0.00025131498,0.00017953751,0.000001846375,0.00022681529,0.038183257],"genre_scores_gemma":[0.99892193,0.00005595092,0.000658524,0.00017736203,0.00007474524,0.000010117461,0.0000019713013,0.000019932622,0.00007943732],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99910873,0.000014324993,0.0003315232,0.00012313288,0.00013688598,0.00028537255],"domain_scores_gemma":[0.9997125,0.00004014684,0.000015480662,0.00014290889,0.000006125226,0.00008282184],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013214769,0.00016048935,0.0002321269,0.00013218296,0.000020170108,0.000031554882,0.00013700883,0.00008599199,0.00018903571],"category_scores_gemma":[0.000009654551,0.00013298618,0.00006716026,0.0001901961,0.000010043697,0.0001667587,0.000004427343,0.00013829043,0.00007079466],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021770073,0.00023693735,0.01965039,0.00032763806,0.00015336962,0.00020881055,0.015199838,0.08918436,0.00523384,0.0018483801,0.004960663,0.862974],"study_design_scores_gemma":[0.0014087327,0.00013281935,0.016548945,0.00053215923,0.000025013318,0.000108863765,0.00082522293,0.95117795,0.015273218,0.0014498781,0.0115964115,0.0009207941],"about_ca_topic_score_codex":0.0002748874,"about_ca_topic_score_gemma":0.000108704764,"teacher_disagreement_score":0.8620532,"about_ca_system_score_codex":0.00010087124,"about_ca_system_score_gemma":0.0000083749,"threshold_uncertainty_score":0.54230195},"labels":[],"label_agreement":null},{"id":"W1978312156","doi":"10.1115/imece2007-41474","title":"Position Tracking Control of Miniature Low Pressure Water Hydraulic Cylinders","year":2007,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Hydraulic cylinder; Actuator; Pneumatic cylinder; Control valves; Hydraulic machinery; Control theory (sociology); Pneumatic actuator; Lift (data mining); Electrohydraulic servo valve; Solenoid valve; Solenoid; Engineering; Mechanical engineering; Cylinder; Computer science; Electrical engineering","score_opus":0.005390665675134264,"score_gpt":0.1982552410219815,"score_spread":0.19286457534684723,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1978312156","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.47998747,0.00077970524,0.4003818,0.00026712412,0.0010002863,0.0006235061,0.000013714384,0.0005114739,0.116434924],"genre_scores_gemma":[0.99928105,0.0000033866663,0.00014079282,0.00011294549,0.00012593526,0.000003697109,0.000009818007,0.000022388009,0.00029996585],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99916714,0.000015697296,0.00030824533,0.0000951479,0.00016302393,0.00025072324],"domain_scores_gemma":[0.9996683,0.000057409397,0.000024923238,0.00015483146,0.000033019034,0.000061524595],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028262698,0.00012024485,0.0002059026,0.000064126536,0.000022479977,0.000014028182,0.000086768574,0.00015069231,0.00016644414],"category_scores_gemma":[0.0000064209576,0.0000854714,0.000067142864,0.00005634816,0.000015689438,0.000092300834,0.000004649564,0.00010437685,0.00004337075],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001296555,0.00016354186,0.0033029972,0.0026491922,0.0011322768,0.00006363057,0.014680292,0.2852022,0.66171265,0.00095269544,0.0064662336,0.023544611],"study_design_scores_gemma":[0.003590245,0.00013725007,0.011384497,0.00046785385,0.0002361711,0.000113053284,0.0015838312,0.2764157,0.68326974,0.00020251417,0.021721613,0.00087752996],"about_ca_topic_score_codex":0.000021670801,"about_ca_topic_score_gemma":0.000014801686,"teacher_disagreement_score":0.5192936,"about_ca_system_score_codex":0.000014322388,"about_ca_system_score_gemma":0.000003574027,"threshold_uncertainty_score":0.34854227},"labels":[],"label_agreement":null},{"id":"W1979574149","doi":"10.1115/pvp2013-97692","title":"Acoustic Resonance of a Steam Line Gate Valve","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Piping; Acoustics; Duct (anatomy); Amplitude; Rotational symmetry; Mechanics; Vibration; Turbulence; Materials science; Electrical engineering; Engineering; Physics; Mechanical engineering; Optics","score_opus":0.008868868278454062,"score_gpt":0.19617753339392646,"score_spread":0.1873086651154724,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1979574149","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7591855,0.0018283329,0.07129145,0.000063558415,0.00052333344,0.00044442152,0.000005807983,0.00043306933,0.16622454],"genre_scores_gemma":[0.9970532,0.000041296713,0.00048511376,0.00002378401,0.000050130675,0.0000201828,9.426932e-7,0.000013492891,0.0023118677],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99953514,0.000008097916,0.00019750073,0.000055659217,0.00008548213,0.00011813637],"domain_scores_gemma":[0.99970704,0.00004789294,0.000017122338,0.00016047883,0.000027121578,0.00004034406],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000060015645,0.00006717168,0.0001379981,0.000023095146,0.000007814285,0.0000062480144,0.000074424956,0.00003686352,0.0006041231],"category_scores_gemma":[0.000016554895,0.000053184816,0.000040318,0.000071964714,0.000011236716,0.000048792575,0.000009092709,0.000040749757,0.0004958041],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000055823916,0.00010458055,0.0015341088,0.0021350456,0.00029023472,0.0000064105625,0.0038671836,0.6510338,0.093423784,0.0010141036,0.12880597,0.11777919],"study_design_scores_gemma":[0.0002980469,0.000046552297,0.0038529984,0.00016855488,0.000014467201,0.000008853707,0.00029487017,0.98349214,0.004378875,0.00023597566,0.007014991,0.00019365532],"about_ca_topic_score_codex":0.0001308029,"about_ca_topic_score_gemma":0.000010837216,"teacher_disagreement_score":0.33245835,"about_ca_system_score_codex":0.0000102151425,"about_ca_system_score_gemma":0.0000048714205,"threshold_uncertainty_score":0.66147244},"labels":[],"label_agreement":null},{"id":"W1980057809","doi":"10.1115/ices2012-81173","title":"A Robust Variable Valve Actuation System With Energy Recovery Mechanism","year":2012,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Robustness (evolution); Ball screw; Automotive engineering; Hydraulic machinery; Energy consumption; Control theory (sociology); Actuator; Energy recovery; Crankshaft; Computer science; Valve actuator; Engineering; Energy (signal processing); Mechanical engineering","score_opus":0.012671917343523034,"score_gpt":0.1619209869474238,"score_spread":0.14924906960390077,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1980057809","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0035168673,0.00008971336,0.82911325,0.0000037635039,0.000597287,0.00007732247,0.0000017483281,0.00041895127,0.16618112],"genre_scores_gemma":[0.99279475,0.0000070239676,0.005489305,0.0000275148,0.00022812265,0.000046828412,0.00000931323,0.000032707136,0.0013644312],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993383,0.000020014751,0.00016847055,0.000080067024,0.00014457288,0.00024852555],"domain_scores_gemma":[0.999626,0.000048215174,0.000027942631,0.00018499047,0.000020912208,0.00009193959],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021077745,0.0001203922,0.0001574242,0.00004744679,0.0000352511,0.000026761556,0.000062610496,0.00007931984,0.00016983548],"category_scores_gemma":[0.0000048663733,0.00009052939,0.000032793683,0.00012162059,0.0000033660428,0.00023597614,0.000008026909,0.000040411494,0.00012409505],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015690053,0.000057432942,0.00019413514,0.0009701868,0.00065001874,0.0000033871097,0.0015455837,0.49278623,0.004453203,0.48574767,0.008851562,0.004724892],"study_design_scores_gemma":[0.0007145013,0.00011153912,0.00014847456,0.0005215235,0.00012437595,0.00026515438,0.0021177789,0.972518,0.0067089093,0.00037636881,0.015613665,0.0007796738],"about_ca_topic_score_codex":0.00025698723,"about_ca_topic_score_gemma":0.00001561621,"teacher_disagreement_score":0.9892779,"about_ca_system_score_codex":0.00010619208,"about_ca_system_score_gemma":0.000012536291,"threshold_uncertainty_score":0.36916813},"labels":[],"label_agreement":null},{"id":"W1980256762","doi":"10.1080/13895260412331315553","title":"Parametric Simulation of Shovel-Oil Sands Interactions During Excavation","year":2004,"lang":"en","type":"article","venue":"International Journal of Surface Mining Reclamation and Environment","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Shovel; Oil sands; Excavation; Parametric statistics; Geology; Petroleum engineering; Geotechnical engineering; Mining engineering; Archaeology; Geography; Mathematics; Statistics","score_opus":0.014918876472537364,"score_gpt":0.23563559865947367,"score_spread":0.2207167221869363,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1980256762","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96499795,0.00016309164,0.033556517,0.0001619937,0.00060642144,0.00002838217,0.0000033723227,0.000013264523,0.00046903346],"genre_scores_gemma":[0.99677676,0.00047523683,0.0025870788,0.0000065903832,0.00008251739,0.0000010889628,0.000005348175,0.000010832991,0.000054556796],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989543,0.000017589053,0.00055195723,0.0000636085,0.000343152,0.000069376176],"domain_scores_gemma":[0.99945116,0.00012539317,0.00026857748,0.000058950824,0.000051450803,0.000044443845],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000207747,0.00008772176,0.00014632184,0.00018828468,0.000027020935,0.000026737316,0.00008290161,0.00004069085,0.00007196534],"category_scores_gemma":[0.00005708508,0.00008459927,0.000048474507,0.00007390493,0.000020937203,0.00028387707,0.000014234877,0.00008486712,0.0000069436815],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015971144,0.00002714493,0.0019470667,0.000027986682,0.000080505255,0.0000022499892,0.0016982518,0.9774506,0.010380697,0.000018714321,0.0000078628045,0.00834294],"study_design_scores_gemma":[0.005980499,0.00024646503,0.121580414,0.0018369101,0.00013329918,0.00043039574,0.0044801785,0.81207716,0.047961738,0.00055348274,0.0040454683,0.0006739957],"about_ca_topic_score_codex":0.000005654526,"about_ca_topic_score_gemma":9.3651295e-7,"teacher_disagreement_score":0.16537346,"about_ca_system_score_codex":0.00020298875,"about_ca_system_score_gemma":0.000009673565,"threshold_uncertainty_score":0.3449858},"labels":[],"label_agreement":null},{"id":"W1980432853","doi":"10.1504/ijmic.2008.023514","title":"Identification of the GMS friction model based on a robust adaptive observer","year":2008,"lang":"en","type":"article","venue":"International Journal of Modelling Identification and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Bounded function; Control theory (sociology); Observer (physics); Slip (aerodynamics); Mathematics; Identification (biology); Uniform boundedness; Approximation error; Applied mathematics; Computer science; Mathematical analysis; Physics; Artificial intelligence; Control (management)","score_opus":0.03144000893768927,"score_gpt":0.21357727050578218,"score_spread":0.1821372615680929,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1980432853","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18325117,0.000101181206,0.8154576,0.00024357521,0.00070481334,0.000101642625,0.000013642892,0.000013052962,0.0001133394],"genre_scores_gemma":[0.99927485,0.00009816407,0.00029949687,0.000051471266,0.000102429374,0.000007484017,0.0000022065544,0.000011956826,0.00015193396],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985945,0.000039231374,0.00070815516,0.000087431814,0.000503411,0.00006724813],"domain_scores_gemma":[0.9988267,0.00007711614,0.00043698496,0.00014324771,0.00047916753,0.000036771504],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039163747,0.00008980277,0.00014884186,0.0001387932,0.00006371568,0.00003426035,0.0002529693,0.000053185126,0.0000054524394],"category_scores_gemma":[0.000035943463,0.00007028487,0.000113165384,0.0000774724,0.00003755463,0.0001806978,0.00000540191,0.00012656594,0.0000040816417],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000045458328,0.00003498581,0.00022500016,0.000008633892,0.00007054067,8.936736e-7,0.00037486714,0.9887463,0.00953414,0.00039850088,0.00013307125,0.00042760128],"study_design_scores_gemma":[0.0006440303,0.000013638327,0.0014502294,0.000076808545,0.000029405324,0.000021420763,0.00005038597,0.9948595,0.002416344,0.00034218674,0.000035580622,0.000060434544],"about_ca_topic_score_codex":0.000009073253,"about_ca_topic_score_gemma":0.0000013907852,"teacher_disagreement_score":0.8160237,"about_ca_system_score_codex":0.00006742065,"about_ca_system_score_gemma":0.000040021907,"threshold_uncertainty_score":0.28661337},"labels":[],"label_agreement":null},{"id":"W1980553723","doi":"10.1115/1.2936382","title":"Inner-Loop Control for Electromechanical (EMA) Flight Surface Actuation Systems","year":2008,"lang":"en","type":"article","venue":"Journal of Dynamic Systems Measurement and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Aileron; Inner loop; Actuator; Control theory (sociology); Flight control surfaces; Control system; Modular design; Engineering; Rudder; Control engineering; Computer science; Aerospace engineering; Control (management); Controller (irrigation); Aerodynamics","score_opus":0.017128510462617947,"score_gpt":0.20128601579433286,"score_spread":0.1841575053317149,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1980553723","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2513936,0.018866979,0.72394276,0.00017518028,0.0036038684,0.0016884339,0.000024697138,0.00009805778,0.0002064659],"genre_scores_gemma":[0.9989719,0.00023044343,0.000048892383,0.000022235925,0.00047075344,0.00006349263,0.0000023547216,0.000050187657,0.00013978983],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9969136,0.00019433342,0.0013495022,0.00017732425,0.00095020595,0.00041504783],"domain_scores_gemma":[0.9981097,0.00025744978,0.00053385354,0.00020567233,0.0006809331,0.00021236548],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0025536746,0.00030879496,0.0010271019,0.00015047466,0.00014626715,0.000092740964,0.00020168493,0.00019122014,0.0000033571237],"category_scores_gemma":[0.00015440535,0.00024602524,0.00020285936,0.00012291569,0.000025483889,0.00021784462,0.0000046101472,0.00021706296,0.0000065555705],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010984173,0.00033557884,0.0030653218,0.0038033344,0.0066373884,0.00012469923,0.0016912109,0.25626707,0.7122119,0.0013851009,0.009127052,0.004252905],"study_design_scores_gemma":[0.008679896,0.0005711122,0.00048196918,0.00066826673,0.00032004586,0.0010509222,0.0003258046,0.98476446,0.0001412384,0.0000276238,0.002590429,0.0003782421],"about_ca_topic_score_codex":0.000023580922,"about_ca_topic_score_gemma":0.000008129632,"teacher_disagreement_score":0.74757826,"about_ca_system_score_codex":0.0003882833,"about_ca_system_score_gemma":0.000117359894,"threshold_uncertainty_score":0.9999992},"labels":[],"label_agreement":null},{"id":"W1983291619","doi":"10.1115/1.1636777","title":"A Combined Scheme for Identification and Robust Torque Control of Hydraulic Actuators","year":2003,"lang":"en","type":"article","venue":"Journal of Dynamic Systems Measurement and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Space Agency","funders":"","keywords":"Control theory (sociology); Actuator; Controller (irrigation); Hydraulic cylinder; Torque; Rotary actuator; Control engineering; Engineering; Robotics; Robust control; Plant; Unobservable; Electro-hydraulic actuator; Computer science; Robot; Control system; Mathematics; Artificial intelligence; Control (management)","score_opus":0.013115292397830363,"score_gpt":0.1959165314945928,"score_spread":0.18280123909676244,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1983291619","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1790588,0.007861437,0.81046104,0.000091555456,0.0012066553,0.0010854491,0.0000147515775,0.00002559781,0.00019471627],"genre_scores_gemma":[0.99961597,0.00007560325,0.00013061124,0.000012449685,0.00006553756,0.000043109492,7.147934e-7,0.000023427512,0.00003260347],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981388,0.0001291971,0.0010178934,0.00010803749,0.00042322255,0.00018286887],"domain_scores_gemma":[0.9987019,0.00013941557,0.0005085599,0.00013936234,0.00039270963,0.00011806562],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022661597,0.00017637064,0.00063706376,0.00013815622,0.000050814353,0.000056445206,0.0000907362,0.00009501684,0.0000026440885],"category_scores_gemma":[0.00021127898,0.00014635222,0.00010435753,0.00007079756,0.000029864354,0.00013826127,0.0000022279244,0.00009151696,7.037577e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016871679,0.00074537535,0.05399969,0.015484331,0.012664985,0.000029031153,0.005620253,0.11019612,0.7559253,0.012150723,0.0030980268,0.028398992],"study_design_scores_gemma":[0.017613715,0.0005444151,0.0051717497,0.0011557144,0.0005589642,0.00017285316,0.0013089186,0.9707309,0.00051956094,0.0002172024,0.0015842075,0.00042177347],"about_ca_topic_score_codex":0.000009644997,"about_ca_topic_score_gemma":0.000005846944,"teacher_disagreement_score":0.8605348,"about_ca_system_score_codex":0.000105947984,"about_ca_system_score_gemma":0.000049673803,"threshold_uncertainty_score":0.59680706},"labels":[],"label_agreement":null},{"id":"W1983338973","doi":"10.2118/2000-036","title":"Horizontal Pumping System-High Pressure Injection Pipeline Booster in New High Intake Pressure Application","year":2000,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Booster (rocketry); Pipeline (software); Petroleum engineering; Pressure measurement; Materials science; Engineering; Mechanical engineering; Aerospace engineering","score_opus":0.007355413764258204,"score_gpt":0.19326257328745092,"score_spread":0.1859071595231927,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1983338973","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8052942,0.0006118449,0.032114398,0.0018397381,0.0039930213,0.0009195069,0.00054661505,0.0005830984,0.15409756],"genre_scores_gemma":[0.99090594,0.000019977564,0.00007079156,0.00006926267,0.00061529875,0.0000755012,0.00018608771,0.000034509,0.00802264],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99859333,0.000039600196,0.00044923235,0.0003071996,0.00027729917,0.00033332818],"domain_scores_gemma":[0.99926776,0.000029783003,0.000058062786,0.00026541398,0.000078295954,0.0003007071],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00013896872,0.0002236701,0.00025014085,0.000298372,0.0000549101,0.00013784155,0.0003942527,0.00017772343,0.0014305635],"category_scores_gemma":[0.00001688739,0.00025073873,0.000044712742,0.00014434362,0.000021939772,0.00027648368,0.00001299522,0.00026320163,0.0003333426],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006737588,0.00003394146,0.009289109,0.00046128727,0.00035796667,0.000051383675,0.0014721903,0.899243,0.0008798337,0.027228793,0.014392454,0.046522696],"study_design_scores_gemma":[0.0007141329,0.000033018307,0.010844963,0.00034774092,0.000034071407,0.000083605766,0.000177415,0.7278944,0.00015135907,0.00016194551,0.25917208,0.00038521632],"about_ca_topic_score_codex":0.21759596,"about_ca_topic_score_gemma":0.19995102,"teacher_disagreement_score":0.24477965,"about_ca_system_score_codex":0.00039195298,"about_ca_system_score_gemma":0.00028190587,"threshold_uncertainty_score":0.99999446},"labels":[],"label_agreement":null},{"id":"W1983929426","doi":"10.4271/2013-01-2496","title":"Electromechanical Clutch Actuator: Design, Analysis and Experiments","year":2013,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Clutch; Actuator; Computer science; Control theory (sociology); Control engineering; Engineering; Mechanical engineering; Control (management); Artificial intelligence","score_opus":0.012506898114859931,"score_gpt":0.2326891874928048,"score_spread":0.22018228937794485,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1983929426","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9185717,0.0017604148,0.0004858907,0.0024084947,0.0004961544,0.0037806125,0.000046915546,0.008998108,0.06345169],"genre_scores_gemma":[0.99093825,0.0004480581,0.006454887,0.0007010521,0.00012653496,0.0008664113,0.000029079822,0.00015865064,0.00027706719],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9954506,0.00021297966,0.0012457466,0.001035629,0.000880251,0.0011747988],"domain_scores_gemma":[0.99717534,0.00056755,0.00014158174,0.0013731812,0.0000786208,0.0006637224],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006049299,0.0008953045,0.0014046654,0.00038534665,0.00026750422,0.00021395006,0.00085017615,0.00093655847,0.0015790778],"category_scores_gemma":[0.00029467663,0.00076025235,0.0004944383,0.0013221825,0.0004779739,0.0005182327,0.00024902893,0.0009830556,0.00048043407],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004243397,0.0001332895,0.000089314206,0.000049446026,0.00042023696,0.000015957621,0.00005924875,0.00008903255,0.98926944,0.0017614816,0.0043431283,0.003727016],"study_design_scores_gemma":[0.0008685772,0.0011493235,0.97929364,0.00015503669,0.00050230825,0.00012778345,0.00022774309,0.000021397644,0.0018956763,0.002264371,0.012058145,0.0014359944],"about_ca_topic_score_codex":0.00009475667,"about_ca_topic_score_gemma":0.0073195538,"teacher_disagreement_score":0.9873737,"about_ca_system_score_codex":0.00031186978,"about_ca_system_score_gemma":0.000045484954,"threshold_uncertainty_score":0.99948484},"labels":[],"label_agreement":null},{"id":"W1984642981","doi":"10.1063/1.3155450","title":"Design of a high-pressure circulating pump for viscous liquids","year":2009,"lang":"en","type":"article","venue":"Review of Scientific Instruments","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Materials science; Mechanics; High pressure; Nuclear engineering; Thermodynamics; Physics","score_opus":0.024004246915931778,"score_gpt":0.25861161879212585,"score_spread":0.23460737187619407,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1984642981","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.832946,0.041439854,0.106081985,0.00019220302,0.0053155213,0.0064262217,0.00015833275,0.00029572824,0.0071441405],"genre_scores_gemma":[0.99609613,0.00088909257,0.002791091,0.000030067127,0.00002774901,0.000024705336,0.00001584508,0.0000120126315,0.00011331135],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99862295,0.0000396078,0.0006482011,0.00017087949,0.0003140362,0.00020430243],"domain_scores_gemma":[0.9992794,0.000046307767,0.0001690383,0.0003550678,0.00010035402,0.00004984225],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009716554,0.00012587116,0.00044873686,0.00007890998,0.000057083533,0.000022028844,0.00024060039,0.000046901834,0.00004283128],"category_scores_gemma":[0.000098027434,0.00011006203,0.000095997806,0.00029498723,0.000044409033,0.0001078781,0.00001299903,0.00004306222,0.000009764571],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014562262,0.00020167584,0.000098464465,0.07991719,0.0003362143,0.00000199795,0.0009633024,0.014334384,0.08458352,0.0013013231,0.0049075657,0.81333977],"study_design_scores_gemma":[0.0031966607,0.00075372466,0.00073578657,0.11623061,0.0008101635,0.0000663316,0.0001435231,0.7293933,0.10496105,0.0022374508,0.04010578,0.0013655906],"about_ca_topic_score_codex":0.0000037694153,"about_ca_topic_score_gemma":9.978215e-8,"teacher_disagreement_score":0.8119742,"about_ca_system_score_codex":0.00002069877,"about_ca_system_score_gemma":0.000030853953,"threshold_uncertainty_score":0.4488199},"labels":[],"label_agreement":null},{"id":"W1985400162","doi":"10.1016/j.cnsns.2008.10.025","title":"Nonlinear dynamics of a simplified engine-propeller system","year":2008,"lang":"en","type":"article","venue":"Communications in Nonlinear Science and Numerical Simulation","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Nonlinear system; Propeller; Control theory (sociology); Dynamics (music); Mathematics; Computer science; Physics; Mechanics; Marine engineering; Engineering; Acoustics","score_opus":0.03702064635262277,"score_gpt":0.2862250567932272,"score_spread":0.24920441044060443,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1985400162","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8717553,0.0005249014,0.118935935,0.00018982204,0.0001905491,0.00049067446,0.000018059356,0.00022434308,0.007670394],"genre_scores_gemma":[0.9851392,0.00010268702,0.014677257,0.000010430377,0.000021211605,0.000009632123,0.000016831314,0.000011148094,0.00001158161],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99900424,0.000039710332,0.0004014844,0.00013311255,0.00025827772,0.00016314682],"domain_scores_gemma":[0.99883544,0.00022814765,0.000056781213,0.0006602301,0.00015066701,0.000068715475],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042886758,0.000096043404,0.00019819081,0.00017325176,0.00016634233,0.000015017863,0.00046834297,0.000056547055,0.0000036343504],"category_scores_gemma":[0.00014559897,0.000088714405,0.000022938439,0.0010475147,0.00034280063,0.00018938353,0.00010931793,0.00013329533,0.00001266887],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009632665,0.00013947206,0.0071311686,0.00016541487,0.000012957135,0.0000020314105,0.0020679561,0.9572458,0.0009266507,0.00089708675,0.000016482138,0.03138532],"study_design_scores_gemma":[0.00016906654,0.000018143392,0.0016473914,0.000050221428,0.0000033384206,0.000008076988,0.00022245766,0.99688256,0.00014514802,0.0000102024105,0.00074816827,0.00009525038],"about_ca_topic_score_codex":0.00005518096,"about_ca_topic_score_gemma":0.000009119303,"teacher_disagreement_score":0.113383904,"about_ca_system_score_codex":0.00013550304,"about_ca_system_score_gemma":0.000059470018,"threshold_uncertainty_score":0.36176684},"labels":[],"label_agreement":null},{"id":"W1985630410","doi":"10.1108/ijicc-06-2013-0034","title":"An evolvable self-organizing neuro-fuzzy multilayered classifier with group method data handling and grammar-based bio-inspired supervisors for fault diagnosis of hydraulic systems","year":2014,"lang":"en","type":"article","venue":"International Journal of Intelligent Computing and Cybernetics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Artificial intelligence; Support vector machine; Machine learning; Classifier (UML); Particle swarm optimization; Neuro-fuzzy; Fuzzy logic; Fuzzy control system","score_opus":0.025979599472840436,"score_gpt":0.2750370358096837,"score_spread":0.24905743633684327,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1985630410","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46569613,0.000619512,0.53275007,0.000053198193,0.0006235293,0.00015532998,0.000016961365,0.00004141927,0.000043847438],"genre_scores_gemma":[0.95699203,0.00019032056,0.0423707,0.000049364025,0.0003239814,0.000003368911,0.000021271222,0.00004560176,0.0000033651252],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981662,0.00013352162,0.0008485456,0.00023809106,0.0004045404,0.00020909448],"domain_scores_gemma":[0.9976895,0.0010947512,0.00037538298,0.00025614447,0.00043051885,0.00015369155],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010614941,0.0002239184,0.0004431834,0.00020390244,0.00006499359,0.00017877367,0.0005430431,0.00009440504,0.0000025889335],"category_scores_gemma":[0.00019891915,0.0001860428,0.000055164513,0.00010245553,0.000042020747,0.00015068657,0.00006578088,0.00017892227,5.506591e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000109236054,0.0002388658,0.032871537,0.0006248462,0.00079699256,0.0000142173685,0.0027528838,0.8942037,0.002452005,0.00039171294,0.00024360477,0.06530037],"study_design_scores_gemma":[0.00082804466,0.00037729612,0.0006658643,0.0007068279,0.00010397509,0.00011962117,0.0005355829,0.9916544,0.0024201127,0.0000363507,0.0023534657,0.00019843865],"about_ca_topic_score_codex":0.00015029171,"about_ca_topic_score_gemma":0.000019511774,"teacher_disagreement_score":0.4912959,"about_ca_system_score_codex":0.000043600183,"about_ca_system_score_gemma":0.000027954307,"threshold_uncertainty_score":0.75866055},"labels":[],"label_agreement":null},{"id":"W1986163623","doi":"10.1163/156855309x431668","title":"Design and Control of a Hydraulic Simulator for a Flexible-Joint Robot","year":2009,"lang":"en","type":"article","venue":"Advanced Robotics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Acceleration; Control theory (sociology); Robot; Engineering; Simulation; Flexibility (engineering); Hydraulic machinery; Control engineering; Actuator; Computer science; Mechanical engineering; Artificial intelligence; Control (management)","score_opus":0.01919103479538022,"score_gpt":0.23744700605837557,"score_spread":0.21825597126299534,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1986163623","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0018484538,0.0010042478,0.99576515,0.0001154041,0.00016281981,0.0007003674,0.0000040941877,0.0001896164,0.000209859],"genre_scores_gemma":[0.9056889,0.000048818958,0.09400461,0.000109518645,0.0000421947,0.00001959195,0.0000021999786,0.000025037738,0.000059126956],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991573,0.000018889143,0.00035313916,0.0001327216,0.00009857194,0.00023937176],"domain_scores_gemma":[0.99936444,0.00023859275,0.000062977975,0.00020070112,0.000046681842,0.00008660483],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014107495,0.00016046615,0.00038072423,0.00005487482,0.000034512537,0.000010882028,0.00007392481,0.00007438253,0.0000027911235],"category_scores_gemma":[0.000056793306,0.00015085346,0.000054817854,0.000093513656,0.000022265922,0.00008056547,0.0000048277293,0.00006215326,0.0000037855257],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021425732,0.0000155114,0.000007319078,0.000113747825,0.00003169383,0.0000010158193,0.00020509242,0.9724309,0.01781154,0.0005137051,0.000047143927,0.008800916],"study_design_scores_gemma":[0.0014971972,0.00023225245,0.00011035786,0.00009843979,0.000037589933,0.000007781048,0.000034835688,0.98877186,0.006993568,0.0016068274,0.0004288017,0.00018051516],"about_ca_topic_score_codex":9.514863e-7,"about_ca_topic_score_gemma":2.791738e-7,"teacher_disagreement_score":0.9038404,"about_ca_system_score_codex":0.000023512734,"about_ca_system_score_gemma":0.000012792106,"threshold_uncertainty_score":0.6151626},"labels":[],"label_agreement":null},{"id":"W1986632396","doi":"10.1115/detc2011-47386","title":"Property Analysis of an Electro-Mechanical Regenerative Damper Concept","year":2011,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Damper; Damping torque; Clutch; Inertia; Armature (electrical engineering); Control theory (sociology); Moment of inertia; Vibration; Mechanics; Structural engineering; Engineering; Computer science; Physics; Mechanical engineering; Classical mechanics; Acoustics; Voltage; Magnet; Electrical engineering; Induction motor","score_opus":0.027103245442174687,"score_gpt":0.2186826525350599,"score_spread":0.1915794070928852,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1986632396","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7333218,0.00011202802,0.09896077,0.000010733228,0.00017557455,0.00027089697,0.000010666693,0.00032394542,0.1668136],"genre_scores_gemma":[0.9975264,0.0000035124044,0.0015345361,0.000022956057,0.00002562695,0.0000110850115,0.000011418147,0.000011283871,0.00085315056],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999399,0.000041129682,0.00022563759,0.00010787738,0.00009738224,0.00012895407],"domain_scores_gemma":[0.99964005,0.00001368879,0.000021809645,0.00022730343,0.000034309163,0.0000628448],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000104087725,0.000087156324,0.00026528956,0.000074545394,0.000014137883,0.0000049421847,0.0001061647,0.000057524237,0.0013297534],"category_scores_gemma":[0.00000845387,0.000051486506,0.00007152672,0.00030763206,0.00001775884,0.00007216241,0.000007710167,0.0000493027,0.000017768709],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001319794,0.0009982018,0.0042247204,0.0003264846,0.02412129,0.00004862225,0.10251597,0.08893762,0.57780045,0.13257216,0.020188276,0.048134204],"study_design_scores_gemma":[0.00015968946,0.00013976406,0.00064558367,0.000008028056,0.00028055007,0.0000031087325,0.00043938388,0.7314226,0.26592797,0.000057753336,0.00072573766,0.00018985257],"about_ca_topic_score_codex":0.0002525454,"about_ca_topic_score_gemma":0.00010101018,"teacher_disagreement_score":0.64248496,"about_ca_system_score_codex":0.0000150159485,"about_ca_system_score_gemma":0.000008944522,"threshold_uncertainty_score":0.9995832},"labels":[],"label_agreement":null},{"id":"W1991521118","doi":"10.1061/(asce)0733-9445(2009)135:9(1124)","title":"Experimental Studies on Real-Time Testing of Structures with Elastomeric Dampers","year":2009,"lang":"en","type":"article","venue":"Journal of Structural Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":48,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Pennsylvania Department of Community and Economic Development; National Science Foundation","keywords":"Actuator; Control theory (sociology); Damper; Amplitude; Stability (learning theory); Computer science; Bode plot; Tracking (education); Structural engineering; Engineering; Transfer function","score_opus":0.013198484201766813,"score_gpt":0.24099809407462935,"score_spread":0.22779960987286255,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1991521118","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9980572,0.0007407635,0.00018798519,0.000008318329,0.00041440382,0.000067237444,0.0000016735293,0.00006888923,0.00045355147],"genre_scores_gemma":[0.99263525,0.000013171313,0.007110592,0.000005595345,0.00020218318,6.948273e-7,4.1134422e-7,0.000025074018,0.000007010196],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988761,0.000010387497,0.0005369063,0.0000789046,0.0003019323,0.00019576466],"domain_scores_gemma":[0.9994046,0.000116452175,0.00019811194,0.00011174502,0.00008384991,0.000085231615],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000100744815,0.00021970845,0.0004828474,0.00018273317,0.000028130169,0.000015676873,0.00014307463,0.000044178352,0.000011559182],"category_scores_gemma":[0.000066077155,0.00015254138,0.00006930872,0.00022427602,0.00002334874,0.00015230603,0.0000073997917,0.00018430299,0.0000011483876],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017185384,0.0000024804,0.00005908515,0.000062484556,0.00012446236,0.000018136245,0.0010193267,0.70603263,0.29162347,0.00006016169,0.000028578244,0.0009519961],"study_design_scores_gemma":[0.0028671438,0.0043432578,0.03480795,0.002877197,0.00018103083,0.003064616,0.004660808,0.37530336,0.57028764,0.00016817017,0.00010552451,0.0013333245],"about_ca_topic_score_codex":0.0000023802952,"about_ca_topic_score_gemma":6.7617236e-8,"teacher_disagreement_score":0.33072928,"about_ca_system_score_codex":0.00010234147,"about_ca_system_score_gemma":0.000014338145,"threshold_uncertainty_score":0.6220457},"labels":[],"label_agreement":null},{"id":"W1991535010","doi":"10.1115/1.1485097","title":"Identification of Armax Models With Time Dependent Coefficients","year":2002,"lang":"en","type":"article","venue":"Journal of Dynamic Systems Measurement and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; University of New Brunswick","funders":"","keywords":"Autoregressive model; Nonlinear system; Autoregressive–moving-average model; System identification; Control theory (sociology); Computer science; Identification (biology); Set (abstract data type); Actuator; Estimation theory; Applied mathematics; Mathematics; Algorithm; Statistics; Data modeling; Artificial intelligence; Control (management)","score_opus":0.012115449053817399,"score_gpt":0.17336877120335772,"score_spread":0.16125332214954033,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1991535010","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.27494973,0.009328594,0.7129751,0.000037881375,0.0007724022,0.0005677338,0.000011387303,0.000037517908,0.0013196595],"genre_scores_gemma":[0.9997019,0.000074388634,0.000015601825,0.0000036150088,0.000049311093,0.000007655269,2.6334536e-7,0.00001704558,0.0001301865],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980688,0.000075266646,0.00084235566,0.000077309225,0.0007981486,0.00013812435],"domain_scores_gemma":[0.9990068,0.000028340643,0.0004235479,0.00013468984,0.0003266102,0.0000799821],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001057805,0.00012939035,0.00041052516,0.00012475628,0.00002944691,0.000040133622,0.00011756301,0.00004937881,0.000008441476],"category_scores_gemma":[0.000014581541,0.0000950338,0.00005499639,0.000075164724,0.000018099483,0.00014176616,0.0000033204547,0.0000835965,0.000008545677],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000089196066,0.00018740517,0.0012457217,0.00090355164,0.0013125666,0.00002033813,0.0016230132,0.8351555,0.14998208,0.00009016705,0.0004946766,0.0088958],"study_design_scores_gemma":[0.0017844983,0.00010444194,0.00016376398,0.00041611562,0.00012412517,0.0001412897,0.00018683987,0.9967793,0.000116531715,0.000009502075,0.00007019869,0.000103376326],"about_ca_topic_score_codex":0.000008438329,"about_ca_topic_score_gemma":0.0000029459452,"teacher_disagreement_score":0.7247522,"about_ca_system_score_codex":0.000110126,"about_ca_system_score_gemma":0.000012261317,"threshold_uncertainty_score":0.3875366},"labels":[],"label_agreement":null},{"id":"W1991996060","doi":"10.1115/1.4027173","title":"Modeling and Experimental Validation of the Effective Bulk Modulus of a Mixture of Hydraulic Oil and Air","year":2014,"lang":"en","type":"article","venue":"Journal of Dynamic Systems Measurement and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Bulk modulus; Modulus; Sensitivity (control systems); Materials science; Hydraulic fluid; Compression (physics); Current (fluid); Experimental data; Mechanics; Thermodynamics; Composite material; Hydraulic machinery; Mathematics; Statistics; Engineering","score_opus":0.005730137105958936,"score_gpt":0.1868894639180138,"score_spread":0.18115932681205488,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1991996060","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9683798,0.008557267,0.022246893,0.000030826115,0.00039750733,0.00019205743,0.0000041778007,0.0000047266853,0.00018677732],"genre_scores_gemma":[0.9998483,0.000045722776,0.000021243522,0.000004093993,0.000050826915,0.000008807068,1.9198868e-7,0.000011677806,0.000009107931],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99857444,0.00018130342,0.0006425889,0.00007427759,0.0004356402,0.0000917577],"domain_scores_gemma":[0.99922305,0.00006518611,0.0003633404,0.000110702604,0.00018850832,0.000049234357],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012636093,0.00012714184,0.0005240363,0.0000757452,0.000027581269,0.000010128617,0.00007526431,0.00006606899,5.474999e-7],"category_scores_gemma":[0.000059180915,0.00008464358,0.000071109906,0.000051536954,0.00003588208,0.00007617303,0.0000109662315,0.00008400253,5.125399e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013862205,0.000066914654,0.0020428866,0.0023945917,0.00075603416,6.7676064e-7,0.0038145962,0.34347412,0.6396881,0.000067565095,0.00001217469,0.0075437515],"study_design_scores_gemma":[0.0024132596,0.00019835209,0.000957236,0.0013395243,0.00013528031,0.000060247065,0.00066185556,0.9866386,0.0074682925,0.000027288314,0.000011767131,0.000088266235],"about_ca_topic_score_codex":0.000054218093,"about_ca_topic_score_gemma":0.0000044741146,"teacher_disagreement_score":0.6431645,"about_ca_system_score_codex":0.000045964338,"about_ca_system_score_gemma":0.00001465409,"threshold_uncertainty_score":0.3451665},"labels":[],"label_agreement":null},{"id":"W1994248194","doi":"10.2316/journal.201.2008.2.201-1980","title":"MONO-COMPONENT SIGNAL EXTRACTION AND ANALYSIS OF MECHANICAL WATCH MOVEMENTS","year":2008,"lang":"en","type":"article","venue":"Control and Intelligent Systems","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"SIGNAL (programming language); Component (thermodynamics); Movement (music); Signal processing; Modal; Acoustics; Escapement; Computer science; Engineering; Telecommunications; Physics; Materials science; Radar","score_opus":0.01746359702734983,"score_gpt":0.22311934264476688,"score_spread":0.20565574561741704,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1994248194","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7486962,0.003093754,0.2467543,0.000016440243,0.00040581057,0.00034972222,0.000021087006,0.00006430106,0.0005983489],"genre_scores_gemma":[0.999112,0.00058440457,0.000019127468,0.000010704763,0.000059860162,0.000032358203,0.000008836256,0.000011633451,0.00016106365],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989184,0.00005609569,0.0005261623,0.00015437057,0.00018935604,0.00015561108],"domain_scores_gemma":[0.9995353,0.00010340215,0.00008045631,0.00013686651,0.000039346036,0.000104583625],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023475355,0.00014175367,0.00051447126,0.00011993668,0.000049692793,0.000017713466,0.000058105372,0.00008187214,0.000028016982],"category_scores_gemma":[0.0000072896514,0.00011788299,0.00008574053,0.00014676382,0.000027797285,0.00006482514,0.000009651132,0.0000693234,0.000007954426],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030384088,0.00051735574,0.12806307,0.0024109231,0.022590684,0.000089479116,0.009977607,0.46887127,0.3302613,0.0035193856,0.0027657275,0.030629368],"study_design_scores_gemma":[0.00035864636,0.000054882057,0.005317342,0.00005899821,0.00025183617,0.000027790387,0.0003281067,0.98996145,0.0014882111,0.000012207385,0.0019954757,0.00014505409],"about_ca_topic_score_codex":0.00030963164,"about_ca_topic_score_gemma":0.0000048371844,"teacher_disagreement_score":0.5210902,"about_ca_system_score_codex":0.000029357554,"about_ca_system_score_gemma":0.0000045055526,"threshold_uncertainty_score":0.4807129},"labels":[],"label_agreement":null},{"id":"W1995177390","doi":"10.1115/imece2003-42023","title":"Application of an Advanced Frequency Domain Identification Method for Modelling of Flexible-Link Manipulators","year":2003,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Frequency domain; Transfer function; Identification (biology); Frequency response; Control theory (sociology); Link (geometry); Computer science; System identification; Robot manipulator; Strain gauge; Contact force; Control engineering; Engineering; Robot; Structural engineering; Data modeling; Artificial intelligence; Physics; Control (management)","score_opus":0.02696924108767408,"score_gpt":0.2774656824523654,"score_spread":0.25049644136469135,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1995177390","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05049221,0.000110072244,0.94415665,0.0000038402354,0.00011616137,0.00046554639,0.000005165842,0.00008438316,0.0045659714],"genre_scores_gemma":[0.6479764,0.0000035566457,0.35185528,0.0000016263657,0.000012209666,0.000082295745,0.000012301749,0.000015045469,0.000041297633],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999159,0.000032339995,0.00048110852,0.00012495037,0.00009966631,0.00010295775],"domain_scores_gemma":[0.9994388,0.00006256794,0.0001034297,0.00029471176,0.00006516572,0.00003529381],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004774663,0.000083801126,0.000183095,0.00006833072,0.000018822004,0.0000046799414,0.00008811698,0.00006564817,0.000015596459],"category_scores_gemma":[0.000010353139,0.000083106046,0.000046827572,0.00014409714,0.00000811146,0.00011386164,0.0000018565163,0.000027322354,0.0000032720711],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002524163,0.0000143488,0.00004215378,0.0002689974,0.000022710887,2.342704e-8,0.000495906,0.76202685,0.0823735,0.14273344,0.00000406928,0.01201549],"study_design_scores_gemma":[0.00019788765,0.00001837421,0.00004659361,0.000017504379,0.00001268324,0.0000014471633,0.0003617755,0.88310045,0.08674424,0.02925457,0.00015207555,0.000092394344],"about_ca_topic_score_codex":0.000050894054,"about_ca_topic_score_gemma":0.0000037589846,"teacher_disagreement_score":0.5974842,"about_ca_system_score_codex":0.000022792803,"about_ca_system_score_gemma":0.000008064281,"threshold_uncertainty_score":0.3388966},"labels":[],"label_agreement":null},{"id":"W1995255477","doi":"10.1177/1077546312466884","title":"Characterization, modeling and vibration control of a flexible joint for a robotic system","year":2012,"lang":"en","type":"article","venue":"Journal of Vibration and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hydro-Québec; École de Technologie Supérieure","funders":"","keywords":"Control theory (sociology); Vibration; Torque; Encoder; Settling time; Feed forward; Clamping; Harmonic drive; Test bench; Vibration control; Computer science; Engineering; Control engineering; Step response; Acoustics; Artificial intelligence; Physics","score_opus":0.01470436532822579,"score_gpt":0.20521019449240424,"score_spread":0.19050582916417846,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1995255477","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1041326,0.0007670894,0.8943379,0.000114725575,0.00031854995,0.00026451368,0.000004909533,0.000017868742,0.000041820935],"genre_scores_gemma":[0.99913037,0.000023513914,0.00046795217,0.00005416659,0.00028604743,0.000015517438,0.000002954784,0.000011626961,0.000007828059],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991641,0.00003759189,0.0005497045,0.000040213225,0.00010437245,0.000104005274],"domain_scores_gemma":[0.99947244,0.000051562838,0.00022090848,0.000048848728,0.00012318199,0.00008307578],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003950338,0.00008123521,0.00030379562,0.00008807924,0.000038735725,0.00003620388,0.000024505405,0.00005300431,0.0000044382823],"category_scores_gemma":[0.00002804786,0.00006699727,0.000045895584,0.000040492785,0.000007781338,0.00042293177,0.000001879619,0.000043998174,5.343278e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020915453,0.000061284925,0.0013943709,0.0013244525,0.00043296785,7.943273e-7,0.00447564,0.33229932,0.6468064,0.007857973,0.00004596325,0.005091659],"study_design_scores_gemma":[0.0017368243,0.00008134215,0.00094725366,0.00014591677,0.00008265888,0.000053453186,0.00039499428,0.9953042,0.0011353471,0.000019260919,0.000033830427,0.0000648667],"about_ca_topic_score_codex":0.0000015094357,"about_ca_topic_score_gemma":3.1502725e-7,"teacher_disagreement_score":0.8949978,"about_ca_system_score_codex":0.000018934139,"about_ca_system_score_gemma":0.000015454083,"threshold_uncertainty_score":0.27320695},"labels":[],"label_agreement":null},{"id":"W1996187013","doi":"10.1088/1755-1315/12/1/012042","title":"Monitoring of velocity and pressure fields within an axial turbine","year":2010,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université Laval","funders":"","keywords":"Propeller; Turbine; Hydraulic turbines; Mechanical engineering; Marine engineering; Pressure sensor; Engineering; Mechanics; Hydraulic machinery; Static pressure; Acoustics; Aerospace engineering; Electrical engineering; Physics","score_opus":0.010218597806614566,"score_gpt":0.19504814964836228,"score_spread":0.1848295518417477,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1996187013","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9987301,0.00008153653,0.00008342277,0.000012570007,0.00031427346,0.00006672713,0.000009019725,0.000024439203,0.00067787897],"genre_scores_gemma":[0.99901813,0.00008349336,0.00076485495,0.000003399139,0.00004476297,0.0000029052217,0.0000010278895,0.000004007266,0.00007742674],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9994167,0.000007187477,0.00012235696,0.00014695516,0.00015884113,0.00014793621],"domain_scores_gemma":[0.99969584,0.000009663857,0.000024711928,0.00013142274,0.000004371806,0.00013398673],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014929802,0.00008844967,0.000108297514,0.00002250918,0.00009986759,0.000048273014,0.000113210306,0.000052126823,0.000059467427],"category_scores_gemma":[0.000010598011,0.00007763102,0.0000073871956,0.00004631671,0.0005551673,0.00040960792,0.000044440756,0.00011747572,0.0000015866244],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009711407,0.000014036144,0.026799913,0.000071647075,0.000007871311,0.0000017899324,0.00598467,0.0007036418,0.93695474,0.0002446709,0.0000017324766,0.02920556],"study_design_scores_gemma":[0.00020142212,0.00015979358,0.52195877,0.000040252926,0.000009478966,0.000048956084,0.0017084171,0.02654508,0.44858065,0.000101386184,0.00041631455,0.0002294934],"about_ca_topic_score_codex":0.00007095056,"about_ca_topic_score_gemma":0.000056255227,"teacher_disagreement_score":0.49515885,"about_ca_system_score_codex":0.0000022701256,"about_ca_system_score_gemma":0.0000123853415,"threshold_uncertainty_score":0.3165701},"labels":[],"label_agreement":null},{"id":"W1996843774","doi":"10.1080/14399776.2003.10781172","title":"Viscous Damping Coefficient and Effective Bulk Modulus Estimation in a High Performance Hydrostatic Actuation System using Extended Kalman Filter","year":2003,"lang":"en","type":"article","venue":"International Journal of Fluid Power","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Control theory (sociology); Kalman filter; Actuator; Extended Kalman filter; Hydrostatic equilibrium; Stability (learning theory); Filter (signal processing); Engineering; Computer science; Physics","score_opus":0.0065942325676887825,"score_gpt":0.23461250514544127,"score_spread":0.22801827257775248,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1996843774","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8436907,0.0001555818,0.1540309,0.000015345631,0.0015084619,0.00015547044,0.000002943214,0.000017130194,0.00042349767],"genre_scores_gemma":[0.99874526,0.000015294512,0.0011380053,0.00001756986,0.000048738213,0.000006034513,0.000002502436,0.000017834871,0.000008785069],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99880964,0.00006124691,0.0005184173,0.00009181185,0.00038504644,0.00013383014],"domain_scores_gemma":[0.9994676,0.00009546145,0.00016058028,0.00007413916,0.0001504955,0.000051717507],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000501373,0.00012780406,0.00020908579,0.0002791648,0.000030284145,0.00006188661,0.000104675666,0.00004952881,0.00001950918],"category_scores_gemma":[0.00009052461,0.00011569114,0.00003602865,0.00009627346,0.000018213645,0.0003081498,0.0000108560325,0.00012506565,0.0000071806153],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003323665,0.000035523364,0.0005839953,0.000102293765,0.00011143635,0.00004651169,0.0022822923,0.98248935,0.010863878,0.0003017753,0.000030813833,0.0031189197],"study_design_scores_gemma":[0.0008536497,0.00007531159,0.006598106,0.0008444162,0.000016328595,0.00068852404,0.00021440837,0.98659927,0.0038997584,0.000038635997,0.000049944596,0.000121640376],"about_ca_topic_score_codex":0.000013652924,"about_ca_topic_score_gemma":0.0000011522122,"teacher_disagreement_score":0.15505457,"about_ca_system_score_codex":0.00040644905,"about_ca_system_score_gemma":0.00002882318,"threshold_uncertainty_score":0.4717748},"labels":[],"label_agreement":null},{"id":"W1997334203","doi":"10.1115/imece2009-10531","title":"A Cam-Based Electro-Hydraulic Variable Valve Timing System for Pneumatic Hybrid Engines","year":2009,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Robustness (evolution); Torque; Valve timing; Hydraulic machinery; Flexibility (engineering); Control engineering; Control theory (sociology); Valve actuator; Control system; Computer science; Work (physics); Engineering; Mechanism (biology); Motion control; Automotive engineering; Control (management); Ball valve; Mechanical engineering; Robot; Internal combustion engine; Artificial intelligence","score_opus":0.010848659298068447,"score_gpt":0.21017455443048313,"score_spread":0.1993258951324147,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1997334203","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.023652771,0.00043425386,0.93229645,0.00010376555,0.0006600784,0.0010029236,0.0000131023335,0.0019045774,0.039932065],"genre_scores_gemma":[0.990922,0.0000033227536,0.008084943,0.00017986548,0.0002073219,0.00015127347,0.000029169001,0.000058651684,0.00036347893],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984175,0.000030691717,0.0005301747,0.00023787396,0.00020900767,0.0005747593],"domain_scores_gemma":[0.9991112,0.00024541945,0.000060153845,0.00038313048,0.0000586231,0.00014146838],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00034910755,0.0003065405,0.00048396052,0.00014571522,0.00010140313,0.00008068717,0.00022185528,0.000089914465,0.000055170585],"category_scores_gemma":[0.00004942923,0.00027523332,0.00018780098,0.00023223965,0.000008473583,0.00011606017,0.000005557968,0.00010841057,0.000105151186],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021358494,0.00009168491,0.000042756634,0.004682217,0.00035026346,0.0000116884385,0.0006141024,0.92880654,0.025194135,0.007986934,0.023613038,0.00858528],"study_design_scores_gemma":[0.0005974399,0.000105750834,0.000025068006,0.0003482773,0.00006620022,0.000057500612,0.0001070058,0.9796646,0.013028228,0.00019976818,0.005426826,0.00037333087],"about_ca_topic_score_codex":0.000035278066,"about_ca_topic_score_gemma":0.0000016387892,"teacher_disagreement_score":0.9672692,"about_ca_system_score_codex":0.00017961623,"about_ca_system_score_gemma":0.000049513215,"threshold_uncertainty_score":0.99996996},"labels":[],"label_agreement":null},{"id":"W1998070245","doi":"10.4271/2011-01-1645","title":"Practical Considerations of Driveline Vibration and Acoustic Test Cell with Case Study of McLaren's Driveline Dynamometers","year":2011,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Linamar (Canada)","funders":"","keywords":"Powertrain; Dynamometer; Vibration; Automotive engineering; Computer science; Acoustics; Engineering; Physics; Torque","score_opus":0.022804744186406246,"score_gpt":0.2460400266252339,"score_spread":0.22323528243882765,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1998070245","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99164474,0.00007241753,0.00014741735,0.00025022108,0.00009897202,0.0013939526,0.000065304695,0.00078257703,0.005544407],"genre_scores_gemma":[0.988133,0.00006213588,0.011359483,0.00009888992,0.000038662514,0.00017569088,0.000014438744,0.0000898974,0.000027759172],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.997078,0.00013452496,0.0012762891,0.0005540684,0.000547324,0.0004097912],"domain_scores_gemma":[0.9971975,0.0012649207,0.0002686374,0.0008218517,0.00018359044,0.00026349162],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00042347022,0.0005150677,0.0009204657,0.00022077572,0.0001592326,0.00003322539,0.00017954143,0.00039947758,0.0001930983],"category_scores_gemma":[0.00074200693,0.0004130549,0.00011292521,0.00046407283,0.0006310139,0.00036208527,0.00011629968,0.00062429666,0.000008228087],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009842353,0.001322013,0.0010401821,0.00025234759,0.000105397805,0.0006984574,0.00073069445,0.000614278,0.99397975,0.00054714904,0.000407295,0.00020400598],"study_design_scores_gemma":[0.0031023184,0.010897393,0.96809846,0.0005052426,0.0007182454,0.0052577904,0.00839271,0.00006919325,0.0012220809,0.00031697462,0.00025141364,0.0011681736],"about_ca_topic_score_codex":0.00017293863,"about_ca_topic_score_gemma":0.07060322,"teacher_disagreement_score":0.9927577,"about_ca_system_score_codex":0.00007488849,"about_ca_system_score_gemma":0.00007996438,"threshold_uncertainty_score":0.99983215},"labels":[],"label_agreement":null},{"id":"W1998519148","doi":"10.1016/j.ymssp.2009.10.010","title":"A data processing method for determining instantaneous angular speed and acceleration of crankshaft in an aircraft engine–propeller system using a magnetic encoder","year":2009,"lang":"en","type":"article","venue":"Mechanical Systems and Signal Processing","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Crankshaft; Rotational speed; Propeller; Angular velocity; Angular acceleration; Rotary encoder; Acceleration; Control theory (sociology); Cylinder; Acoustics; Encoder; Physics; Engineering; Computer science; Mechanical engineering; Classical mechanics","score_opus":0.0528328260653828,"score_gpt":0.299228667504596,"score_spread":0.24639584143921317,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1998519148","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.29656428,0.0043662796,0.69803405,0.0000075249095,0.00007531432,0.00073622854,0.000020045627,0.00011622275,0.000080039346],"genre_scores_gemma":[0.969975,0.00000783175,0.029780947,0.000012056916,0.00014343901,0.0000142006065,0.000014511377,0.000044311244,0.000007687001],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99788386,0.00012568217,0.0008971467,0.00047215578,0.0002630418,0.0003580931],"domain_scores_gemma":[0.999259,0.00009432631,0.00016812762,0.0002460108,0.00009357966,0.00013894349],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0011751766,0.00028633585,0.00067924784,0.00015935262,0.00013702721,0.0002673127,0.0002204025,0.00020418597,0.000002209385],"category_scores_gemma":[0.000029180022,0.00025357577,0.000027608878,0.000238879,0.000020204532,0.0005724712,0.000042492113,0.00015697605,2.2199103e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012235461,0.00009474621,0.00014205507,0.014267889,0.000035826764,0.00008277326,0.0035720489,0.086253166,0.3725342,0.00016729403,0.0000069290227,0.52272075],"study_design_scores_gemma":[0.00066081266,0.00021817611,0.000026398357,0.0024502245,0.000059102065,0.0003698795,0.0013053821,0.99369055,0.00083464815,0.000044415236,0.00004026584,0.0003001509],"about_ca_topic_score_codex":0.00004878677,"about_ca_topic_score_gemma":0.000022022768,"teacher_disagreement_score":0.9074374,"about_ca_system_score_codex":0.00006199643,"about_ca_system_score_gemma":0.00005703055,"threshold_uncertainty_score":0.99999166},"labels":[],"label_agreement":null},{"id":"W2000105024","doi":"10.1115/1.4001707","title":"Quantitative Fault Tolerant Control Design for a Leaking Hydraulic Actuator","year":2010,"lang":"en","type":"article","venue":"Journal of Dynamic Systems Measurement and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Control theory (sociology); Actuator; Plant; Hydraulic cylinder; Robustness (evolution); Quantitative feedback theory; Parametric statistics; Position tracking; Hydraulic machinery; Control engineering; Engineering; Robust control; Computer science; Control system; Control (management); Mechanical engineering; Mathematics","score_opus":0.02337814640941479,"score_gpt":0.23403093295914718,"score_spread":0.21065278654973238,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2000105024","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08880233,0.0035316802,0.9028276,0.00018008077,0.0031165571,0.001292867,0.000016001872,0.000056597066,0.00017624245],"genre_scores_gemma":[0.99847907,0.00002307419,0.0009490335,0.00004823693,0.00033902787,0.00009337936,5.628046e-7,0.00004571082,0.000021898431],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99765456,0.00016554061,0.0010404101,0.00015045109,0.00064160064,0.0003474431],"domain_scores_gemma":[0.9981357,0.00047808015,0.0004780781,0.00017345799,0.0005445321,0.00019016152],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0032783966,0.00028121236,0.0008416402,0.00017546598,0.000108009146,0.00013526368,0.00020182888,0.00014783959,0.0000048393],"category_scores_gemma":[0.00030764492,0.00021609507,0.00019489808,0.00007779111,0.000034387685,0.00020274031,0.0000039669085,0.00030381192,0.0000052702703],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012651727,0.00016402734,0.0006266715,0.0015519942,0.004061581,0.000049838894,0.003322823,0.12004125,0.8464203,0.0011349235,0.0020128468,0.019348579],"study_design_scores_gemma":[0.006779101,0.00047393364,0.00033303731,0.00049941585,0.00028156457,0.00022910375,0.00066896115,0.9875335,0.00012384492,0.00007858974,0.0027115392,0.00028737047],"about_ca_topic_score_codex":0.000018225803,"about_ca_topic_score_gemma":0.000031640073,"teacher_disagreement_score":0.90967673,"about_ca_system_score_codex":0.00012260994,"about_ca_system_score_gemma":0.00009223683,"threshold_uncertainty_score":0.8812101},"labels":[],"label_agreement":null},{"id":"W2000266831","doi":"10.1006/jfls.2000.0374","title":"VIBRATION OF A HIGH-PRESSURE PIPING SYSTEM DUE TO FLOW IN A SPHERICAL ELBOW","year":2001,"lang":"en","type":"article","venue":"Journal of Fluids and Structures","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Piping; Vibration; Engineering; Structural engineering; Noise (video); Turbine; Acoustics; Mechanical engineering; Physics; Computer science","score_opus":0.005976501325569058,"score_gpt":0.20241640897176266,"score_spread":0.1964399076461936,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2000266831","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94838864,0.0014763525,0.049262017,0.000059695783,0.00039475466,0.00007559008,0.0000029065757,0.00001253587,0.0003275394],"genre_scores_gemma":[0.99566877,0.000041437062,0.004042946,0.000015174003,0.00021373907,9.988158e-7,2.9044526e-7,0.0000090872245,0.0000075605217],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992092,0.00003306159,0.00043671794,0.000053000163,0.00016447932,0.000103533406],"domain_scores_gemma":[0.9997213,0.000033870576,0.000060770093,0.00007215752,0.0000383836,0.000073557545],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015020877,0.000086890774,0.00033253542,0.00008596367,0.0000168235,0.00002320847,0.000075298005,0.000065548,0.000021105818],"category_scores_gemma":[0.000025259942,0.00006492299,0.00003791818,0.00012389194,0.000008624972,0.00008224642,0.000009141058,0.00010042379,4.709585e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018636856,0.000022766168,0.004906506,0.0015993046,0.0002905102,0.00032414217,0.006699114,0.81943387,0.104904935,0.0019040466,0.0031522939,0.056576148],"study_design_scores_gemma":[0.0033597136,0.0007954577,0.23499225,0.002840178,0.00017523044,0.0056635146,0.00372818,0.7275281,0.010279431,0.0017756312,0.008115209,0.0007471022],"about_ca_topic_score_codex":0.000045226705,"about_ca_topic_score_gemma":0.000015045521,"teacher_disagreement_score":0.23008575,"about_ca_system_score_codex":0.000022459122,"about_ca_system_score_gemma":0.000011917422,"threshold_uncertainty_score":0.26474828},"labels":[],"label_agreement":null},{"id":"W2000429565","doi":"10.1115/imece2006-13961","title":"A Generalized Model of a Class of Interconnected Hydro-Pneumatic Suspensions and Analysis of Pitch Properties","year":2006,"lang":"en","type":"article","venue":"Design Engineering and Computers and Information in Engineering, Parts A and B","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Suspension (topology); Stiffness; Fluidics; Coupling (piping); Flexibility (engineering); Structural engineering; Engineering; Mechanical engineering; Aerospace engineering","score_opus":0.011211640621717573,"score_gpt":0.16725705380514022,"score_spread":0.15604541318342266,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2000429565","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6599371,0.0003913474,0.33946595,0.0000047746294,0.000032127075,0.00011094667,0.0000053543763,0.000033703578,0.000018729354],"genre_scores_gemma":[0.9955813,0.00024035538,0.0041342657,0.000003996812,0.0000053279377,0.000014195622,0.000009372934,0.000008840882,0.0000023151117],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999134,0.000009904741,0.0005648082,0.00007612878,0.00008807623,0.00012706601],"domain_scores_gemma":[0.99968624,0.00006780337,0.000075075935,0.000090163434,0.000034011206,0.000046702848],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015491198,0.00015521601,0.00045461764,0.0004983487,0.000013371133,0.000023100261,0.000039693306,0.00006453883,8.723622e-7],"category_scores_gemma":[0.0000138245205,0.00013911573,0.00003279976,0.0002515046,0.000028465556,0.00027031676,0.000022799268,0.000059970087,4.847398e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000053106205,0.000007025576,0.0003396283,0.00079727016,0.00011411241,2.2106691e-7,0.0018294073,0.99022067,0.004966882,0.0012846579,0.000015803318,0.0004190033],"study_design_scores_gemma":[0.00036877496,0.000038157435,0.002530829,0.0002815644,0.000070693546,0.000006528842,0.00005342884,0.9956634,0.0007994778,0.000011288677,0.00003731692,0.00013856169],"about_ca_topic_score_codex":0.00006947237,"about_ca_topic_score_gemma":0.0000027762733,"teacher_disagreement_score":0.33564425,"about_ca_system_score_codex":0.0000083546265,"about_ca_system_score_gemma":0.000005877345,"threshold_uncertainty_score":0.5672975},"labels":[],"label_agreement":null},{"id":"W2001709077","doi":"10.1115/imece2006-14470","title":"Modeling and Simulation of Hydromechanically Constant Power Controlled Swash Plate Pumps","year":2006,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Swash; Control theory (sociology); Constant (computer programming); Lever; Spring (device); Controller (irrigation); Power (physics); Computer science; Engineering; Control engineering; Mechanical engineering; Control (management); Physics","score_opus":0.0076318003434593445,"score_gpt":0.2025003362749918,"score_spread":0.19486853593153247,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2001709077","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.55490994,0.00012606815,0.4169231,0.0000098641285,0.00007501249,0.00018703862,0.000002283204,0.000100844496,0.027665844],"genre_scores_gemma":[0.9993104,0.0000064663936,0.0005253107,0.000009283925,0.000016596281,0.0000049884134,0.0000022246572,0.000013274255,0.00011148673],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99928814,0.000013988936,0.0003944234,0.00008003091,0.00010958736,0.00011380022],"domain_scores_gemma":[0.9997098,0.00010642324,0.000027126753,0.00009658252,0.000028478416,0.00003163229],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016922859,0.00009095718,0.00028762763,0.0000433773,0.000017028777,0.000013387768,0.000034879882,0.00006349008,0.00007094844],"category_scores_gemma":[0.000015347918,0.000074015115,0.00003783788,0.000046041376,0.000009731579,0.00005187824,0.00000807165,0.000039781058,0.000008329768],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000132346895,0.0000063279213,0.000022573497,0.000026653022,0.000024783025,9.927646e-7,0.000053327134,0.99247783,0.0057486426,0.0015322821,0.000011722965,0.000081634826],"study_design_scores_gemma":[0.0014493257,0.000015718588,0.000008945335,0.000032167998,0.000011171381,0.0000032641476,0.000037437116,0.997201,0.00018297604,0.00094182,0.000030735962,0.00008543849],"about_ca_topic_score_codex":0.000078164885,"about_ca_topic_score_gemma":0.00001527069,"teacher_disagreement_score":0.44440043,"about_ca_system_score_codex":0.000011172673,"about_ca_system_score_gemma":0.000005499506,"threshold_uncertainty_score":0.30182487},"labels":[],"label_agreement":null},{"id":"W2001998870","doi":"10.1007/s12206-012-0304-z","title":"Recurrent-neural-network-based identification of a cascade hydraulic actuator for closed-loop automotive power transmission control","year":2012,"lang":"en","type":"article","venue":"Journal of Mechanical Science and Technology","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Ministry of Education, Science and Technology","keywords":"Actuator; Automotive industry; Control theory (sociology); Control engineering; Controller (irrigation); Cascade; Engineering; Transmission (telecommunications); Electro-hydraulic actuator; Hydraulic machinery; Power transmission; Computer science; Power (physics); Control (management); Artificial intelligence; Mechanical engineering","score_opus":0.010242961115483737,"score_gpt":0.2486784914970549,"score_spread":0.23843553038157117,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2001998870","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7741338,0.0011052989,0.22190961,0.0015593712,0.0008280726,0.00035616438,0.000005347527,0.000063526924,0.000038799943],"genre_scores_gemma":[0.9987175,0.000038322487,0.0011117251,0.000045412078,0.00006524291,0.000009759392,2.3094097e-7,0.000008497445,0.0000033329195],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998656,0.000027384349,0.0005761377,0.000103937025,0.0003145341,0.00032200382],"domain_scores_gemma":[0.99902886,0.00015571367,0.00026405242,0.00012420223,0.00027941162,0.00014778782],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018481853,0.00010205373,0.00030999887,0.0002411362,0.00007655063,0.000014256536,0.00027707146,0.00016876493,0.000012046288],"category_scores_gemma":[0.00040418253,0.00007490352,0.00006578949,0.0005529855,0.00014596533,0.00022209079,0.0000117380605,0.00018956873,0.0000017148401],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000882271,0.00019761632,0.0004027863,0.00017534537,0.0000853537,0.0000038922917,0.00037579046,0.0021492736,0.7745536,0.004149762,0.00093821646,0.21688014],"study_design_scores_gemma":[0.0033394767,0.0013827917,0.0013993914,0.00043467814,0.00018282326,0.00029695616,0.0003936846,0.55378157,0.42701724,0.0041541574,0.0072168643,0.00040034167],"about_ca_topic_score_codex":8.64151e-7,"about_ca_topic_score_gemma":4.5146993e-7,"teacher_disagreement_score":0.55163234,"about_ca_system_score_codex":0.000058024925,"about_ca_system_score_gemma":0.000064400585,"threshold_uncertainty_score":0.3054477},"labels":[],"label_agreement":null},{"id":"W2003162108","doi":"10.1115/dscc2011-6121","title":"Friction Fault Detection of an Electrohydrostatic Actuator","year":2011,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Actuator; Robustness (evolution); Control theory (sociology); Kalman filter; Aerospace; Fault detection and isolation; Engineering; Filter (signal processing); Computer science; Control engineering; Artificial intelligence; Control (management)","score_opus":0.013039579567431618,"score_gpt":0.19313241832818823,"score_spread":0.1800928387607566,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2003162108","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87211794,0.00001410435,0.10685663,6.1534473e-7,0.00017925871,0.00007758591,6.447634e-7,0.00020309216,0.020550108],"genre_scores_gemma":[0.99924576,0.0000050381896,0.0006277823,0.000004402902,0.00002528188,0.000009333669,0.0000014990283,0.000012485505,0.00006841429],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99962133,0.00001338473,0.00015143816,0.000053585452,0.00006755563,0.000092697446],"domain_scores_gemma":[0.9998057,0.000010277868,0.000019873336,0.00011219494,0.0000148255795,0.000037144884],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000062213105,0.00005855926,0.00008615667,0.00005059043,0.00001439566,0.0000034861312,0.00004145661,0.000041530966,0.00014188618],"category_scores_gemma":[0.000006297338,0.00005130604,0.000020204428,0.00009316969,0.0000054873703,0.000105991065,0.000002019219,0.000035675985,0.000051100502],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010426009,0.00004482557,0.00009518405,0.0001363046,0.00006167852,0.0000013465435,0.0044099903,0.00076083123,0.9623948,0.00029243296,0.000079590296,0.031712618],"study_design_scores_gemma":[0.00013185224,0.00014016175,0.0016079774,0.000010055933,0.000011954338,0.000012630456,0.00024578205,0.29978946,0.697427,0.00025173105,0.00027036425,0.00010104648],"about_ca_topic_score_codex":0.00017281885,"about_ca_topic_score_gemma":0.00004278816,"teacher_disagreement_score":0.29902864,"about_ca_system_score_codex":0.000019035024,"about_ca_system_score_gemma":0.000003359116,"threshold_uncertainty_score":0.20921996},"labels":[],"label_agreement":null},{"id":"W2003851803","doi":"10.1016/j.mechatronics.2009.01.008","title":"Hardware-in-the-loop simulator for research on fault tolerant control of electrohydraulic actuators in a flight control application","year":2009,"lang":"en","type":"article","venue":"Mechatronics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":98,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Actuator; Hardware-in-the-loop simulation; Flight simulator; Engineering; Simulation; Test bench; Fault (geology); Control engineering; Hydraulic machinery; Control system; Landing gear; Aerodynamics; Computer science; Aerospace engineering; Embedded system; Mechanical engineering","score_opus":0.023407644994847595,"score_gpt":0.30821257286145487,"score_spread":0.28480492786660727,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2003851803","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40218228,0.0012036714,0.5892636,0.0014076409,0.00018262422,0.0045600976,0.000045158282,0.00012825301,0.0010266458],"genre_scores_gemma":[0.99919516,0.000024650531,0.00006801178,0.00018262718,0.00008946988,0.00038276782,0.00001121163,0.000027540527,0.000018573974],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980438,0.00015459923,0.00054371834,0.00023444074,0.00043575928,0.00058768893],"domain_scores_gemma":[0.9986981,0.0006628377,0.00006417657,0.00044208847,0.00007590363,0.000056861376],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017073483,0.00018553788,0.00044645145,0.00026902976,0.00004945383,0.000025547686,0.00035916938,0.00016366957,0.000005124766],"category_scores_gemma":[0.00009370313,0.00014962726,0.000100182035,0.00044393368,0.000017286702,0.0000620978,0.0000041543367,0.0003400725,0.000025097213],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00036616946,0.00032458385,0.00015239771,0.00026368158,0.000080088124,0.000005865416,0.0027302082,0.9093511,0.016351411,0.033735722,0.00076780905,0.035870925],"study_design_scores_gemma":[0.003066824,0.00038040522,0.0001385951,0.00008321271,0.000013086456,0.0000021425806,0.00016744611,0.9806998,0.0024776638,0.0018421978,0.010961415,0.00016726098],"about_ca_topic_score_codex":0.00003202772,"about_ca_topic_score_gemma":0.000068223686,"teacher_disagreement_score":0.5970129,"about_ca_system_score_codex":0.00024055666,"about_ca_system_score_gemma":0.00005721739,"threshold_uncertainty_score":0.61016226},"labels":[],"label_agreement":null},{"id":"W2003869762","doi":"10.1177/1077546314548205","title":"A new tracking error-based adaptive controller for servo-hydraulic actuator control","year":2014,"lang":"en","type":"article","venue":"Journal of Vibration and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Control theory (sociology); Actuator; Tracking error; Controller (irrigation); Overshoot (microwave communication); Servomechanism; Hydraulic cylinder; Servo; Computer science; Compensation (psychology); Control engineering; Engineering; Control (management); Artificial intelligence","score_opus":0.01216989275684512,"score_gpt":0.21842590993610825,"score_spread":0.20625601717926312,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2003869762","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008259008,0.00038842333,0.9890679,0.0011068474,0.00037814537,0.00044149187,0.000008286807,0.00004275963,0.0003071367],"genre_scores_gemma":[0.9961104,0.000005078075,0.0017529932,0.0013347719,0.00071437965,0.000018783214,0.0000011281879,0.000026750915,0.000035745616],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99882,0.00008900567,0.0006040782,0.00009339933,0.00020169167,0.00019178918],"domain_scores_gemma":[0.99874425,0.0005315334,0.00027885905,0.000084799656,0.00015695322,0.00020361597],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00053402287,0.00017337626,0.00053479115,0.00010967233,0.00006812984,0.00009365291,0.00009579279,0.00010440698,0.00003527858],"category_scores_gemma":[0.00014446692,0.00013747299,0.00017064411,0.000058387544,0.000013921971,0.0002568209,0.0000016961349,0.0001334395,0.0000052549854],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0041725957,0.00016426903,0.001563426,0.00046115086,0.002107587,0.000012966999,0.0027717096,0.60197234,0.092204995,0.004417766,0.017103266,0.27304792],"study_design_scores_gemma":[0.015089368,0.00045215467,0.0012427187,0.000101539255,0.00014052511,0.000022675249,0.00009879267,0.97397184,0.00046936906,0.0004156377,0.0078320615,0.00016331142],"about_ca_topic_score_codex":0.000006886103,"about_ca_topic_score_gemma":0.000010807622,"teacher_disagreement_score":0.9878514,"about_ca_system_score_codex":0.000033862965,"about_ca_system_score_gemma":0.00006968182,"threshold_uncertainty_score":0.5605986},"labels":[],"label_agreement":null},{"id":"W2005357793","doi":"10.1016/j.conengprac.2012.02.004","title":"Electrohydraulic force control design of a hardware-in-the-loop load emulator using a nonlinear QFT technique","year":2012,"lang":"en","type":"article","venue":"Control Engineering Practice","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":43,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Control theory (sociology); Quantitative feedback theory; Actuator; Nonlinear system; Control engineering; Engineering; Plant; Control system; Robust control; Computer science; Control (management); Physics","score_opus":0.015211326400709855,"score_gpt":0.24439006084699544,"score_spread":0.2291787344462856,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2005357793","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0033929087,0.0030107053,0.9907756,0.00009346172,0.00038772984,0.0014658322,0.0000096288,0.00027579285,0.0005883622],"genre_scores_gemma":[0.98666865,0.000031256826,0.0124285,0.00015853875,0.00033747507,0.0002599921,0.0000017897856,0.000094172574,0.000019632467],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976745,0.0002501746,0.000687081,0.00019032144,0.00044535517,0.00075253216],"domain_scores_gemma":[0.9970179,0.0020396619,0.00017093829,0.00050707307,0.00012569717,0.00013870836],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002562263,0.0003592626,0.0005995519,0.0001858114,0.00004629227,0.0000462335,0.0003551483,0.00020463053,0.000012601285],"category_scores_gemma":[0.0013809316,0.00032106615,0.00012392175,0.0004606334,0.000022463495,0.0006609126,0.000013404013,0.00048807755,0.000025523466],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000063791114,0.00007157728,0.0000653892,0.00020695207,0.00017601525,0.000015356029,0.00071091333,0.93245405,0.06579604,0.0001301818,0.00007171631,0.00023803329],"study_design_scores_gemma":[0.0015533329,0.00006665867,0.000065526736,0.00015346719,0.00018890803,0.00033992322,0.000088323824,0.9880675,0.0020062153,0.0000043712507,0.007128076,0.0003376836],"about_ca_topic_score_codex":0.00006597616,"about_ca_topic_score_gemma":0.0000012309786,"teacher_disagreement_score":0.9832757,"about_ca_system_score_codex":0.00023003275,"about_ca_system_score_gemma":0.000081074264,"threshold_uncertainty_score":0.9999241},"labels":[],"label_agreement":null},{"id":"W2007244160","doi":"10.1002/rnc.1108","title":"Design and experimental evaluation of a QFT contact task controller for electro‐hydraulic actuators","year":2006,"lang":"en","type":"article","venue":"International Journal of Robust and Nonlinear Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Bombardier (Canada); University of Manitoba; Bombardier Recreational Products (Canada)","funders":"","keywords":"Control theory (sociology); Controller (irrigation); Actuator; Contact force; Hydraulic cylinder; Control engineering; Nonlinear system; Quantitative feedback theory; Transient (computer programming); Plant; Stability (learning theory); Lyapunov function; Engineering; Robust control; Computer science; Control system; Control (management); Mechanical engineering; Physics; Artificial intelligence","score_opus":0.01622904689288255,"score_gpt":0.25667658620093486,"score_spread":0.24044753930805232,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2007244160","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46013933,0.0031474056,0.5353992,0.00016594962,0.00045281657,0.00049280067,0.000021167392,0.000012994575,0.00016834178],"genre_scores_gemma":[0.9965926,0.000030850093,0.0028206008,0.00003861432,0.0004675802,0.000017581464,0.000005137413,0.000015871776,0.000011209534],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988412,0.00006944602,0.0005043438,0.00007605096,0.00039550074,0.00011344043],"domain_scores_gemma":[0.998978,0.00028189627,0.00022122376,0.00004011523,0.0004289794,0.00004977102],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00084361265,0.00012004853,0.00030688423,0.00013084649,0.000023440367,0.000038528284,0.00009829204,0.000059914928,0.00001725664],"category_scores_gemma":[0.00006424786,0.000099408375,0.00008135057,0.000028826724,0.00002254201,0.00014145637,0.0000053176045,0.00007398473,6.483042e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0025131092,0.0003326803,0.0017862548,0.00008426934,0.0024372528,0.000017789402,0.0011037443,0.7270435,0.22481024,0.0006018237,0.003347274,0.03592204],"study_design_scores_gemma":[0.009014405,0.00025010656,0.00042535976,0.00006833393,0.0001258166,0.00010873738,0.00008168303,0.9823355,0.0062934947,0.00017319432,0.0010203425,0.0001029956],"about_ca_topic_score_codex":0.00001631991,"about_ca_topic_score_gemma":0.0000022203023,"teacher_disagreement_score":0.53645325,"about_ca_system_score_codex":0.00006513726,"about_ca_system_score_gemma":0.000049662754,"threshold_uncertainty_score":0.40537557},"labels":[],"label_agreement":null},{"id":"W2007890950","doi":"10.1088/1755-1315/15/6/062061","title":"Experimental study of the pressure fluctuations on propeller turbine runner blades: part 2, transient conditions","year":2012,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université Laval","funders":"","keywords":"Transient (computer programming); Propeller; Turbine; Resistive touchscreen; Transducer; Turbine blade; Residual; Marine engineering; Mechanical engineering; Acoustics; Mechanics; Engineering; Computer science; Physics; Electrical engineering","score_opus":0.01674857481340849,"score_gpt":0.21136987901650187,"score_spread":0.19462130420309337,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2007890950","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99538106,0.0001435848,0.000015324438,0.000029819259,0.00028935788,0.0004200609,0.00003283714,0.000021577804,0.0036663862],"genre_scores_gemma":[0.9994432,0.000016385957,0.000013364845,0.000016940117,0.000029610517,0.000041201976,0.0000034927368,0.000006313254,0.00042954538],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99913424,0.000027245453,0.00016620365,0.00013667693,0.00030963475,0.00022597829],"domain_scores_gemma":[0.99963105,0.000012296449,0.000029824689,0.00020848417,0.000004405214,0.000113942064],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011300514,0.00011733159,0.00011182599,0.000027219881,0.00024012847,0.00002984687,0.0001553847,0.000024654764,0.00044431366],"category_scores_gemma":[0.000005047108,0.000078331956,0.000019727217,0.00010446092,0.0005103916,0.00032014854,0.00003910999,0.000071896844,0.000018446262],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022168519,0.0012968164,0.007372841,0.000056782534,0.00007020564,9.593617e-7,0.06848097,0.014836324,0.9053534,0.00092457875,0.0002588801,0.0013260448],"study_design_scores_gemma":[0.0009377277,0.00090443547,0.43536043,0.00011026669,0.00005846695,0.000035411525,0.050215796,0.006888566,0.49217483,0.000011682539,0.012821677,0.00048071542],"about_ca_topic_score_codex":0.000018316605,"about_ca_topic_score_gemma":0.000010141373,"teacher_disagreement_score":0.42798758,"about_ca_system_score_codex":0.000012311107,"about_ca_system_score_gemma":0.000012040083,"threshold_uncertainty_score":0.4864923},"labels":[],"label_agreement":null},{"id":"W2010183401","doi":"10.4271/2013-01-2232","title":"Reliability Modeling Approach and Hydraulic Actuators Designed Hinge-Moment Capability","year":2013,"lang":"en","type":"article","venue":"SAE International Journal of Aerospace","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Bombardier (Canada)","funders":"","keywords":"Hinge; Reliability (semiconductor); Actuator; Moment (physics); Engineering; Reliability engineering; Computer science; Automotive engineering; Structural engineering; Electrical engineering; Physics; Classical mechanics","score_opus":0.01063506032000678,"score_gpt":0.21933080688489906,"score_spread":0.2086957465648923,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2010183401","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77604634,0.00023779208,0.2207492,0.00044497108,0.0007074338,0.00017171212,0.0000021121898,0.000039371676,0.0016010668],"genre_scores_gemma":[0.99044657,0.000095787786,0.009113634,0.000053935557,0.0002197136,0.00001150959,0.0000017961625,0.00002026624,0.000036812486],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985578,0.000059157614,0.0005681719,0.00013847456,0.00049847906,0.0001778949],"domain_scores_gemma":[0.9990903,0.00009877677,0.00014525067,0.00016383581,0.0003391757,0.00016263175],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006395017,0.00016340161,0.0002758451,0.00009387488,0.00003579662,0.00011171851,0.000300627,0.00008059975,0.00006260954],"category_scores_gemma":[0.00012317246,0.00013439548,0.00009651467,0.00006812855,0.000042252366,0.00043015214,0.000040132396,0.00022576614,0.000018420587],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006237439,0.0002694874,0.007503221,0.00029689673,0.000843949,0.000016418386,0.009517576,0.93116367,0.020847248,0.00040971814,0.006102067,0.022967393],"study_design_scores_gemma":[0.0011162836,0.00010325365,0.00846725,0.00019110659,0.00004689147,0.00026474666,0.0013388731,0.98366654,0.0008821175,0.0024909056,0.0010731639,0.00035885663],"about_ca_topic_score_codex":0.00011845352,"about_ca_topic_score_gemma":0.000005134246,"teacher_disagreement_score":0.2144002,"about_ca_system_score_codex":0.00022468783,"about_ca_system_score_gemma":0.000033996082,"threshold_uncertainty_score":0.54804885},"labels":[],"label_agreement":null},{"id":"W2010789070","doi":"10.1080/14399776.2008.10785983","title":"Equivalent Time-Invariant Modelling of Electrohydraulic Actuators with Application to Robust Control Synthesis","year":2008,"lang":"en","type":"article","venue":"International Journal of Fluid Power","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Actuator; Control theory (sociology); Invariant (physics); LTI system theory; Control engineering; Computer science; Robust control; Control system; Engineering; Control (management); Mathematics; Artificial intelligence; Electrical engineering; Linear system","score_opus":0.01115865707874148,"score_gpt":0.19839386199257705,"score_spread":0.18723520491383558,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2010789070","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2335224,0.00010195563,0.7643722,0.00020445032,0.00021307547,0.0001099643,0.000008249896,0.000020066836,0.0014475882],"genre_scores_gemma":[0.9970951,0.00004958162,0.0025357069,0.000067459005,0.00017705568,0.000010995894,0.0000012758534,0.000026507209,0.000036283298],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985771,0.000028138458,0.00056812586,0.000088689514,0.0005881598,0.00014974597],"domain_scores_gemma":[0.99906045,0.00015226236,0.00018418503,0.00013140052,0.00036093747,0.000110767],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025470307,0.00013319602,0.0002911355,0.0002338107,0.000021669492,0.000014825944,0.00033565142,0.00005090917,0.00012169623],"category_scores_gemma":[0.00004049098,0.000106252905,0.000099845194,0.0001121158,0.000021373133,0.00013896347,0.0000101828455,0.000104344115,0.00005276136],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012361504,0.00004625199,0.00016424742,0.00001051495,0.00043712827,0.000031942454,0.0005803813,0.9768661,0.019745728,0.000120379664,0.0010093318,0.0008643715],"study_design_scores_gemma":[0.001009802,0.0002502043,0.00036813924,0.00036512382,0.00007601424,0.0011080491,0.00006102758,0.96568835,0.027656345,0.000054881086,0.0030790016,0.00028306348],"about_ca_topic_score_codex":0.000014175958,"about_ca_topic_score_gemma":9.095536e-7,"teacher_disagreement_score":0.76357275,"about_ca_system_score_codex":0.00012804732,"about_ca_system_score_gemma":0.000058230602,"threshold_uncertainty_score":0.43328676},"labels":[],"label_agreement":null},{"id":"W2013055625","doi":"10.1016/j.mechatronics.2011.10.007","title":"Improved tracking and switching performance of an electro-pneumatic positioning system","year":2011,"lang":"en","type":"article","venue":"Mechatronics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":62,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Control theory (sociology); Pneumatic actuator; Actuator; Solenoid; Solenoid valve; Engineering; Position (finance); Tracking (education); Controller (irrigation); Control engineering; Control valves; Sliding mode control; Computer science; Control (management); Mechanical engineering; Nonlinear system; Artificial intelligence; Physics","score_opus":0.01029971951840583,"score_gpt":0.1791344721844543,"score_spread":0.16883475266604847,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2013055625","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96754026,0.00043372624,0.029962646,0.0000011644729,0.00016574805,0.0001507913,0.0000014833878,0.00021268631,0.0015314608],"genre_scores_gemma":[0.99716294,0.00002922403,0.0027198924,0.0000032395274,0.000030827898,0.000013673316,0.000002861816,0.00003229041,0.000005065694],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99919826,0.000026837188,0.0003204818,0.000115563525,0.0001004572,0.00023841776],"domain_scores_gemma":[0.99962485,0.00001934551,0.000072717405,0.00019902659,0.000023710787,0.000060353846],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030903466,0.00013047339,0.0002274899,0.00006445919,0.00007161734,0.000021684331,0.00010910448,0.00006880043,0.000006945883],"category_scores_gemma":[0.0000049682767,0.00012685641,0.0000297572,0.00007816918,0.000007824502,0.00024940187,0.00001316555,0.00012517457,0.000004268807],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000841566,0.00012649334,0.0028073448,0.014723345,0.00053855457,0.00001281275,0.04677115,0.02142773,0.7601513,0.023939796,0.00001600953,0.12940127],"study_design_scores_gemma":[0.00019509597,0.00014607115,0.00033413118,0.00031663245,0.000025804808,0.00006081824,0.00084069325,0.9662459,0.031632844,0.000041665153,0.0000089702335,0.00015138972],"about_ca_topic_score_codex":0.000042763502,"about_ca_topic_score_gemma":0.0000059601252,"teacher_disagreement_score":0.94481814,"about_ca_system_score_codex":0.00006486394,"about_ca_system_score_gemma":0.000013993825,"threshold_uncertainty_score":0.51730543},"labels":[],"label_agreement":null},{"id":"W2013639591","doi":"10.1115/fpmc2014-7805","title":"Comparison Between an Intelligent Controller and a Sliding Mode Controller to Positioning Pneumatic Actuators","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Actuator; Control theory (sociology); Pneumatic actuator; Robustness (evolution); Controller (irrigation); Control engineering; Computer science; Engineering; Sliding mode control; Position tracking; Robust control; Control system; Nonlinear system; Control (management); Artificial intelligence","score_opus":0.02046060090162815,"score_gpt":0.28705524699086965,"score_spread":0.2665946460892415,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2013639591","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42936558,0.000035397523,0.56546193,0.00005846699,0.00009739914,0.00031366787,0.000002266705,0.00022788392,0.0044373735],"genre_scores_gemma":[0.9974438,0.0000032120881,0.0020922571,0.0001416962,0.00015251045,0.000045997218,0.000006217307,0.000037774513,0.00007652402],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987403,0.000087075736,0.00050172483,0.00019471865,0.00017996716,0.0002962242],"domain_scores_gemma":[0.9991513,0.00031974528,0.000046069737,0.0001629602,0.000029956334,0.00028995637],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039583977,0.00021077317,0.00059188297,0.00012111898,0.000102924045,0.00012328262,0.00011945781,0.000085460975,0.000040922878],"category_scores_gemma":[0.0000573862,0.00017994334,0.00004803302,0.00009629927,0.0000110986875,0.00013010387,0.000022867138,0.000112187714,0.00011923164],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009045936,0.00013966889,0.04964421,0.0007485713,0.001204995,0.0000027661606,0.038965683,0.51018566,0.015067059,0.021122623,0.004016737,0.35881156],"study_design_scores_gemma":[0.00062761345,0.00010251487,0.0014219804,0.00011333688,0.00003919518,0.0000038837134,0.0006235648,0.9948953,0.0006587648,0.0003867656,0.0008651751,0.00026191294],"about_ca_topic_score_codex":0.00009704437,"about_ca_topic_score_gemma":0.00002627149,"teacher_disagreement_score":0.5680782,"about_ca_system_score_codex":0.000053452335,"about_ca_system_score_gemma":0.0000045149604,"threshold_uncertainty_score":0.7337876},"labels":[],"label_agreement":null},{"id":"W2014592712","doi":"10.1115/imece2004-59522","title":"A Bypass Flow Control System to Improve the Transient Response of an Energy Efficient Hydraulic Pump-Motor System","year":2004,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Overshoot (microwave communication); Transient (computer programming); Variable displacement pump; Control theory (sociology); Transient response; Hydraulic pump; Hydraulic motor; Hydraulic machinery; Steady state (chemistry); Axial piston pump; Flow (mathematics); Control system; Energy (signal processing); Engineering; Computer science; Mechanics; Control (management); Mechanical engineering; Physics; Electrical engineering; Chemistry","score_opus":0.003941406410295261,"score_gpt":0.18114033332114343,"score_spread":0.17719892691084818,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2014592712","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6435149,0.00014354284,0.34950903,0.00020038294,0.0011448617,0.0010842789,0.00007097311,0.0006372833,0.003694785],"genre_scores_gemma":[0.9989841,7.288047e-7,0.0002864699,0.000097425574,0.00014660016,0.00030051108,0.0000025539118,0.00005959003,0.000122027544],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99775994,0.0002690332,0.0007646843,0.00029656876,0.00046463462,0.00044514227],"domain_scores_gemma":[0.99855506,0.00021423642,0.000075808806,0.0007932164,0.000081153165,0.00028054902],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010400588,0.00030122246,0.0005482672,0.00014151724,0.00009033299,0.000049488874,0.00040509086,0.00013158126,0.000009076466],"category_scores_gemma":[0.000028072307,0.00019964357,0.00016698187,0.00029070306,0.000031257954,0.00005013673,0.000016426888,0.00009457952,0.000072539515],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002565978,0.00004374015,8.914066e-7,0.00049325824,0.00011658564,0.000020256153,0.0021909962,0.9476646,0.046728916,0.0017063875,0.000055577824,0.0007221645],"study_design_scores_gemma":[0.0018106175,0.00036234854,0.0001704071,0.0004116977,0.000059133657,0.00009786347,0.003340505,0.97883135,0.01303133,0.0000011056281,0.0015945565,0.00028906675],"about_ca_topic_score_codex":0.0006833371,"about_ca_topic_score_gemma":0.00006567478,"teacher_disagreement_score":0.35546926,"about_ca_system_score_codex":0.00043862636,"about_ca_system_score_gemma":0.00006802792,"threshold_uncertainty_score":0.81412286},"labels":[],"label_agreement":null},{"id":"W2014879627","doi":"10.1115/1.1985438","title":"Sliding-Mode Observer as a Time-Variant Estimator for Control of Pneumatic Systems","year":2004,"lang":"en","type":"article","venue":"Journal of Dynamic Systems Measurement and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Control theory (sociology); Sliding mode control; Observer (physics); Estimator; Actuator; Controller (irrigation); Linearization; Nonlinear system; Mode (computer interface); Pneumatic actuator; Position (finance); Computer science; Feedback linearization; Control engineering; Engineering; Mathematics; Control (management); Physics; Artificial intelligence; Statistics","score_opus":0.01090756434132145,"score_gpt":0.21322070483132394,"score_spread":0.20231314049000249,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2014879627","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.119730406,0.01821764,0.8552986,0.00020439322,0.0033313066,0.0026274037,0.000072886134,0.000093299954,0.00042407273],"genre_scores_gemma":[0.9993723,0.000044400946,0.00015405382,0.000014861083,0.00021291558,0.000094883624,0.0000014986787,0.00005520148,0.000049886024],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9966555,0.00014392647,0.0017658931,0.00016289236,0.00090805,0.00036373085],"domain_scores_gemma":[0.9978474,0.00022226303,0.0008437128,0.00025393424,0.0006130261,0.00021968715],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0024315678,0.0003293997,0.0013587923,0.00019806848,0.000081337006,0.00011057684,0.00024936665,0.00015838037,0.0000041691223],"category_scores_gemma":[0.00023847276,0.00026051034,0.000265106,0.00010554391,0.000026724565,0.00020355202,0.0000067235355,0.00015531584,0.000012034803],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000414996,0.0002140132,0.00053682044,0.007150134,0.0041726218,0.000070229755,0.0012397465,0.8609697,0.120463386,0.0034350904,0.00041144408,0.00092181476],"study_design_scores_gemma":[0.012160659,0.0005640736,0.0002505687,0.0041134562,0.00060175237,0.0008506305,0.0005438205,0.9800126,0.00007564673,0.00017345058,0.00030945597,0.00034386278],"about_ca_topic_score_codex":0.00011501439,"about_ca_topic_score_gemma":0.0000075294433,"teacher_disagreement_score":0.8796419,"about_ca_system_score_codex":0.00038874533,"about_ca_system_score_gemma":0.0001808008,"threshold_uncertainty_score":0.9999847},"labels":[],"label_agreement":null},{"id":"W2015249799","doi":"10.1109/iros.2010.5650759","title":"High speed electro-hydraulic actuator for a scara type robotic arm","year":2010,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"SCARA; Actuator; Rotary actuator; Servomotor; Hydraulic cylinder; Robotic arm; Electro-hydraulic actuator; Torque; Servo; Robot; Hydraulic machinery; Computer science; Electrohydraulic servo valve; Control theory (sociology); Pneumatic actuator; Engineering; Control engineering; Mechanical engineering; Artificial intelligence; Control (management)","score_opus":0.010285276387558846,"score_gpt":0.22070232811061172,"score_spread":0.21041705172305286,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2015249799","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90124726,0.000101551326,0.05421629,0.00038421422,0.0051496895,0.0010429294,0.0000051988154,0.001242816,0.036610022],"genre_scores_gemma":[0.9935766,0.0000062060217,0.0039428873,0.00012194745,0.00046877077,0.000022101754,0.000013135666,0.000053504642,0.0017948783],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991411,0.000007679356,0.00023416751,0.00015212731,0.00011893562,0.00034596614],"domain_scores_gemma":[0.99940866,0.00010489731,0.000024273626,0.00029792564,0.00004461741,0.000119633965],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013403407,0.00017126455,0.00025780703,0.000061609106,0.000043335185,0.00004328851,0.00016861003,0.0001289908,0.000586483],"category_scores_gemma":[0.00005741385,0.00014442006,0.00007110966,0.00015258377,0.000015498741,0.00006973715,0.000009962114,0.0001626412,0.00052279053],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006377595,0.00019455541,0.00039619106,0.0008524583,0.00061845744,0.000012638374,0.0012506181,0.06980223,0.74043554,0.026996383,0.13937363,0.0200035],"study_design_scores_gemma":[0.0019869509,0.00042339708,0.0011781623,0.0000677571,0.00012702018,0.00011810784,0.00012123312,0.7677488,0.08766181,0.0030648725,0.13626812,0.0012338125],"about_ca_topic_score_codex":0.00005873431,"about_ca_topic_score_gemma":0.000047338446,"teacher_disagreement_score":0.69794655,"about_ca_system_score_codex":0.00002648154,"about_ca_system_score_gemma":0.000026315047,"threshold_uncertainty_score":0.6719589},"labels":[],"label_agreement":null},{"id":"W2016075451","doi":"10.1115/pvp2007-26773","title":"Acoustic Noise Reduction in Large-Diameter Steam-Line Gate Valves","year":2007,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Atomic Energy (Canada)","funders":"","keywords":"Piping; Gate valve; Noise (video); Vibration; Acoustics; Noise reduction; Engineering; Materials science; Mechanical engineering; Structural engineering; Computer science; Physics","score_opus":0.010898173372749634,"score_gpt":0.23488286524732213,"score_spread":0.22398469187457248,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2016075451","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7337821,0.00021242206,0.23460206,0.000031490057,0.0009820518,0.00018835325,0.0000023733182,0.00032044272,0.02987869],"genre_scores_gemma":[0.99753994,0.000026730137,0.00077185145,0.000025618745,0.00019172856,0.0000062662393,0.0000043467408,0.00002355748,0.0014099692],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99920505,0.000014621135,0.00029555074,0.00010595822,0.00010768673,0.0002711212],"domain_scores_gemma":[0.9997037,0.000047119727,0.000016067364,0.00015737407,0.000013498672,0.000062231156],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004623514,0.00010470368,0.00014818514,0.00012035085,0.000016425436,0.000012125795,0.000060664148,0.000073987954,0.00021779342],"category_scores_gemma":[0.000022259153,0.00009247443,0.000037650654,0.00017550317,0.00000870169,0.00008372838,0.000009081333,0.00009809754,0.00021162766],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033348075,0.0001876249,0.003988559,0.00072733965,0.00013719777,0.00006255058,0.0056720953,0.8150671,0.14007062,0.00046405886,0.0073911245,0.026198395],"study_design_scores_gemma":[0.0021911466,0.00011524075,0.020839708,0.00037436056,0.000050772076,0.00013996058,0.0042412337,0.9316984,0.02966506,0.0005168024,0.009154755,0.0010125696],"about_ca_topic_score_codex":0.00005020634,"about_ca_topic_score_gemma":0.00017853557,"teacher_disagreement_score":0.26375782,"about_ca_system_score_codex":0.000052755684,"about_ca_system_score_gemma":0.000006606893,"threshold_uncertainty_score":0.37709978},"labels":[],"label_agreement":null},{"id":"W2016429650","doi":"10.1115/dscc2009-2622","title":"Modeling and Robust Discrete-Time Sliding Mode Control Design for a Fluid Power Electrohydraulic Actuator (EHA) System","year":2009,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Control theory (sociology); Actuator; Nonlinear system; Sliding mode control; Discrete time and continuous time; Controller (irrigation); Hydraulic cylinder; Hydraulic machinery; Linear matrix inequality; Electro-hydraulic actuator; Robust control; Bounded function; Computer science; Engineering; Mathematics; Mathematical optimization; Control (management); Physics; Artificial intelligence","score_opus":0.011870888604894249,"score_gpt":0.20887316091408425,"score_spread":0.19700227230919,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2016429650","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.039693553,0.0004268972,0.95466167,0.00009140798,0.00011886661,0.001001924,0.000010031732,0.00073930656,0.0032563375],"genre_scores_gemma":[0.9903433,0.000010673173,0.009148254,0.00008420094,0.00011982059,0.0000990276,0.000006113902,0.000060962648,0.00012767385],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984612,0.000053380158,0.0004657702,0.0002854565,0.0001864199,0.0005477873],"domain_scores_gemma":[0.9992939,0.00017928275,0.00003501301,0.0002614064,0.000046819856,0.00018353487],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00040747557,0.00031247464,0.00052521215,0.00011035862,0.00012539244,0.00011545696,0.00015189045,0.00015322311,0.000016183147],"category_scores_gemma":[0.00003765544,0.00026747826,0.0001032805,0.000111531815,0.000007273519,0.00021313035,0.000007582134,0.00009934103,0.000031779353],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036272264,0.000007744913,0.0000015008322,0.00011411297,0.00008507684,0.0000025159793,0.00037761003,0.95264894,0.044593304,0.0011485656,0.0006021843,0.00038214857],"study_design_scores_gemma":[0.0009091246,0.00013223616,0.000002053998,0.00013929822,0.000052488685,0.00004065184,0.00017630174,0.9965741,0.0014841356,0.00010213868,0.000053926018,0.00033353493],"about_ca_topic_score_codex":0.000016717006,"about_ca_topic_score_gemma":0.0000015352746,"teacher_disagreement_score":0.95064974,"about_ca_system_score_codex":0.00012970596,"about_ca_system_score_gemma":0.000022735361,"threshold_uncertainty_score":0.99997777},"labels":[],"label_agreement":null},{"id":"W2017099259","doi":"10.1007/s00170-014-5910-8","title":"Robust H ∞ sliding mode control with pole placement for a fluid power electrohydraulic actuator (EHA) system","year":2014,"lang":"en","type":"article","venue":"The International Journal of Advanced Manufacturing Technology","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":100,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Control theory (sociology); Actuator; Nonlinear system; Sliding mode control; Mode (computer interface); Controller (irrigation); Engineering; Noise (video); Variable structure control; Power (physics); Integral sliding mode; Control engineering; Computer science; Control (management); Physics","score_opus":0.005683927685942512,"score_gpt":0.20613290033806475,"score_spread":0.20044897265212225,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2017099259","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.52342254,0.00011576319,0.47376254,0.0010973475,0.00072576304,0.00025391547,0.000006031175,0.00018499674,0.0004311001],"genre_scores_gemma":[0.99433625,0.000019197885,0.005231258,0.000082625666,0.00020944884,0.00004707866,0.00000153354,0.000042171425,0.000030433652],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99872535,0.00002193366,0.00048534598,0.00012854641,0.0003459969,0.00029279388],"domain_scores_gemma":[0.99905854,0.00021027176,0.00029112233,0.00023442054,0.0001529976,0.00005264074],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003456167,0.00019881452,0.00034306286,0.00030606825,0.00007439502,0.000042702166,0.00077448564,0.00009520927,0.000008416922],"category_scores_gemma":[0.00006068468,0.00013180898,0.000091456284,0.00006160119,0.00003512381,0.00013778695,0.000033570137,0.00025512022,0.0000064312],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00038439938,0.000023511115,0.000020251626,0.00006926643,0.00069017365,0.00001586835,0.00021969754,0.92113364,0.06660764,0.004738891,0.00037390302,0.0057227556],"study_design_scores_gemma":[0.0063652364,0.0009695395,0.0000682426,0.0008511068,0.00013248307,0.0020471339,0.0015592508,0.18952814,0.7715546,0.0021542623,0.024255056,0.00051494315],"about_ca_topic_score_codex":0.0000030245685,"about_ca_topic_score_gemma":0.0000062513222,"teacher_disagreement_score":0.7316055,"about_ca_system_score_codex":0.0003298298,"about_ca_system_score_gemma":0.000026983937,"threshold_uncertainty_score":0.5375014},"labels":[],"label_agreement":null},{"id":"W2017662071","doi":"10.1016/s0957-4158(99)00042-2","title":"Modeling and identification of electrohydraulic servos","year":2000,"lang":"en","type":"article","venue":"Mechatronics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":53,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Servomechanism; Identification (biology); Control engineering; Control theory (sociology); Actuator; System identification; Engineering; Computer science; Linear model; Control (management); Artificial intelligence; Data modeling; Machine learning","score_opus":0.005633118260623161,"score_gpt":0.18869533275171174,"score_spread":0.1830622144910886,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2017662071","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93462616,0.0015186181,0.06182987,0.000021628992,0.00006511372,0.00010065097,0.0000029159805,0.00010689851,0.0017281604],"genre_scores_gemma":[0.99918866,0.00042072064,0.00018879498,0.000006717133,0.000025386036,0.000008340716,0.0000049896757,0.000015632857,0.00014076068],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994579,0.000011020578,0.00023740096,0.00007783269,0.000087735214,0.00012812477],"domain_scores_gemma":[0.99978703,0.000008281887,0.000014163467,0.0001498141,0.0000120414625,0.000028684486],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013541731,0.00006891142,0.00011436135,0.00003167229,0.000020812848,0.00001166951,0.00006399706,0.000047990692,0.000059219463],"category_scores_gemma":[0.0000030466429,0.00007062601,0.000021946702,0.00007722216,0.000005712181,0.00006517907,0.0000040526966,0.00005383997,0.000041065825],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000025793584,0.0000072288994,0.000019045654,0.00014937157,0.00002884685,2.6292312e-7,0.0006167729,0.9451034,0.021650951,0.0010960962,0.000055700322,0.03126972],"study_design_scores_gemma":[0.00009044394,0.000009160772,0.0000106033585,0.00001618429,0.000008690776,0.000004547051,0.000038182145,0.9942491,0.004093035,0.0006621908,0.0007500016,0.000067830784],"about_ca_topic_score_codex":0.00001932903,"about_ca_topic_score_gemma":0.000006028913,"teacher_disagreement_score":0.064562514,"about_ca_system_score_codex":0.000020810992,"about_ca_system_score_gemma":0.0000071519435,"threshold_uncertainty_score":0.28800452},"labels":[],"label_agreement":null},{"id":"W2017898451","doi":"10.1115/imece2004-61272","title":"Asymptotic Force Control of Hydraulic Actuators With Friction: Theory and Experiments","year":2004,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Control theory (sociology); Nonlinear system; Actuator; Exponential stability; Lyapunov function; Stiffness; Lyapunov stability; Convergence (economics); Mathematics; Hydraulic cylinder; Engineering; Computer science; Control (management); Physics; Structural engineering; Mechanical engineering","score_opus":0.004951365405772592,"score_gpt":0.19357859352258275,"score_spread":0.18862722811681015,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2017898451","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.45961213,0.00030082557,0.5111559,0.00001804052,0.00009836054,0.00018635872,0.0000010687888,0.00012978278,0.028497519],"genre_scores_gemma":[0.9994094,0.000009944203,0.00028804492,0.000045475932,0.000025929476,0.000017955186,6.559332e-7,0.00001720554,0.00018538254],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99952453,0.000017186707,0.0001553509,0.00008077654,0.00010469694,0.00011743589],"domain_scores_gemma":[0.9997199,0.000059902035,0.000023380077,0.00012668772,0.000011969161,0.000058161204],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000105758634,0.0001022022,0.00016933074,0.000037040863,0.000023954693,0.000009347057,0.000046512763,0.00004025906,0.00006544281],"category_scores_gemma":[0.000006697534,0.00007324981,0.00001960181,0.00006583833,0.000028561586,0.000073407195,0.000004641743,0.000036374837,0.00001516767],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004567725,0.00038085447,0.015228163,0.001678244,0.0030890142,0.000051714116,0.046628796,0.5284611,0.04420324,0.3267995,0.00073692034,0.032285675],"study_design_scores_gemma":[0.071658164,0.00496312,0.03892217,0.003604246,0.0011221552,0.0014388459,0.04096765,0.23656647,0.5378591,0.046984464,0.009543008,0.006370606],"about_ca_topic_score_codex":0.00002379535,"about_ca_topic_score_gemma":0.0000030522644,"teacher_disagreement_score":0.5397973,"about_ca_system_score_codex":0.00002418472,"about_ca_system_score_gemma":0.000009232613,"threshold_uncertainty_score":0.29870403},"labels":[],"label_agreement":null},{"id":"W2018257068","doi":"10.1109/tcst.2006.886440","title":"Flatness-Based Feedback Control of an Automotive Solenoid Valve","year":2007,"lang":"en","type":"article","venue":"IEEE Transactions on Control Systems Technology","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":68,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Control theory (sociology); Flatness (cosmology); Camshaft; Solenoid valve; Actuator; Nonlinear system; Control engineering; Engineering; Repetitive control; Testbed; Crankshaft; Nonlinear control; Control system; Feedback linearization; Control valves; Tracking error; Motion control; Spline (mechanical); Solenoid; Computer science; Mechanical engineering; Control (management)","score_opus":0.006247703974717001,"score_gpt":0.21731180579408702,"score_spread":0.21106410181937002,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2018257068","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06961031,0.00035875943,0.9244644,0.000095039715,0.0019303651,0.0010529218,0.000113650465,0.0014739183,0.0009006528],"genre_scores_gemma":[0.9993332,0.0000046617915,0.00019002342,0.000047827434,0.00008546223,0.00019240282,0.0000023200553,0.000076551274,0.00006757038],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977532,0.00009967583,0.0009359973,0.00033471154,0.00030290874,0.0005734761],"domain_scores_gemma":[0.99840003,0.00035443256,0.00017944157,0.00070299354,0.00021682728,0.0001462493],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00070763065,0.0003608771,0.00087295147,0.0007997195,0.00011239977,0.00002134312,0.00036413825,0.0006493998,0.00003089411],"category_scores_gemma":[0.000015148617,0.00035132383,0.00023808471,0.00045921133,0.00017105225,0.000113833514,4.7911806e-7,0.00044167126,0.00009145348],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014603787,0.00023800823,0.000078148885,0.00032675537,0.0006603929,0.000026453414,0.00020757972,0.94515526,0.03769604,0.00029718332,0.000042996082,0.015125136],"study_design_scores_gemma":[0.007657244,0.000820406,0.0001750868,0.0003467429,0.00026170697,0.0001146716,0.00086925563,0.92857504,0.05954167,0.000077734425,0.000953233,0.00060720934],"about_ca_topic_score_codex":0.00011124587,"about_ca_topic_score_gemma":0.00015291265,"teacher_disagreement_score":0.92972285,"about_ca_system_score_codex":0.00017158437,"about_ca_system_score_gemma":0.000053262454,"threshold_uncertainty_score":0.9998939},"labels":[],"label_agreement":null},{"id":"W2018687715","doi":"10.1016/s0029-5493(99)00235-6","title":"Acoustic characterization of a CANDU primary heat transport pump at the blade-passing frequency","year":2000,"lang":"en","type":"article","venue":"Nuclear Engineering and Design","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hydro One (Canada)","funders":"","keywords":"Acoustics; Superposition principle; Acoustic resonance; Sound pressure; Mechanics; Thermoacoustic heat engine; Resonance (particle physics); Materials science; Physics; Thermodynamics; Atomic physics; Heat exchanger","score_opus":0.007402617109729367,"score_gpt":0.15847360946262032,"score_spread":0.15107099235289095,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2018687715","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94686276,0.00025260696,0.050365612,0.00003275159,0.00014542899,0.00019883408,0.000010534339,0.00024812313,0.0018833516],"genre_scores_gemma":[0.99914044,0.00017847917,0.00036390536,0.000024995887,0.000060569928,0.0000085689235,0.000009680811,0.000048351747,0.00016501088],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993657,0.000016930406,0.00022383692,0.00010482401,0.00011780301,0.00017089644],"domain_scores_gemma":[0.9997208,0.00004510565,0.000013518286,0.00015285621,0.000009474507,0.000058258487],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013699087,0.00013572685,0.00018986013,0.000038187078,0.000059452876,0.000016725844,0.000071268536,0.000075242526,0.00021040249],"category_scores_gemma":[0.0000041079675,0.00011008633,0.000034086213,0.00010233869,0.00002249953,0.00007711554,0.000003826069,0.000091380774,0.000022048725],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009684015,0.000008264034,0.0000717511,0.00031795102,0.00004578189,0.000006568,0.0017264135,0.3774354,0.615825,0.00002047152,0.000072562216,0.004460149],"study_design_scores_gemma":[0.0004145123,0.00006567014,0.016506353,0.0003293762,0.00007406404,0.00010611816,0.000039028015,0.9723714,0.0035929184,0.000008024593,0.006117318,0.00037523813],"about_ca_topic_score_codex":0.000028677165,"about_ca_topic_score_gemma":0.0000011871138,"teacher_disagreement_score":0.6122321,"about_ca_system_score_codex":0.000046352725,"about_ca_system_score_gemma":0.000008829753,"threshold_uncertainty_score":0.44891903},"labels":[],"label_agreement":null},{"id":"W2021089212","doi":"10.1080/14399776.2002.10781128","title":"On the Development of a Real-Time Simulator Engine for a Hydraulic Forestry Machine","year":2002,"lang":"en","type":"article","venue":"International Journal of Fluid Power","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Space Agency","funders":"North Dakota State University","keywords":"Simulation; Development (topology); Hydraulic machinery; Computer science; Engineering; Mechanical engineering","score_opus":0.01347206677783083,"score_gpt":0.2323248126366903,"score_spread":0.21885274585885947,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2021089212","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95690924,0.00031701094,0.030251436,0.00078012195,0.0014219601,0.00020974549,0.000026668764,0.000031462052,0.010052362],"genre_scores_gemma":[0.99837327,0.000019517032,0.0010812049,0.00007847804,0.00015019295,0.0000057682587,0.0000022787613,0.000019829347,0.00026948503],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988586,0.00001479122,0.00057901203,0.000051791434,0.0003876543,0.00010820341],"domain_scores_gemma":[0.9991767,0.00036193596,0.00013868113,0.000099609766,0.00017182459,0.000051246912],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002942724,0.00010743274,0.00018262777,0.000114055845,0.000020898253,0.000017266748,0.00032162116,0.000042715,0.00072389195],"category_scores_gemma":[0.000117580654,0.000071198025,0.00011910584,0.00004825618,0.000013640341,0.00006124294,0.000013396594,0.0000905566,0.000050322986],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00049310987,0.00078500574,0.0008371225,0.00022998558,0.005108529,0.00009793686,0.019864464,0.6853942,0.06824556,0.005542622,0.18191554,0.03148587],"study_design_scores_gemma":[0.0020879402,0.0002766736,0.0009927572,0.0006246014,0.000036197795,0.00017281773,0.000109819084,0.906218,0.015272701,0.00054643536,0.073352665,0.00030937832],"about_ca_topic_score_codex":0.0000015266884,"about_ca_topic_score_gemma":5.885126e-7,"teacher_disagreement_score":0.22082376,"about_ca_system_score_codex":0.00007253875,"about_ca_system_score_gemma":0.000018595734,"threshold_uncertainty_score":0.79261094},"labels":[],"label_agreement":null},{"id":"W2021172964","doi":"10.1016/j.mechatronics.2010.09.003","title":"Position control of high performance hydrostatic actuation system using a simple adaptive control (SAC) method","year":2010,"lang":"en","type":"article","venue":"Mechatronics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":56,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Simple (philosophy); Control theory (sociology); Position (finance); Hydrostatic equilibrium; Control (management); Adaptive control; Control engineering; Engineering; Actuator; Computer science; Physics; Artificial intelligence; Electrical engineering","score_opus":0.007367364197572578,"score_gpt":0.21706565373074063,"score_spread":0.20969828953316805,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2021172964","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.44356352,0.000046973328,0.5554883,0.0000066960015,0.00033629104,0.00030976205,0.00004141404,0.00009620079,0.00011086443],"genre_scores_gemma":[0.9915553,0.0000034053226,0.008225012,0.000015780144,0.000102105005,0.00003645333,0.000017094279,0.000039679475,0.000005183091],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998814,0.000077699486,0.00044631574,0.0001459143,0.00024364506,0.00027243758],"domain_scores_gemma":[0.9992312,0.00018221361,0.00016259006,0.00026983983,0.0000890653,0.00006507278],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00059798674,0.00018043933,0.00040858905,0.00008724654,0.0000729357,0.00002052934,0.00011961368,0.00014125402,0.000023598654],"category_scores_gemma":[0.000023307564,0.00017275487,0.00006795479,0.0001230348,0.000016449272,0.0001738826,0.000007846904,0.00021008999,0.000022593813],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005576012,0.000022453438,0.00008451714,0.0006281482,0.00021323937,0.0000019371848,0.0007750324,0.796106,0.18563093,0.009703059,0.000016345944,0.006762612],"study_design_scores_gemma":[0.0012280163,0.00008804336,0.00009019993,0.00009491859,0.00011314506,0.000029614268,0.00026712668,0.9860924,0.011586872,0.00019336584,0.000054489683,0.00016184102],"about_ca_topic_score_codex":0.00011356522,"about_ca_topic_score_gemma":0.00001683076,"teacher_disagreement_score":0.54799175,"about_ca_system_score_codex":0.00016373779,"about_ca_system_score_gemma":0.000051318308,"threshold_uncertainty_score":0.70447385},"labels":[],"label_agreement":null},{"id":"W2022178724","doi":"10.1109/iecon.2012.6389519","title":"Multidomain high-detailed modeling of an electro-hydrostatic actuator and advanced position control","year":2012,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Control theory (sociology); Actuator; Integrator; Feed forward; Control engineering; Cascade; Position (finance); Controller (irrigation); Computer science; Displacement (psychology); PID controller; Fuzzy logic; Regulator; Electro-hydraulic actuator; Engineering; Control (management); Voltage; Temperature control; Artificial intelligence","score_opus":0.004410875677776214,"score_gpt":0.19834588408384168,"score_spread":0.19393500840606548,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2022178724","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7747769,0.00016665044,0.22424126,0.000009234547,0.000076244585,0.0001835098,0.0000046202285,0.00009957878,0.0004420144],"genre_scores_gemma":[0.99493325,0.000011364294,0.004914214,0.00002567747,0.00004807465,0.000021402257,0.000009350048,0.00002245453,0.000014241107],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993333,0.000034390257,0.00023801101,0.00007424319,0.00009727863,0.00022278406],"domain_scores_gemma":[0.9996602,0.00006125185,0.000028207596,0.00012453464,0.00001813019,0.00010769681],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016607296,0.00010943299,0.00021850436,0.000043398213,0.000025064699,0.000008797693,0.000040176274,0.00005005122,0.000032325246],"category_scores_gemma":[0.000014079221,0.00009400807,0.00002133099,0.0000471299,0.000009384596,0.0002660736,0.0000038346398,0.00005016769,0.000009225297],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005198874,0.00007475786,0.00065035943,0.00028595983,0.00012932508,0.0000011469218,0.0021412384,0.36631942,0.6229801,0.0012554753,0.000024715475,0.0060854945],"study_design_scores_gemma":[0.0009495321,0.000049305865,0.00030669192,0.000026555275,0.00002199108,0.000008502816,0.00015884665,0.9900099,0.008212144,0.00013176462,0.000008235403,0.00011653918],"about_ca_topic_score_codex":0.00003733666,"about_ca_topic_score_gemma":0.00000755743,"teacher_disagreement_score":0.6236905,"about_ca_system_score_codex":0.000026403335,"about_ca_system_score_gemma":0.000004669349,"threshold_uncertainty_score":0.38335377},"labels":[],"label_agreement":null},{"id":"W2022301894","doi":"10.1177/1077546313498616","title":"Implementation and verification of real-time hybrid simulation (RTHS) using a shake table for research and education","year":2013,"lang":"en","type":"article","venue":"Journal of Vibration and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":45,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Earthquake shaking table; Shake; Substructure; Computer science; Table (database); Controller (irrigation); Simulation; Software; Engineering; Structural engineering; Mechanical engineering","score_opus":0.03483958242679129,"score_gpt":0.34367798155599044,"score_spread":0.30883839912919914,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2022301894","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8764403,0.00034054593,0.12253636,0.00010646645,0.00006087284,0.0004177037,0.000005078532,0.000005626226,0.00008703715],"genre_scores_gemma":[0.9985352,0.00009809052,0.0012165889,0.000011422476,0.00009250019,0.000015276062,0.0000055917258,0.000007372509,0.000017968632],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993799,0.000042769712,0.000338889,0.000052055366,0.000114213566,0.00007217043],"domain_scores_gemma":[0.9993058,0.00015173634,0.00014546353,0.000043056232,0.00030597654,0.000047974467],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045440605,0.00004918638,0.00013118496,0.0001106617,0.000057378948,0.00006476666,0.000020107353,0.000027416516,0.00002557388],"category_scores_gemma":[0.000030461415,0.00004481617,0.000011983439,0.00005163594,0.000016786365,0.0004031292,0.0000026567425,0.00003825695,5.9591497e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000648727,0.00004155826,0.0024990179,0.00030393695,0.00006377036,1.1489171e-7,0.0010991066,0.023813782,0.8938274,0.00042273643,0.0007072903,0.077156454],"study_design_scores_gemma":[0.001094809,0.0001720269,0.0068609957,0.00006704436,0.000026813817,0.000015162829,0.0008110951,0.98495954,0.0049034175,0.00080965814,0.00022077667,0.000058631114],"about_ca_topic_score_codex":0.00004873174,"about_ca_topic_score_gemma":0.0000024554993,"teacher_disagreement_score":0.96114576,"about_ca_system_score_codex":0.000023294873,"about_ca_system_score_gemma":0.00004376104,"threshold_uncertainty_score":0.18275504},"labels":[],"label_agreement":null},{"id":"W2022837863","doi":"10.1109/cdc.2011.6160784","title":"Optimal PI tuning rules for flow loop, based on Modified Relay Feedback Test","year":2011,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Relay; Control theory (sociology); Loop (graph theory); Feedback loop; Pi; Computer science; Flow (mathematics); PID controller; Control engineering; Engineering; Mathematics; Physics; Control (management); Artificial intelligence","score_opus":0.0330097684087746,"score_gpt":0.21249903434325143,"score_spread":0.17948926593447684,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2022837863","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05179216,0.000030019286,0.7445811,0.00003386958,0.00042432477,0.0003846798,0.000023303603,0.0005645323,0.20216602],"genre_scores_gemma":[0.9459361,0.0000020042387,0.051671978,0.00007881996,0.00010004125,0.000068995345,0.00001826528,0.00005091272,0.0020728982],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992179,0.0000127386975,0.0002429079,0.00015027326,0.00011343356,0.00026272054],"domain_scores_gemma":[0.9993398,0.00025527348,0.000023516905,0.00026309988,0.000025637726,0.00009266152],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018865816,0.00016665958,0.00020599838,0.00006508828,0.000052837906,0.000021444412,0.00014027354,0.00009810836,0.00032662068],"category_scores_gemma":[0.000068239926,0.0001412577,0.00007767426,0.0000620859,0.000014419556,0.000061740655,0.00000865238,0.00008233951,0.00032399542],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025093495,0.00006357486,0.00030994017,0.00021872403,0.000039897026,0.000004768659,0.0008012649,0.9862158,0.0009904543,0.0005590766,0.007232874,0.0035385536],"study_design_scores_gemma":[0.00050480285,0.00009449228,0.00026706592,0.00008743521,0.000011334022,0.0000024468354,0.00009918014,0.99605286,0.0017552855,0.00001762755,0.00091215887,0.0001953059],"about_ca_topic_score_codex":0.000035350935,"about_ca_topic_score_gemma":0.000005391669,"teacher_disagreement_score":0.89414394,"about_ca_system_score_codex":0.000031592448,"about_ca_system_score_gemma":0.000013118511,"threshold_uncertainty_score":0.5760322},"labels":[],"label_agreement":null},{"id":"W2023124019","doi":"10.1115/dscc2011-5990","title":"Waveform Analysis of an Electro-Hydraulic Vibrator","year":2011,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Electrohydraulic servo valve; Waveform; Bandwidth (computing); Vibration; Servo bandwidth; Acoustics; Hydraulic machinery; Control theory (sociology); Vibrator (electronic); Servo; Computer science; Engineering; Servo control; Voltage; Physics; Mechanical engineering; Electrical engineering; Telecommunications; Control (management)","score_opus":0.01678177657039678,"score_gpt":0.20002201794993338,"score_spread":0.1832402413795366,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2023124019","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7521522,0.000046896963,0.026592039,0.000002854145,0.000086365544,0.00007880687,0.00000383634,0.00024184806,0.22079514],"genre_scores_gemma":[0.9989164,0.0000061715186,0.00083640934,0.000028427961,0.000022436072,0.0000067804617,0.000009204552,0.000014845592,0.00015931058],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993681,0.000013042061,0.00025972576,0.000088887355,0.000105801686,0.00016449811],"domain_scores_gemma":[0.9995736,0.000012830434,0.000026867343,0.0002858166,0.000019126293,0.00008178237],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00010715088,0.0000952124,0.00026961538,0.00019742985,0.000012965024,0.0000058310434,0.00013088985,0.000056113964,0.001221166],"category_scores_gemma":[0.0000042192796,0.00007569063,0.00009336616,0.0005753087,0.000011910156,0.000112332105,0.000006812393,0.00004193519,0.000051335053],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016491763,0.0016587708,0.08010701,0.002053399,0.051516168,0.000107577405,0.10628596,0.15657826,0.33870307,0.05573,0.014057194,0.19303767],"study_design_scores_gemma":[0.00020617126,0.00012979323,0.021788882,0.000010609488,0.0005488224,0.000005605511,0.00043642757,0.8534592,0.12115689,0.00020520017,0.0017294566,0.0003229793],"about_ca_topic_score_codex":0.00026086645,"about_ca_topic_score_gemma":0.00010641741,"teacher_disagreement_score":0.6968809,"about_ca_system_score_codex":0.000016954044,"about_ca_system_score_gemma":0.000007081709,"threshold_uncertainty_score":0.99969184},"labels":[],"label_agreement":null},{"id":"W2024576559","doi":"10.1016/s0029-5493(99)00257-5","title":"Investigation of waterhammer in piping networks with voids containing non-condensable gas","year":2000,"lang":"en","type":"article","venue":"Nuclear Engineering and Design","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Atomic Energy (Canada)","funders":"","keywords":"Piping; Forensic engineering; Materials science; Nuclear engineering; Engineering; Mechanical engineering","score_opus":0.009726647296782182,"score_gpt":0.15816163779126988,"score_spread":0.1484349904944877,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2024576559","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9333383,0.00018181243,0.06492304,0.000010138469,0.00005741584,0.00014789183,3.4588888e-7,0.00014657015,0.00119447],"genre_scores_gemma":[0.9963708,0.000045430388,0.0034485725,0.000013973937,0.000034672274,0.000007295043,0.0000013226543,0.000042028667,0.00003589674],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99941224,0.000014552389,0.00020120681,0.000101804915,0.00007389405,0.00019627814],"domain_scores_gemma":[0.9997695,0.00005184855,0.000015276664,0.000092716815,0.000009400652,0.00006127735],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020129106,0.00012260547,0.00020299337,0.0000702002,0.00001914596,0.000022173912,0.000047450398,0.00007259569,0.00004504964],"category_scores_gemma":[0.0000043031505,0.0001116323,0.0000136694525,0.0001290285,0.000016681326,0.00009027525,0.000004078556,0.00011642681,0.000008639739],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012746765,0.0000014010229,0.0004067252,0.00008392801,0.000016763284,0.0000050542844,0.001423324,0.9918143,0.004037346,0.00001876089,0.00007209544,0.0021075467],"study_design_scores_gemma":[0.0003411858,0.000065555665,0.00078618614,0.0003235636,0.0000065458144,0.000017443828,0.00009256878,0.9970616,0.00092806283,0.000006976732,0.00022883088,0.00014146493],"about_ca_topic_score_codex":0.000059509413,"about_ca_topic_score_gemma":0.0000019404758,"teacher_disagreement_score":0.06303249,"about_ca_system_score_codex":0.000020657848,"about_ca_system_score_gemma":0.0000051414077,"threshold_uncertainty_score":0.4552233},"labels":[],"label_agreement":null},{"id":"W2024896240","doi":"10.1109/icra.2014.6907561","title":"Dynamical model averaging and PWM based control for pneumatic actuators","year":2014,"lang":"en","type":"preprint","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Control theory (sociology); Pulse-width modulation; Duty cycle; Actuator; Pneumatic actuator; Controller (irrigation); Solenoid valve; Sliding mode control; Solenoid; Control system; Engineering; Position (finance); Open-loop controller; Computer science; Nonlinear system; Control engineering; Voltage; Closed loop; Physics; Control (management)","score_opus":0.010743485463026564,"score_gpt":0.21735783511623213,"score_spread":0.20661434965320558,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2024896240","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.021803692,0.000060507136,0.97264177,0.00011499134,0.0004518298,0.0008705503,0.000042391304,0.00042326286,0.0035910087],"genre_scores_gemma":[0.9886643,0.000006874482,0.010536311,0.00016310687,0.00008943675,0.0002958222,0.000037370533,0.000077750534,0.00012902803],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987778,0.00003306467,0.00045043617,0.00028661202,0.00015913381,0.00029297304],"domain_scores_gemma":[0.9989703,0.0003987914,0.00006782619,0.00038881908,0.000031838314,0.0001424215],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003459755,0.0003361136,0.0006366061,0.000099524834,0.00004378621,0.00008773315,0.00017866476,0.0003043113,0.00002411885],"category_scores_gemma":[0.00005965035,0.00029792477,0.00013718782,0.000022223041,0.000022823097,0.000039345214,0.00003538813,0.00025757775,0.000014116874],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000040561713,0.000006158724,0.000037131715,0.0021346598,0.00009326183,3.7249984e-7,0.00020367118,0.9929874,0.000045588207,0.0006115662,0.00047994967,0.0033962028],"study_design_scores_gemma":[0.0006911145,0.000009520752,0.000015703607,0.00029649402,0.00006298782,0.0000020622028,0.000017394714,0.9952229,0.000017996443,0.0031899349,0.00013997582,0.00033386578],"about_ca_topic_score_codex":0.000020568988,"about_ca_topic_score_gemma":0.000008209165,"teacher_disagreement_score":0.9668606,"about_ca_system_score_codex":0.00008068687,"about_ca_system_score_gemma":0.000044118417,"threshold_uncertainty_score":0.9999473},"labels":[],"label_agreement":null},{"id":"W2025291222","doi":"10.1002/rnc.1411","title":"Switching contact task control in hydraulic actuators: Stability analysis and experimental evaluation","year":2009,"lang":"en","type":"article","venue":"International Journal of Robust and Nonlinear Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Control theory (sociology); Actuator; Sliding mode control; Controller (irrigation); Lyapunov function; Position (finance); Lyapunov stability; Equilibrium point; Exponential stability; Task (project management); Motion control; Computer science; Control engineering; Control (management); Engineering; Mathematics; Physics; Robot; Artificial intelligence","score_opus":0.011884606110059284,"score_gpt":0.2574545576734916,"score_spread":0.24556995156343234,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2025291222","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91220796,0.0012406168,0.085518144,0.0003608152,0.00028112507,0.00017744733,0.0000134275,0.000014141208,0.0001862983],"genre_scores_gemma":[0.9990941,0.000039852974,0.00040125006,0.00016671988,0.00028091832,0.0000035550972,0.0000048320057,0.0000075539915,0.0000012075141],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998611,0.00010576532,0.0005988895,0.00011482117,0.0004399128,0.0001296583],"domain_scores_gemma":[0.9992929,0.0001773192,0.00017301325,0.00007545285,0.00018457028,0.00009672403],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010036173,0.00013989901,0.00040086915,0.00031014442,0.000024256686,0.00008303111,0.0001255995,0.00006556247,0.00004626564],"category_scores_gemma":[0.00008819602,0.00011941223,0.00010792286,0.00011460457,0.0000134915435,0.0002890111,0.0000061744477,0.0001748899,0.0000011343063],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00201423,0.0008393393,0.19851847,0.000064300904,0.007919284,0.00021190871,0.011804518,0.47491863,0.10822834,0.0001597054,0.00018730448,0.19513397],"study_design_scores_gemma":[0.005016522,0.00012470083,0.030611223,0.000057912996,0.00021785605,0.000057725505,0.000348368,0.962827,0.00044093086,0.000046723766,0.00012504986,0.0001259893],"about_ca_topic_score_codex":0.000045709374,"about_ca_topic_score_gemma":0.00004354149,"teacher_disagreement_score":0.48790836,"about_ca_system_score_codex":0.00013113327,"about_ca_system_score_gemma":0.00003360256,"threshold_uncertainty_score":0.48694894},"labels":[],"label_agreement":null},{"id":"W2026027171","doi":"10.1115/imece2003-41897","title":"Pulse-Width Modulation Control of a Pneumatic Positioning System","year":2003,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Pulse-width modulation; Solenoid valve; Modulation (music); Computer science; Control theory (sociology); Solenoid; Control valves; Engineering; Electronic engineering; Control (management); Control engineering; Electrical engineering; Voltage; Physics; Acoustics","score_opus":0.005797253932489185,"score_gpt":0.17867741933314402,"score_spread":0.17288016540065482,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2026027171","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13213435,0.00012238143,0.7041911,0.0000074552268,0.00027995522,0.00025171958,0.0000027778606,0.00027359882,0.16273665],"genre_scores_gemma":[0.99902606,0.0000013725272,0.00081763446,0.000008149796,0.000017309643,0.000018236355,0.0000024764238,0.00001648354,0.00009230323],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992969,0.000049522976,0.0003367211,0.00006659043,0.0001277273,0.00012254677],"domain_scores_gemma":[0.999673,0.00006569607,0.00004287067,0.00014859808,0.000030011963,0.00003981788],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020300368,0.00008704543,0.00020784381,0.000054928005,0.000027240167,0.000013764921,0.000044120512,0.000047901733,0.000096424264],"category_scores_gemma":[0.000019803052,0.0000778609,0.00004300915,0.0001027198,0.0000071550103,0.00007015859,0.0000015781359,0.0000356096,0.00006951437],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000038344965,0.00003658068,0.0031383138,0.0022475494,0.00020880964,0.0000039989554,0.0011176033,0.89216524,0.019472552,0.07879334,0.00024864508,0.0025635497],"study_design_scores_gemma":[0.0004163411,0.00002060739,0.000927784,0.00022442125,0.000017551505,0.000033316082,0.00028731368,0.9962038,0.0015685675,0.000109857836,0.00008072621,0.00010971318],"about_ca_topic_score_codex":0.000024497687,"about_ca_topic_score_gemma":0.000001910176,"teacher_disagreement_score":0.8668917,"about_ca_system_score_codex":0.000046864778,"about_ca_system_score_gemma":0.000007146292,"threshold_uncertainty_score":0.31750757},"labels":[],"label_agreement":null},{"id":"W2028415347","doi":"10.1115/1.4005328","title":"An Optimum Flexible Linkage Design of a Fully Variable Electromechanical Valve Actuation System for Internal Combustion Engines","year":2011,"lang":"en","type":"article","venue":"Journal of Mechanical Design","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Linkage (software); Actuator; Valve actuator; Mechanical engineering; Mechanical system; Engineering; Internal combustion engine; Trajectory; Control theory (sociology); Control engineering; Automotive engineering; Computer science","score_opus":0.04599383659662137,"score_gpt":0.24402898778676962,"score_spread":0.19803515119014825,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2028415347","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0032061224,0.00014650708,0.9949508,0.000006827123,0.0009560768,0.0005244127,0.000004259928,0.00010896349,0.000096059644],"genre_scores_gemma":[0.7633792,0.00002700725,0.23626608,0.000007894716,0.00023665163,0.00002363805,0.0000020604475,0.00004306966,0.000014387248],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977309,0.00027365287,0.0011538621,0.00015212686,0.0003745353,0.0003148865],"domain_scores_gemma":[0.9982785,0.0004990431,0.00043343854,0.00023100071,0.00034837236,0.00020963345],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0030676306,0.00022545752,0.00063019944,0.0002029363,0.00004416055,0.00003425715,0.00041453668,0.0002662852,0.00005296762],"category_scores_gemma":[0.00021327025,0.00019063642,0.00022832278,0.00020042968,0.000011725757,0.00032268555,0.000012929036,0.00028043863,0.0000067523356],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008517023,0.0002907554,0.0000018059054,0.00078947376,0.0005911902,0.000016835695,0.00061424996,0.3182604,0.66148734,0.012194007,0.00062247756,0.004279769],"study_design_scores_gemma":[0.0010353026,0.003138704,0.0000047351878,0.00058506127,0.00019905325,0.0002579525,0.00015527075,0.784642,0.20587431,0.0038870831,0.000029831903,0.00019070774],"about_ca_topic_score_codex":0.00000678938,"about_ca_topic_score_gemma":2.1860485e-7,"teacher_disagreement_score":0.7601731,"about_ca_system_score_codex":0.00016060002,"about_ca_system_score_gemma":0.00010472975,"threshold_uncertainty_score":0.77739275},"labels":[],"label_agreement":null},{"id":"W2028912340","doi":"10.1115/1.1400741","title":"Acoustic Fatigue of a Steam Dump Pipe System Excited by Valve Noise","year":2001,"lang":"en","type":"article","venue":"Journal of Pressure Vessel Technology","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hydro-Québec; McMaster University","funders":"","keywords":"Piping; Gate valve; Control valves; Vibration; Noise (video); Structural engineering; Engineering; Nuclear power plant; Mechanical engineering; Acoustics; Computer science; Physics","score_opus":0.008701570879741546,"score_gpt":0.21820969992805578,"score_spread":0.20950812904831423,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2028912340","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.65115565,0.023591042,0.3174418,0.0003236508,0.0018472001,0.00048451225,0.000043610562,0.0006822522,0.0044303],"genre_scores_gemma":[0.99902743,0.00033419943,0.00029274178,0.0000074886243,0.00011737717,0.00000933683,0.0000014472943,0.00004065581,0.00016929452],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982696,0.000056678942,0.0009507978,0.00012265838,0.00030792397,0.0002923033],"domain_scores_gemma":[0.9987377,0.00010827279,0.00048137433,0.0003607693,0.0002186597,0.000093231116],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035058794,0.00021148348,0.00071502477,0.00052015815,0.000033802626,0.000014109773,0.00051570806,0.00040897747,0.000036715493],"category_scores_gemma":[0.000113905626,0.0001810492,0.0001519864,0.0005689169,0.00007879389,0.00013166778,0.000036674937,0.0004339355,0.0000104867895],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012342089,0.00042490085,0.00752856,0.00613177,0.0038848973,0.00048207334,0.0017620956,0.27972177,0.6012414,0.0008067125,0.084090255,0.013802165],"study_design_scores_gemma":[0.011377521,0.0026484916,0.0036409025,0.010807323,0.003801037,0.018999679,0.016171293,0.43716413,0.12859215,0.0011693509,0.36280754,0.002820573],"about_ca_topic_score_codex":0.000009922363,"about_ca_topic_score_gemma":0.0000019675067,"teacher_disagreement_score":0.47264925,"about_ca_system_score_codex":0.00005128232,"about_ca_system_score_gemma":0.000034225905,"threshold_uncertainty_score":0.7382972},"labels":[],"label_agreement":null},{"id":"W2029337684","doi":"10.1049/ip-cta:20045084","title":"Development and experimental evaluation of a fixed-gain nonlinear control for a low-cost pneumatic actuator","year":2006,"lang":"en","type":"article","venue":"IEE Proceedings - Control Theory and Applications","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Control theory (sociology); Actuator; Overshoot (microwave communication); Plant; Nonlinear system; Pneumatic actuator; Controller (irrigation); Control valves; Control engineering; Quantitative feedback theory; PID controller; Position (finance); Nonlinear control; Valve actuator; Computer science; Control system; Engineering; Robust control; Control (management); Temperature control; Physics","score_opus":0.01015700360824473,"score_gpt":0.2454164357420469,"score_spread":0.23525943213380218,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2029337684","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8346984,0.0009129088,0.158867,0.00003785709,0.000037912374,0.0037476567,0.00006184278,0.00011260631,0.0015238208],"genre_scores_gemma":[0.9933447,0.0000035095968,0.0013581036,0.000033005723,0.00011884009,0.0050817453,0.000013960215,0.00002344588,0.000022651899],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99906105,0.000017702949,0.00040488012,0.00017745027,0.00016961775,0.00016928978],"domain_scores_gemma":[0.99938464,0.00023373737,0.00011048993,0.000074146024,0.00013483994,0.000062162995],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011442445,0.00015913129,0.00026777262,0.000063253705,0.0001296433,0.00004187807,0.00007618238,0.00006953007,0.000009732112],"category_scores_gemma":[0.000042634856,0.0001475093,0.00003514144,0.000075333344,0.00005663525,0.00009949156,0.000007029119,0.0000487105,0.0000039451506],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00047617967,0.0006741243,0.0007392621,0.002859363,0.0007097683,2.8094001e-7,0.010005129,0.008628154,0.59541136,0.27024865,0.0005924957,0.109655246],"study_design_scores_gemma":[0.010853299,0.00007290383,0.0006627129,0.0002994218,0.0003943447,0.00002222453,0.0031404477,0.8894847,0.07139565,0.014160763,0.008873768,0.000639731],"about_ca_topic_score_codex":0.0000022297927,"about_ca_topic_score_gemma":0.0000015009399,"teacher_disagreement_score":0.8808566,"about_ca_system_score_codex":0.000044894794,"about_ca_system_score_gemma":0.000028658633,"threshold_uncertainty_score":0.6015255},"labels":[],"label_agreement":null},{"id":"W2029761206","doi":"10.1115/imece2010-38711","title":"Improved Mechanical Design for a Fully Variable Electromechanical Valve Actuation System for Internal Combustion Engines","year":2010,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Internal combustion engine; Valve actuator; Mechanical system; Automotive engineering; Mechanical engineering; Reliability (semiconductor); Acceleration; Vibration; Combustion; Mechanical design; Valve timing; Engineering; Materials science; Power (physics); Acoustics; Physics","score_opus":0.012970081191161385,"score_gpt":0.22082069384875835,"score_spread":0.20785061265759697,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2029761206","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007027227,0.000010337409,0.9886681,0.000030184952,0.0019170721,0.0014627918,0.000010815364,0.00055686233,0.0003166417],"genre_scores_gemma":[0.89106196,0.0000010729253,0.10757251,0.000013800652,0.00039576634,0.0007058472,0.000027147007,0.000048646347,0.00017325718],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99892867,0.00002171831,0.0004041074,0.00020071531,0.00011321746,0.0003316009],"domain_scores_gemma":[0.99901384,0.0005109619,0.000055342214,0.00019809241,0.00012080381,0.00010095251],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00081829325,0.000184566,0.00028475732,0.000064126965,0.00006584445,0.00006476859,0.00016946031,0.00023707497,0.00004260414],"category_scores_gemma":[0.00019934494,0.00016029875,0.00014280473,0.000085331514,0.0000055400037,0.0001121462,0.00001122961,0.0001556001,0.000010639759],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007803507,0.000028939523,5.007168e-7,0.0005699778,0.0001607766,1.9748504e-7,0.00007011087,0.005839653,0.94122857,0.046078917,0.0011166945,0.0048276377],"study_design_scores_gemma":[0.000787688,0.0002778572,0.0000011607598,0.000047695634,0.000057957637,0.000030449777,0.00005132544,0.9056981,0.09103543,0.0010461339,0.0007882241,0.00017793386],"about_ca_topic_score_codex":0.000018158074,"about_ca_topic_score_gemma":0.000014090132,"teacher_disagreement_score":0.8998585,"about_ca_system_score_codex":0.00008235189,"about_ca_system_score_gemma":0.000037660935,"threshold_uncertainty_score":0.6536793},"labels":[],"label_agreement":null},{"id":"W2031540086","doi":"10.1049/iet-epa.2011.0281","title":"Analytical modelling and parametric sensitivity analysis for the PMSM steady‐state performance prediction","year":2013,"lang":"en","type":"article","venue":"IET Electric Power Applications","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":43,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Sensitivity (control systems); Steady state (chemistry); Parametric statistics; Control theory (sociology); Computer science; Engineering; Mathematics; Electronic engineering; Artificial intelligence; Statistics; Control (management); Chemistry","score_opus":0.01201086150537677,"score_gpt":0.21052168283435566,"score_spread":0.19851082132897888,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2031540086","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20624594,0.00033890037,0.79170644,0.00006212252,0.000025925869,0.0007884353,0.000012226276,0.00012421311,0.00069577544],"genre_scores_gemma":[0.998129,0.00029461898,0.00038150148,0.000021950382,0.00004169057,0.0009589971,0.0000137637,0.000016630749,0.00014182326],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99915725,0.000021321232,0.0002527438,0.00018492226,0.00013486829,0.0002488728],"domain_scores_gemma":[0.99901664,0.00049695,0.000039863055,0.00029626366,0.00007381175,0.000076482516],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003031153,0.00012183296,0.00018810453,0.00022013421,0.00017557514,0.000073893694,0.00007941832,0.000058086243,0.000012440732],"category_scores_gemma":[0.000012854301,0.00009442522,0.0000752796,0.0016648221,0.000022599965,0.00011828203,0.000008712303,0.00012148725,0.000035833436],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000014701336,0.000016566153,0.0021430897,0.000029202767,0.00036172327,5.2954867e-8,0.0001497588,0.98829293,0.00009469215,0.0001636886,0.0005263088,0.00822052],"study_design_scores_gemma":[0.0000820502,0.000016587077,0.010088445,0.000002590802,0.00021494084,0.000005213247,0.000025039742,0.9874543,0.000064656095,0.00016827362,0.0017789186,0.00009898732],"about_ca_topic_score_codex":0.00006225191,"about_ca_topic_score_gemma":0.0000033158583,"teacher_disagreement_score":0.7918831,"about_ca_system_score_codex":0.000048490456,"about_ca_system_score_gemma":0.000012686821,"threshold_uncertainty_score":0.38505486},"labels":[],"label_agreement":null},{"id":"W2032761641","doi":"10.1088/0957-0233/19/9/095202","title":"Dynamic calibration of tri-axial piezoelectric force transducers","year":2008,"lang":"en","type":"article","venue":"Measurement Science and Technology","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of New Brunswick","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Transducer; Calibration; Acoustics; Piezoelectricity; Force transducer; Impulse (physics); Hammer; Force dynamics; Physics; Optics; Materials science; Classical mechanics; Engineering","score_opus":0.01754468933116581,"score_gpt":0.2024072919819405,"score_spread":0.18486260265077467,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2032761641","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9051882,0.000721449,0.090505004,0.00030253734,0.0002150802,0.00025104437,9.978055e-7,0.000264617,0.0025510371],"genre_scores_gemma":[0.99971616,0.000090718524,0.00014878092,0.0000060546404,0.0000051374427,0.0000132607465,2.3035074e-7,0.0000052867476,0.000014347878],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989561,0.0000064157093,0.00018103092,0.00012973098,0.0005354856,0.0001912228],"domain_scores_gemma":[0.99966186,0.000006030909,0.000026321912,0.00013422147,0.00013894151,0.000032608103],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00056459114,0.00007241096,0.00013367768,0.00036957825,0.00010260976,0.0000054353004,0.00016040014,0.00006626617,0.000005007105],"category_scores_gemma":[0.00008401733,0.00006463484,0.000012861116,0.0011251152,0.0003172505,0.0001096369,0.000007695899,0.00006470333,0.0000018437732],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005468637,0.000032685028,0.0019939514,0.0001111489,0.000025459574,0.0000044226217,0.00073442265,0.0013063566,0.9183664,0.0016058031,0.00030463285,0.07550928],"study_design_scores_gemma":[0.00092557864,0.00033175029,0.0016092426,0.00007232858,0.000023353177,0.00015850167,0.00037194422,0.77700853,0.2168825,0.0011704402,0.00109783,0.00034801714],"about_ca_topic_score_codex":0.000009554627,"about_ca_topic_score_gemma":0.00001483552,"teacher_disagreement_score":0.7757022,"about_ca_system_score_codex":0.00010987474,"about_ca_system_score_gemma":0.0001099813,"threshold_uncertainty_score":0.26357323},"labels":[],"label_agreement":null},{"id":"W2032963876","doi":"10.1088/1755-1315/22/2/022014","title":"Equipment for fully homologous bulb turbine model testing in Laval University","year":2014,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Engineering; Renewable energy; Brake; Turbine; Context (archaeology); Automotive engineering; Mechanical engineering; Electrical engineering","score_opus":0.01530254405014297,"score_gpt":0.17835656652474585,"score_spread":0.16305402247460288,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2032963876","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.988054,0.00003008192,0.0067566666,0.000036913614,0.000069254165,0.00014527794,0.000014403424,0.000039413924,0.0048540253],"genre_scores_gemma":[0.9968,0.000039265877,0.002829167,0.000016069751,0.000012862506,0.0000036585952,0.0000034192294,0.000004970191,0.0002905628],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99928904,0.000009628525,0.00010836847,0.00018957575,0.0001268092,0.0002765694],"domain_scores_gemma":[0.99973285,0.00003170596,0.000019709643,0.00010471193,0.0000046669143,0.0001063355],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002250194,0.00010138445,0.00012001661,0.000046062094,0.00012995009,0.00003481251,0.0001454436,0.00003313825,0.000017500408],"category_scores_gemma":[0.000022956052,0.00009972937,0.000011921571,0.00009246135,0.00031007233,0.00024454415,0.00005814227,0.00005494762,0.0000062489858],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000060363684,0.00006661258,0.008569614,0.0002004909,0.000012594172,0.000014759445,0.0041315113,0.30459064,0.5225062,0.0047803777,0.000045887376,0.15502098],"study_design_scores_gemma":[0.00035638173,0.00014952647,0.020593017,0.000038077203,0.000003881492,0.000022894399,0.0007053821,0.96324366,0.013405137,0.00021205442,0.0010551878,0.00021480015],"about_ca_topic_score_codex":0.000060028175,"about_ca_topic_score_gemma":0.000076188015,"teacher_disagreement_score":0.658653,"about_ca_system_score_codex":0.000037464044,"about_ca_system_score_gemma":0.000025090489,"threshold_uncertainty_score":0.40668458},"labels":[],"label_agreement":null},{"id":"W2033066364","doi":"10.1080/13632460509350564","title":"TECHNICAL NOTE A FRAMEWORK FOR MULTI-SITE DISTRIBUTED SIMULATION AND APPLICATION TO COMPLEX STRUCTURAL SYSTEMS","year":2005,"lang":"en","type":"article","venue":"Journal of Earthquake Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":52,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of Illinois at Urbana-Champaign; University of Lethbridge","keywords":"Computer science; Simple (philosophy); Stiffness; Distributed computing; Engineering; Structural engineering","score_opus":0.020765821189647884,"score_gpt":0.28545971812608995,"score_spread":0.2646938969364421,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2033066364","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14706156,0.00022457211,0.85200256,0.000048026784,0.00024055094,0.00030326887,0.000033295746,0.00008264197,0.000003535232],"genre_scores_gemma":[0.881379,0.0000037066363,0.11806458,0.000009638381,0.0004920129,0.000013840005,0.000008373591,0.00002638257,0.0000024337817],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990582,0.000009148916,0.0005097796,0.00008764265,0.00015106493,0.00018415344],"domain_scores_gemma":[0.9993411,0.00021478173,0.00009385409,0.00011848655,0.00008310964,0.00014871174],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002262972,0.00014037151,0.00028240567,0.00011578524,0.000037185935,0.00005596768,0.00008682254,0.000107522195,0.0000025265256],"category_scores_gemma":[0.00014900812,0.00013143789,0.00006207273,0.00013917111,0.0000061981423,0.00013230223,0.00001103678,0.00017510432,0.000004271376],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007490149,0.00000360844,0.00011525748,0.00010837585,0.000014461608,6.9597183e-7,0.00018824408,0.98658806,0.0048896265,0.00021018872,0.00003791134,0.007836056],"study_design_scores_gemma":[0.00031585753,0.000039003266,0.016473338,0.00015438783,0.000016720645,0.00006120098,0.000016901426,0.9733285,0.000062416395,0.0000085331485,0.009385398,0.00013779788],"about_ca_topic_score_codex":0.0000022328547,"about_ca_topic_score_gemma":0.0000036565305,"teacher_disagreement_score":0.7343175,"about_ca_system_score_codex":0.00007525392,"about_ca_system_score_gemma":0.0000065456757,"threshold_uncertainty_score":0.53598815},"labels":[],"label_agreement":null},{"id":"W2033682202","doi":"10.1007/s11044-013-9390-7","title":"Parameter identification for multibody systems expressed in differential-algebraic form","year":2013,"lang":"en","type":"article","venue":"Multibody System Dynamics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Jacobian matrix and determinant; Differential algebraic equation; Mathematics; Generalized coordinates; Lagrange multiplier; Applied mathematics; Algebraic equation; Differential equation; Control theory (sociology); System identification; Ordinary differential equation; Parameter identification problem; Constraint algorithm; Identification (biology); Estimation theory; Mathematical optimization; Computer science; Nonlinear system; Mathematical analysis; Algorithm; Data modeling; Model parameter","score_opus":0.008843450403407397,"score_gpt":0.21387112815180148,"score_spread":0.2050276777483941,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2033682202","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.67637104,0.00014887811,0.3158464,0.000016002068,0.0026335495,0.0036578954,0.00015256263,0.0006065988,0.0005670597],"genre_scores_gemma":[0.99573034,0.000011992299,0.00038564997,0.0000045737797,0.00017804388,0.002707008,0.000385733,0.0001267299,0.00046995393],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99725145,0.000100396224,0.0012776309,0.00042921997,0.00031954565,0.00062178064],"domain_scores_gemma":[0.99839795,0.000392087,0.00020834467,0.0007073458,0.00013777777,0.00015650094],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00037447238,0.00041591664,0.0006833957,0.00029446327,0.000098137476,0.0003090752,0.00040098466,0.00030584543,0.000014662461],"category_scores_gemma":[0.000076278055,0.00038708147,0.00016196091,0.00023731925,0.000031029645,0.0003813762,0.000035012883,0.00016855175,0.00025799044],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012682137,0.00094955467,0.042321555,0.059800807,0.0016140341,0.000041314044,0.01895296,0.53599364,0.2720803,0.022272909,0.005839679,0.040006436],"study_design_scores_gemma":[0.001051167,0.000022041922,0.0070873243,0.0005234957,0.000026850326,0.00001202032,0.0017929514,0.98871064,0.00015610286,0.00004459127,0.00014583222,0.00042696897],"about_ca_topic_score_codex":0.0010320082,"about_ca_topic_score_gemma":0.0001886902,"teacher_disagreement_score":0.452717,"about_ca_system_score_codex":0.0006509084,"about_ca_system_score_gemma":0.000017544065,"threshold_uncertainty_score":0.9998581},"labels":[],"label_agreement":null},{"id":"W2034012538","doi":"10.1115/1.3223563","title":"Position Tracking Control of a Miniature Water Hydraulic Rotary Actuator","year":2009,"lang":"en","type":"article","venue":"Journal of Dynamic Systems Measurement and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Actuator; Rotary actuator; Hydraulic cylinder; Control valves; Pneumatic actuator; Pneumatic cylinder; Control theory (sociology); Engineering; Hydraulic machinery; Hydraulic circuit; Valve actuator; Mechanical engineering; Cylinder; Computer science; Electrical engineering","score_opus":0.0070883489087378085,"score_gpt":0.18704335221883978,"score_spread":0.17995500331010197,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2034012538","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8245237,0.020842629,0.14935875,0.0010082535,0.0022196956,0.0011654425,0.000021687503,0.00008386289,0.0007759707],"genre_scores_gemma":[0.9995109,0.000053101627,0.000031591368,0.0000858596,0.00027751861,0.0000068664044,0.0000013961757,0.000019573494,0.000013192307],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99776345,0.00013931793,0.0010265316,0.000105141415,0.00070168416,0.000263872],"domain_scores_gemma":[0.99903095,0.000048320093,0.00032230566,0.00014918494,0.00031755364,0.00013170733],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013729975,0.00022408548,0.0007518766,0.0001738802,0.00004582355,0.000056176566,0.00013991156,0.00013882629,0.0000068795866],"category_scores_gemma":[0.00003126195,0.0001516295,0.000176398,0.000061583254,0.000016416414,0.00020875563,0.0000024799988,0.00020203415,0.0000030623473],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00036817236,0.00014181211,0.00084726705,0.00077436166,0.0014214208,0.000068202135,0.002292648,0.014562315,0.95921147,0.000046329817,0.00049516646,0.019770816],"study_design_scores_gemma":[0.034253314,0.0029720813,0.03589396,0.007603294,0.0021732913,0.0029605746,0.0022213813,0.89980173,0.0064706304,0.0003705557,0.0037379516,0.0015412151],"about_ca_topic_score_codex":0.000008428416,"about_ca_topic_score_gemma":0.000003335933,"teacher_disagreement_score":0.95274085,"about_ca_system_score_codex":0.00014705225,"about_ca_system_score_gemma":0.000029796362,"threshold_uncertainty_score":0.6183272},"labels":[],"label_agreement":null},{"id":"W2035290853","doi":"10.1016/j.engstruct.2011.06.021","title":"Real-time dynamic substructuring testing of viscous seismic protective devices for bridge structures","year":2011,"lang":"en","type":"article","venue":"Engineering Structures","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke; Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; Polytechnique Montréal","keywords":"Dynamic testing; Nonlinear system; Bridge (graph theory); Structural engineering; Displacement (psychology); Earthquake shaking table; Dissipation; Stiffness; Shock (circulatory); Engineering; Computer science","score_opus":0.014016490508920374,"score_gpt":0.21377875925042994,"score_spread":0.19976226874150957,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2035290853","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93790716,0.00027814764,0.058545724,0.000002417992,0.00067244965,0.0008331845,0.00008115221,0.0008204383,0.00085930433],"genre_scores_gemma":[0.96016407,0.0000063778944,0.039447367,0.000004111936,0.00014451763,0.00007752888,0.000013959493,0.00012979846,0.000012285143],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984222,0.000018949288,0.0005487831,0.000307267,0.00021126286,0.00049150805],"domain_scores_gemma":[0.9991102,0.00019412756,0.00013792525,0.0003692233,0.00008287993,0.00010562463],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00014010165,0.00042338233,0.0005328937,0.000224109,0.00007553361,0.00003139607,0.00035040258,0.00017847063,0.00003913374],"category_scores_gemma":[0.00013425507,0.00040160093,0.000121115234,0.00024893173,0.000042654236,0.00014677481,0.000036782225,0.00020909621,0.0000036332622],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022611071,0.000005842436,0.00024221816,0.0019954925,0.00031663344,0.00000797859,0.003587398,0.8732841,0.11325243,0.00051768636,0.000062027764,0.006705572],"study_design_scores_gemma":[0.0005932479,0.00012821557,0.16549343,0.00030225213,0.0000932499,0.00012954276,0.00012442264,0.7568777,0.07168036,0.0035890385,0.00013045769,0.00085808826],"about_ca_topic_score_codex":0.00026693806,"about_ca_topic_score_gemma":0.0000065406284,"teacher_disagreement_score":0.16525121,"about_ca_system_score_codex":0.000090658206,"about_ca_system_score_gemma":0.000027532393,"threshold_uncertainty_score":0.9998436},"labels":[],"label_agreement":null},{"id":"W2035547721","doi":"10.1115/msec2014-4123","title":"Modeling and Compensation of Backlash and Harmonic Drive-Induced Errors in Robotic Manipulators","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Bell Helicopter Textron (Canada)","funders":"National Science Foundation","keywords":"Backlash; Control theory (sociology); Harmonic drive; Compensation (psychology); Estimator; Position (finance); Laser tracker; Kinematics; Residual; Harmonic; Measure (data warehouse); Robot end effector; Computer science; Joint (building); Robot; Artificial intelligence; Mathematics; Engineering; Laser; Physics; Acoustics; Algorithm; Optics; Structural engineering; Statistics; Control (management)","score_opus":0.02406283741509752,"score_gpt":0.2201417721814636,"score_spread":0.1960789347663661,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2035547721","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9392853,0.00004197119,0.058735393,0.000015863321,0.00007281502,0.000089958936,9.9499566e-8,0.00003814866,0.0017204938],"genre_scores_gemma":[0.9994247,0.00001111258,0.0005191042,0.000007080948,0.000010609413,0.0000024362478,9.909571e-7,0.000011222232,0.000012722479],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995296,0.000020620872,0.00021301306,0.0000823847,0.000061946695,0.0000924231],"domain_scores_gemma":[0.9998238,0.00003271734,0.000014734893,0.000083632265,0.000008652962,0.000036458223],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001469085,0.00007414533,0.0001716176,0.00006637641,0.000011543469,0.000008548231,0.00003021514,0.000047077585,0.000008703891],"category_scores_gemma":[0.000010657331,0.00006901602,0.000010166453,0.000054740183,0.00000781861,0.00005828262,0.000011472028,0.000047418438,0.0000041206995],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000011482377,0.000005149019,0.009051827,0.0002177903,0.000013196744,3.2617314e-7,0.00096177723,0.97970724,0.0065945345,0.0017256853,0.00000775829,0.0017135578],"study_design_scores_gemma":[0.00022057566,0.00001180373,0.007602118,0.00006514939,0.000004712208,0.0000033087613,0.00017990566,0.9912094,0.00043067787,0.00019511765,0.0000026329035,0.00007462667],"about_ca_topic_score_codex":0.00017872993,"about_ca_topic_score_gemma":0.00014182669,"teacher_disagreement_score":0.060139466,"about_ca_system_score_codex":0.000013240708,"about_ca_system_score_gemma":0.000002625323,"threshold_uncertainty_score":0.28143916},"labels":[],"label_agreement":null},{"id":"W2037683304","doi":"10.1115/imece2008-68497","title":"Stochastic Dynamics of a Variable Inertia System via Lyapunov Exponents","year":2008,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo; Western University","funders":"","keywords":"Lyapunov exponent; Instability; Inertia; Lyapunov function; Mathematics; Control theory (sociology); Statistical physics; Stochastic process; Harmonic; Stability (learning theory); Lyapunov equation; Physics; Mathematical analysis; Classical mechanics; Nonlinear system; Mechanics; Computer science; Quantum mechanics; Statistics","score_opus":0.008218297786906543,"score_gpt":0.1681920658022697,"score_spread":0.15997376801536314,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2037683304","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13990505,0.00007076848,0.8308127,0.00000313972,0.00044471223,0.00016034371,0.0000070322567,0.00032244617,0.02827383],"genre_scores_gemma":[0.9979511,0.0000019018636,0.0013697594,0.000005231912,0.000040712534,0.00001823084,0.000009890239,0.00002739173,0.00057582057],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991732,0.00001646408,0.00036374148,0.000094828596,0.0001678547,0.00018390696],"domain_scores_gemma":[0.9995734,0.00004782867,0.00003797239,0.00024075089,0.000032535965,0.00006749217],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000095416326,0.00012452045,0.00027015412,0.000065973654,0.000031441545,0.0000040286477,0.0001218058,0.0000741704,0.00007824814],"category_scores_gemma":[0.000010180968,0.000109509165,0.00003831752,0.00017149166,0.000018330364,0.000056515764,0.000017365528,0.000057213496,0.00010603974],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000137627685,0.00008067525,0.0017354863,0.0021084838,0.00029969495,0.000028000573,0.0020378467,0.97346145,0.007784275,0.008911573,0.002603259,0.0009355075],"study_design_scores_gemma":[0.00022413654,0.000015684565,0.0002694612,0.00012330007,0.000011164734,0.00013240505,0.00019353822,0.99869335,0.00014980763,0.000019154515,0.000043933203,0.00012408219],"about_ca_topic_score_codex":0.00027481382,"about_ca_topic_score_gemma":0.000013098471,"teacher_disagreement_score":0.858046,"about_ca_system_score_codex":0.000095100884,"about_ca_system_score_gemma":0.000014684171,"threshold_uncertainty_score":0.44656542},"labels":[],"label_agreement":null},{"id":"W2037969209","doi":"10.1109/tcst.2014.2363169","title":"Diagnosis of Oscillations Between Controller Tuning and Harmonic External Disturbances","year":2014,"lang":"en","type":"article","venue":"IEEE Transactions on Control Systems Technology","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates - Technology Futures","keywords":"Control theory (sociology); Controller (irrigation); Harmonic; Computer science; Physics; Control engineering; Acoustics; Control (management); Engineering; Artificial intelligence","score_opus":0.009063372609154324,"score_gpt":0.20510077604601587,"score_spread":0.19603740343686155,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2037969209","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18312985,0.0013975543,0.8136147,0.00012354506,0.0004937403,0.00042736853,0.000048916445,0.0003935762,0.00037073615],"genre_scores_gemma":[0.9992571,0.00010769537,0.00009924987,0.0000085870115,0.0000699384,0.00036701612,5.127369e-7,0.000029109733,0.000060777453],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987801,0.000076715434,0.00053996017,0.00020160181,0.00015449975,0.0002471469],"domain_scores_gemma":[0.99900156,0.0005146515,0.0001096091,0.00025707958,0.000049434664,0.00006763384],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025234424,0.0001964118,0.0006240849,0.00034390792,0.000115848445,0.00002532505,0.00015690022,0.00024097443,0.0000088157385],"category_scores_gemma":[0.000016063474,0.00017922827,0.00007804953,0.0001938332,0.000117925076,0.000072236806,8.384496e-7,0.00022362832,0.00001723486],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008427883,0.00018874333,0.0626011,0.00151931,0.002341534,0.000007307509,0.0009609904,0.56376433,0.037820537,0.0042607943,0.0004042507,0.32604685],"study_design_scores_gemma":[0.0070774425,0.0005195378,0.0057105673,0.0012713121,0.00048822482,0.00007969064,0.00045091228,0.9653065,0.0077725174,0.0005937373,0.009874826,0.0008547382],"about_ca_topic_score_codex":0.00007894978,"about_ca_topic_score_gemma":0.000028691045,"teacher_disagreement_score":0.81612724,"about_ca_system_score_codex":0.000043267795,"about_ca_system_score_gemma":0.000008367284,"threshold_uncertainty_score":0.7308717},"labels":[],"label_agreement":null},{"id":"W2037988540","doi":"10.1115/1.4024171","title":"Automated Identification of a Mechatronic System Model Using Genetic Programming and Bond Graphs","year":2013,"lang":"en","type":"article","venue":"Journal of Dynamic Systems Measurement and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mechatronics; Bond graph; Control engineering; System identification; Identification (biology); Nonlinear system; Genetic programming; Computer science; Domain (mathematical analysis); Software; Nonlinear programming; Controller (irrigation); Engineering; Artificial intelligence; Data modeling; Mathematics; Software engineering","score_opus":0.011767765496234463,"score_gpt":0.2017731421082528,"score_spread":0.19000537661201836,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2037988540","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7518764,0.011442197,0.23540632,0.000009471843,0.0004165553,0.00073623395,0.0000031167183,0.00008510122,0.000024561927],"genre_scores_gemma":[0.99932164,0.000047959893,0.0005370073,0.0000014174764,0.000033283406,0.00002940379,3.0487104e-7,0.000024373767,0.000004601119],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978986,0.00008332043,0.0011911796,0.00010651086,0.00051980314,0.00020062052],"domain_scores_gemma":[0.9987494,0.000024661518,0.0005931241,0.00013988969,0.0003866513,0.00010627685],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011476036,0.00017043305,0.0005284219,0.0002000766,0.00005217088,0.00010476351,0.00009809551,0.000084970496,4.8580426e-7],"category_scores_gemma":[0.000016949545,0.00013977324,0.000076947545,0.00009996208,0.00002434204,0.00018119205,0.000006793568,0.000089395384,9.0984094e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030534797,0.000059210965,0.0031837004,0.006496731,0.0015021866,0.000008584661,0.0014614129,0.45774785,0.51930106,0.00032094072,0.00007655945,0.0098112235],"study_design_scores_gemma":[0.0010515507,0.000051270574,0.0015054534,0.00090993784,0.00020313675,0.00024208029,0.0010070686,0.99480695,0.00006257348,0.000034878714,0.000003386176,0.00012170663],"about_ca_topic_score_codex":0.00006705712,"about_ca_topic_score_gemma":0.0000037315642,"teacher_disagreement_score":0.5370591,"about_ca_system_score_codex":0.00018262083,"about_ca_system_score_gemma":0.000045948615,"threshold_uncertainty_score":0.5699787},"labels":[],"label_agreement":null},{"id":"W2039106235","doi":"10.1061/(asce)1532-3641(2008)8:1(20)","title":"Dynamic Modeling of Hydraulic Shovel Excavators for Geomaterials","year":2008,"lang":"en","type":"article","venue":"International Journal of Geomechanics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":45,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada","funders":"Natural Sciences and Engineering Research Council of Canada; Government of Alberta","keywords":"Excavator; Shovel; Boom; Kinematics; Excavation; Flexibility (engineering); Computer science; Joint (building); Engineering; Marine engineering; Structural engineering; Geotechnical engineering; Mechanical engineering; Mathematics","score_opus":0.020269386015491966,"score_gpt":0.24476916671562116,"score_spread":0.2244997807001292,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2039106235","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4728753,0.00022372276,0.5239032,0.000048587495,0.0026040792,0.00008102759,0.000026006586,0.00002101829,0.0002170986],"genre_scores_gemma":[0.99673957,0.00034155673,0.002596725,0.000029873652,0.00021624465,0.0000045518996,0.000006665585,0.000027734204,0.000037104535],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986188,0.000012350947,0.0007832873,0.00006482229,0.00038683708,0.0001339353],"domain_scores_gemma":[0.99915653,0.00006605842,0.0002428697,0.00009376072,0.00038205384,0.00005873987],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003292656,0.00011467407,0.00029739476,0.00020060816,0.00002257847,0.0000135242835,0.0003660265,0.00007396587,0.000052044103],"category_scores_gemma":[0.00006811958,0.0001060219,0.00015876122,0.000056664023,0.000008530563,0.0001565511,0.0000214816,0.000071747716,0.000008043576],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006670389,0.000052130967,0.00003441801,0.0001067515,0.00048914674,0.000033279535,0.00078715524,0.95946056,0.035589572,0.00085796864,0.0005899547,0.0019323834],"study_design_scores_gemma":[0.0006016529,0.0000646985,0.000013124597,0.00013697796,0.000017626386,0.0004931431,0.00009308994,0.9917922,0.003264239,0.0018972204,0.0015172435,0.000108756],"about_ca_topic_score_codex":0.000009805281,"about_ca_topic_score_gemma":0.0000019765366,"teacher_disagreement_score":0.52386427,"about_ca_system_score_codex":0.000087018714,"about_ca_system_score_gemma":0.000046465266,"threshold_uncertainty_score":0.43234476},"labels":[],"label_agreement":null},{"id":"W2040267779","doi":"10.1016/j.conengprac.2007.02.009","title":"Feedback linearization based control of a rotational hydraulic drive","year":2007,"lang":"en","type":"article","venue":"Control Engineering Practice","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":87,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Control theory (sociology); Feedback linearization; Displacement (psychology); Nonlinear system; Test bench; Linearization; Differential (mechanical device); Engineering; Control engineering; Rotational speed; Control system; Tracking (education); Control (management); Computer science; Physics; Mechanical engineering","score_opus":0.0053177333499745474,"score_gpt":0.21202192303897702,"score_spread":0.20670418968900248,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2040267779","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0018752146,0.00039876057,0.99151057,0.00023063713,0.0005787382,0.00040353136,0.000016577695,0.00032447343,0.004661521],"genre_scores_gemma":[0.9952134,0.000006764309,0.004155806,0.00023808818,0.00025442275,0.000031556498,0.000015729645,0.000055535587,0.000028705803],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985847,0.000041793963,0.000570342,0.00015705408,0.0003327233,0.00031341473],"domain_scores_gemma":[0.99733496,0.0019510326,0.00014328431,0.0002415162,0.00020325044,0.0001259728],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00091696356,0.00021087642,0.0003349965,0.00017556075,0.00003224163,0.00002955393,0.00014070095,0.00013295082,0.000041045678],"category_scores_gemma":[0.0011539836,0.00022617842,0.00008748257,0.0002922322,0.000019292998,0.0003109125,0.000004024662,0.0002148878,0.00005735128],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000059393948,0.000031851992,0.00013838668,0.00012634964,0.00014933156,0.0000099617555,0.00016559311,0.9898219,0.0071486165,0.0005549748,0.0001107278,0.0016829204],"study_design_scores_gemma":[0.0023848072,0.000044876644,0.001994351,0.00007828026,0.00009407605,0.000020367883,0.000045699915,0.9775238,0.0010050841,0.0000051135726,0.016591294,0.00021225221],"about_ca_topic_score_codex":0.000020208632,"about_ca_topic_score_gemma":0.000002226093,"teacher_disagreement_score":0.99333817,"about_ca_system_score_codex":0.00007896933,"about_ca_system_score_gemma":0.000041303872,"threshold_uncertainty_score":0.9223288},"labels":[],"label_agreement":null},{"id":"W2040711182","doi":"10.1080/14399776.2010.10780998","title":"A Wavelet-Based Approach for Diagnosis of Internal Leakage in Hydraulic Actuators using On-Line Measurements","year":2010,"lang":"en","type":"article","venue":"International Journal of Fluid Power","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Actuator; Leakage (economics); Engineering; Control theory (sociology); Wavelet; Root mean square; Fault detection and isolation; Computer science; Artificial intelligence","score_opus":0.04307441202229381,"score_gpt":0.2903783214369351,"score_spread":0.24730390941464128,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2040711182","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.83499074,0.0000465959,0.16125053,0.000081752136,0.0023877043,0.00015256101,0.000019370082,0.000011078588,0.0010596691],"genre_scores_gemma":[0.9926405,0.000004610338,0.0069007003,0.000121758116,0.00027950996,0.000011740161,0.0000037795378,0.0000295821,0.000007851208],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983452,0.000027812532,0.0007709367,0.0000979312,0.0006008941,0.00015724357],"domain_scores_gemma":[0.999095,0.00016999089,0.00023421434,0.00012261081,0.00029980627,0.000078334524],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006385612,0.00015298354,0.00029865841,0.00041060188,0.000012377476,0.000028463937,0.00042779447,0.00008972372,0.00008382046],"category_scores_gemma":[0.00024456604,0.00013228972,0.00018759593,0.00008970377,0.000028561824,0.00012887045,0.00001476358,0.0002625444,0.000003130221],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001276038,0.0023022422,0.076263644,0.00041247593,0.0024897344,0.00013422203,0.003961295,0.65422666,0.21157764,0.0006945147,0.006140486,0.04052103],"study_design_scores_gemma":[0.0061612427,0.00051800715,0.0030110881,0.0010910344,0.000065620145,0.0001986003,0.00019409858,0.83630663,0.14622718,0.00018259406,0.0055457535,0.00049814896],"about_ca_topic_score_codex":0.000027127848,"about_ca_topic_score_gemma":0.000008852925,"teacher_disagreement_score":0.18207996,"about_ca_system_score_codex":0.00012982005,"about_ca_system_score_gemma":0.00006033621,"threshold_uncertainty_score":0.53946185},"labels":[],"label_agreement":null},{"id":"W2041323999","doi":"10.1504/ijvsmt.2014.059155","title":"Math-based torque converter modelling to evaluate damping characteristics and reverse flow mode operation","year":2014,"lang":"en","type":"article","venue":"International Journal of Vehicle Systems Modelling and Testing","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Torque converter; Torque; Engineering; Control theory (sociology); Damping torque; Mode (computer interface); Stall torque; Flow (mathematics); Automatic transmission; Versa; Automotive engineering; Power (physics); Direct torque control; Computer science; Electrical engineering; Mechanics; Voltage; Physics; Induction motor","score_opus":0.03563348334936992,"score_gpt":0.25144789954017593,"score_spread":0.21581441619080602,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2041323999","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38854307,0.0001308583,0.6103806,0.000056909823,0.0006675808,0.0000864674,0.0000062409417,0.000032068856,0.00009623118],"genre_scores_gemma":[0.9843223,0.000026601307,0.014959276,0.00007200865,0.0005620005,0.000008120155,0.0000039362344,0.000030889158,0.000014847467],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99851084,0.00007621072,0.0007101416,0.00014597079,0.0003804251,0.00017644308],"domain_scores_gemma":[0.99886036,0.0002727629,0.00019877682,0.00009558007,0.00041976958,0.00015277123],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010137791,0.00016427583,0.00030705644,0.00015994917,0.000078278106,0.00023557195,0.00014048028,0.000071019334,0.0000011996395],"category_scores_gemma":[0.00009779472,0.00015203503,0.000037060105,0.00005485009,0.000015584326,0.00022884192,0.000020345948,0.00016942149,0.0000040849604],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012829333,0.0000073610504,0.0008403598,0.00011470816,0.000050208022,0.0000074289214,0.00061354064,0.9909988,0.0011631905,0.00009395885,0.000013793231,0.0060837967],"study_design_scores_gemma":[0.0004335189,0.000043804608,0.000030025627,0.0010769166,0.000024069726,0.00013456556,0.00007039475,0.99755317,0.00012380366,0.00005837194,0.0002923058,0.0001590481],"about_ca_topic_score_codex":0.00014533818,"about_ca_topic_score_gemma":0.0000012327224,"teacher_disagreement_score":0.59577924,"about_ca_system_score_codex":0.00008011197,"about_ca_system_score_gemma":0.000029660452,"threshold_uncertainty_score":0.6199809},"labels":[],"label_agreement":null},{"id":"W2042133276","doi":"10.1115/1.1898231","title":"Impact Control in Hydraulic Actuators","year":2004,"lang":"en","type":"article","venue":"Journal of Dynamic Systems Measurement and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Control theory (sociology); Controller (irrigation); Actuator; Uniqueness; Discontinuity (linguistics); Lyapunov function; Lyapunov stability; Equilibrium point; Computer science; Stability (learning theory); Control engineering; Engineering; Mathematics; Nonlinear system; Control (management); Physics; Artificial intelligence","score_opus":0.00782478763489181,"score_gpt":0.20785602278262796,"score_spread":0.20003123514773616,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2042133276","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7651132,0.012717901,0.21854672,0.0002138876,0.0018133981,0.0007639781,0.000009675715,0.00006095134,0.0007602988],"genre_scores_gemma":[0.9996346,0.00009275244,0.000015709626,0.00003322873,0.00017222053,0.00001532659,3.2566885e-7,0.000029079169,0.000006742145],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978088,0.00010909911,0.0009857038,0.0001085923,0.0006661418,0.00032165783],"domain_scores_gemma":[0.99915946,0.000060885304,0.00027543923,0.0001522196,0.00016142004,0.0001905624],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016738687,0.0002443099,0.0007452711,0.00027536726,0.000033553235,0.000073597694,0.00015646707,0.00011114109,0.000005905265],"category_scores_gemma":[0.000066440276,0.00018160448,0.00016656637,0.00014094108,0.000021140128,0.00019614147,0.0000036603144,0.00023452044,0.0000090471285],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005341629,0.0003982,0.06796363,0.0011790523,0.0039308206,0.00040216756,0.0039775087,0.8404161,0.047347404,0.000276516,0.0006330537,0.032941405],"study_design_scores_gemma":[0.071072035,0.0017624507,0.15167035,0.0056065167,0.0006859213,0.002535885,0.0021970314,0.7601019,0.000066963876,0.0006660569,0.0020471106,0.0015877595],"about_ca_topic_score_codex":0.00013006579,"about_ca_topic_score_gemma":0.000060571852,"teacher_disagreement_score":0.23452143,"about_ca_system_score_codex":0.0006987931,"about_ca_system_score_gemma":0.000110539666,"threshold_uncertainty_score":0.7405616},"labels":[],"label_agreement":null},{"id":"W2042570287","doi":"10.1115/gt2002-30278","title":"On Reducing Piping Vibration Levels: Attacking the Source","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"TransCanada (Canada)","funders":"Sichuan University of Science and Engineering; American Heart Association","keywords":"Noise (video); Acoustics; Vibration; Harmonics; Centrifugal compressor; Piping; Gas compressor; Noise reduction; Body orifice; Engineering; Diffuser (optics); Helmholtz resonator; Computer science; Mechanical engineering; Electrical engineering; Physics; Resonator","score_opus":0.04034855353179063,"score_gpt":0.21701858342886565,"score_spread":0.17667002989707503,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2042570287","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25855365,0.00033587017,0.43137258,0.00068138435,0.0008436916,0.0002444734,5.498705e-7,0.0008037915,0.307164],"genre_scores_gemma":[0.99760103,0.0000059040754,0.00015701345,0.00018245164,0.00017652959,0.000007921503,4.129536e-7,0.00001973381,0.0018489744],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99947417,0.000023636321,0.00015902704,0.00008157952,0.00011949819,0.00014206223],"domain_scores_gemma":[0.9996312,0.00013384342,0.000017197042,0.00018516074,0.0000070560436,0.000025503856],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014245059,0.00008260157,0.00007909475,0.00002840253,0.000103150036,0.000054790533,0.00008770588,0.000036181496,0.00049640716],"category_scores_gemma":[0.000029540717,0.000055213397,0.000028719563,0.00009147384,0.00000791586,0.00007450228,0.000007878531,0.00008831835,0.00043261232],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[5.713666e-7,0.000009019685,0.000052445037,0.00008431469,0.0000369902,0.0000013802785,0.0092410585,0.888699,0.0038501874,0.0014958794,0.016992943,0.079536214],"study_design_scores_gemma":[0.000069429596,0.000008157299,0.0001627223,0.00011065447,0.0000033524593,0.000008559297,0.00028922554,0.99259883,0.0013114098,0.00003561557,0.005303984,0.00009803586],"about_ca_topic_score_codex":0.000020577218,"about_ca_topic_score_gemma":0.0000037010066,"teacher_disagreement_score":0.7390474,"about_ca_system_score_codex":0.00003104061,"about_ca_system_score_gemma":0.0000012447505,"threshold_uncertainty_score":0.55605},"labels":[],"label_agreement":null},{"id":"W2042754664","doi":"10.1115/imece2004-61241","title":"Design of a Nonlinear Position Regulator for Cooperating Hydraulic Manipulators Handling a Rigid Object","year":2004,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Control theory (sociology); Lyapunov function; Controller (irrigation); Nonlinear system; Control engineering; Object (grammar); Position (finance); Computer science; Lyapunov stability; Hydraulic machinery; Stability (learning theory); Engineering; Control (management); Artificial intelligence","score_opus":0.01905948075442763,"score_gpt":0.22776033391483833,"score_spread":0.2087008531604107,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2042754664","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1909352,0.000115709874,0.8068815,0.000024818199,0.00018975878,0.000580815,0.0000045607003,0.00022656174,0.0010410874],"genre_scores_gemma":[0.9426087,0.0000054821044,0.057067312,0.00003512866,0.00012180017,0.000050975636,0.000012778281,0.000041192186,0.000056611094],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99907887,0.00001748342,0.00041351703,0.00014003692,0.00013211877,0.00021798696],"domain_scores_gemma":[0.99957734,0.00007952948,0.000050145118,0.00017607803,0.000055901448,0.000061021627],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002496837,0.00015449678,0.00026976137,0.00007745198,0.000068441004,0.000027381817,0.00008764204,0.00009194354,0.000018796543],"category_scores_gemma":[0.00003274325,0.00013940092,0.000069900416,0.00014953283,0.0000150745,0.00010379042,0.000007997835,0.00005511706,0.000016921622],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010697038,0.000018798348,0.000023570381,0.00023592825,0.000057062505,0.0000015829377,0.0007234331,0.9591512,0.038596403,0.00053204154,0.00007820059,0.0005710669],"study_design_scores_gemma":[0.00096254493,0.00012461987,0.000033787208,0.00026877975,0.00002816901,0.00003258621,0.00014914924,0.88703454,0.11075469,0.00022798714,0.00016159851,0.0002215516],"about_ca_topic_score_codex":0.000058935722,"about_ca_topic_score_gemma":0.00000814958,"teacher_disagreement_score":0.7516735,"about_ca_system_score_codex":0.00007671326,"about_ca_system_score_gemma":0.00003961051,"threshold_uncertainty_score":0.5684604},"labels":[],"label_agreement":null},{"id":"W2042934420","doi":"10.5589/q06-015","title":"Flow Field in the Vicinity of a High-Pressure-Drop Ball Valve","year":2006,"lang":"en","type":"article","venue":"Canadian aeronautics and space journal","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Ball valve; Pressure drop; Piping; Back pressure; Mechanics; Gate valve; Butterfly valve; Combustor; Flow (mathematics); Control valves; Globe valve; Engineering; Backflow; Flow coefficient; Materials science; Mechanical engineering; Inlet; Combustion; Physics; Chemistry","score_opus":0.004987928546066088,"score_gpt":0.1757310604802525,"score_spread":0.17074313193418642,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2042934420","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9612756,0.0035414295,0.0035963946,0.0038599928,0.000767056,0.00019746693,0.000036746533,0.00001655705,0.026708782],"genre_scores_gemma":[0.9992798,0.00007323844,0.00021979172,0.00015697352,0.0001469101,0.00000115721,0.0000014512659,0.000008822317,0.00011186869],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993776,0.000037879418,0.00020361698,0.000050283867,0.00011734319,0.00021328281],"domain_scores_gemma":[0.99962646,0.000076095275,0.000032502583,0.00011150041,0.000021109883,0.00013233112],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029289382,0.00008420423,0.00015359074,0.00008621033,0.000060026137,0.000045154997,0.000121132965,0.000073199524,0.00006928418],"category_scores_gemma":[0.000022336932,0.00006363347,0.000038532937,0.00009044732,0.000020081607,0.000033860517,0.000004710244,0.00023989506,0.000002996849],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026503585,0.00011477261,0.0748429,0.00090799766,0.00056623097,0.0006875298,0.017296158,0.5616797,0.0011514812,0.029773204,0.2822801,0.030673431],"study_design_scores_gemma":[0.001708751,0.00023564749,0.26871,0.0003901297,0.00018155934,0.00095130625,0.0023344941,0.52131283,0.00019972825,0.0060812784,0.19722669,0.00066758273],"about_ca_topic_score_codex":0.043029837,"about_ca_topic_score_gemma":0.25064987,"teacher_disagreement_score":0.20762002,"about_ca_system_score_codex":0.000039353108,"about_ca_system_score_gemma":0.000073932424,"threshold_uncertainty_score":0.9633427},"labels":[],"label_agreement":null},{"id":"W2043752190","doi":"10.2316/journal.206.2010.3.206-3339","title":"WEIGHT OPTIMIZATION AND STRUCTURESPECIFIED ROBUST H ∞ LOOP-SHAPING CONTROL OF A PNEUMATIC SERVO SYSTEM USING GENETIC ALGORITHM","year":2010,"lang":"en","type":"article","venue":"International Journal of Robotics and Automation","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Control theory (sociology); Computer science; Genetic algorithm; Loop (graph theory); Servomechanism; Servo; Robust optimization; Optimization algorithm; Control engineering; Control (management); Engineering; Mathematical optimization; Mathematics; Artificial intelligence; Machine learning","score_opus":0.011817047146832318,"score_gpt":0.21760017109873758,"score_spread":0.20578312395190526,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2043752190","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20202936,0.0002315772,0.79643416,0.00004008132,0.0011234508,0.000079879195,0.000006696527,0.00002040061,0.00003436767],"genre_scores_gemma":[0.8763564,0.000058589423,0.123344235,0.0000068755508,0.00021528162,6.756739e-7,0.0000025306763,0.00001372997,0.0000016708959],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99892426,0.000028375784,0.0006084461,0.00006481706,0.00029466173,0.00007945295],"domain_scores_gemma":[0.99916375,0.00007067005,0.00036149615,0.00006321944,0.00028357646,0.000057283436],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021097722,0.00010563344,0.00023173582,0.0001900798,0.000032547574,0.000080314334,0.000109834604,0.000076874276,0.000011143579],"category_scores_gemma":[0.000027621329,0.00009350994,0.00003818148,0.00005759353,0.000025706298,0.00018405667,0.000013035929,0.0001219671,3.457923e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000037603772,0.000006326209,0.00025910992,0.00012402712,0.00011707465,0.0000066141206,0.00020876375,0.9874201,0.004647179,0.00034950586,0.000004940186,0.006852613],"study_design_scores_gemma":[0.0006342903,0.000019788935,0.0018794584,0.0003373138,0.000048459322,0.0006580179,0.00010180305,0.995914,0.0002283163,0.00008843816,0.000007937566,0.000082188366],"about_ca_topic_score_codex":0.0000075423345,"about_ca_topic_score_gemma":0.0000011999465,"teacher_disagreement_score":0.6743271,"about_ca_system_score_codex":0.000041396037,"about_ca_system_score_gemma":0.000022806378,"threshold_uncertainty_score":0.38132244},"labels":[],"label_agreement":null},{"id":"W2044278669","doi":"10.1109/tim.2011.2161938","title":"Internal Leakage Detection in Hydraulic Actuators Using Empirical Mode Decomposition and Hilbert Spectrum","year":2011,"lang":"en","type":"article","venue":"IEEE Transactions on Instrumentation and Measurement","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":109,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Actuator; Hilbert–Huang transform; Control theory (sociology); Leakage (economics); Hilbert transform; Spectral leakage; Computer science; Engineering; Algorithm; Artificial intelligence; Fast Fourier transform; Spectral density; White noise; Telecommunications","score_opus":0.05608613384054359,"score_gpt":0.2987102261436674,"score_spread":0.2426240923031238,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2044278669","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5603971,0.000013454708,0.4386394,0.000015727037,0.00033189316,0.00015120092,0.0000017928057,0.000046426147,0.0004029837],"genre_scores_gemma":[0.9993562,0.000057559835,0.00046084946,0.000052066996,0.000018218858,0.000031891483,8.0556276e-7,0.000017660137,0.000004766843],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991441,0.00004783475,0.00028096617,0.00016224822,0.0002154956,0.00014938564],"domain_scores_gemma":[0.9997784,0.000010340322,0.000033163524,0.00007783876,0.000014422561,0.00008583801],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015883478,0.0001441931,0.0001360117,0.00020768946,0.00008342351,0.00002780155,0.00003125378,0.000065254826,0.000031189917],"category_scores_gemma":[0.0000011180459,0.00014807517,0.000030670108,0.000107871754,0.000024183697,0.00018912753,6.116101e-7,0.00013478765,0.0000062828467],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00047204873,0.0006413242,0.0058181905,0.00050346623,0.00047150516,0.000017715232,0.035881545,0.06344333,0.13086842,0.000066025874,0.000033712142,0.7617827],"study_design_scores_gemma":[0.00236574,0.000290679,0.010017579,0.00033422254,0.000091287664,0.0001372116,0.001495747,0.5858164,0.39854765,0.00032314536,0.000102807884,0.00047754223],"about_ca_topic_score_codex":0.0004971085,"about_ca_topic_score_gemma":0.0010415316,"teacher_disagreement_score":0.76130515,"about_ca_system_score_codex":0.00028676336,"about_ca_system_score_gemma":0.000011685195,"threshold_uncertainty_score":0.603833},"labels":[],"label_agreement":null},{"id":"W2046024596","doi":"10.1088/1755-1315/22/1/012014","title":"Fatigue analyses of the prototype Francis runners based on site measurements and simulations","year":2014,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":76,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"TransCanada (Canada)","funders":"","keywords":"Francis turbine; Stator; Strain gauge; Compensation (psychology); Rotor (electric); Power (physics); Transient (computer programming); Stress (linguistics); Vibration; Hydropower; Amplitude; Electrical load; Structural engineering; Engineering; Control theory (sociology); Computer science; Turbine; Acoustics; Mechanical engineering; Physics; Voltage; Electrical engineering","score_opus":0.040543439731779665,"score_gpt":0.24040299996501502,"score_spread":0.19985956023323537,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2046024596","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9964106,0.000020830155,0.0009520792,0.000036588128,0.00005566222,0.00019487157,0.000012594058,0.000012910012,0.002303834],"genre_scores_gemma":[0.99977356,0.000006656399,0.00015170773,0.000030128447,0.0000063637394,0.000006517273,0.000001867013,0.000003610919,0.00001959669],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99934894,0.000022141357,0.00011522742,0.00012533195,0.00026334182,0.00012503704],"domain_scores_gemma":[0.99971765,0.000023365663,0.000029474815,0.00015664603,0.0000056477766,0.00006719076],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013979443,0.00008452401,0.0000961391,0.000031336243,0.00014638972,0.00003227148,0.00009404548,0.000021491978,0.000045028384],"category_scores_gemma":[0.000025125271,0.000058369802,0.0000135108085,0.000107830965,0.00043391137,0.00013534333,0.000021362177,0.00004124303,0.0000027384472],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018491513,0.000025939347,0.09066017,0.00009242134,0.000013105821,1.9658746e-7,0.0013677897,0.2673728,0.62439483,0.00011767038,0.0000054824304,0.015931088],"study_design_scores_gemma":[0.00021660108,0.000123421,0.23204684,0.000062834006,0.000009500701,0.0000013615546,0.00014812808,0.63014346,0.1366854,0.0000268181,0.0004029638,0.00013267237],"about_ca_topic_score_codex":0.00002795245,"about_ca_topic_score_gemma":0.000034126264,"teacher_disagreement_score":0.48770946,"about_ca_system_score_codex":0.0000084183885,"about_ca_system_score_gemma":0.0000098182945,"threshold_uncertainty_score":0.23802514},"labels":[],"label_agreement":null},{"id":"W2046884592","doi":"10.1115/fpmc2013-4493","title":"Modelling and Experimental Validation of the Effective Bulk Modulus of a Mixture of Hydraulic Oil and Air","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Bulk modulus; Modulus; Sensitivity (control systems); Hydraulic fluid; Materials science; Compression (physics); Current (fluid); Mechanics; Thermodynamics; Hydraulic machinery; Composite material; Engineering; Physics","score_opus":0.0060994743706155406,"score_gpt":0.19112500979771618,"score_spread":0.18502553542710065,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2046884592","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9887873,0.0004893727,0.0057093967,0.000015401272,0.000062502666,0.00013086402,0.0000022433642,0.000012619267,0.004790286],"genre_scores_gemma":[0.9995198,0.000014696687,0.00030147083,0.0000043748696,0.0000097279935,0.000020486077,6.827239e-7,0.000008161009,0.00012059527],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995866,0.000024999601,0.00017873163,0.00006201676,0.0000896507,0.000058001566],"domain_scores_gemma":[0.99974996,0.000052136053,0.000046217643,0.000107334046,0.00002346732,0.000020905973],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007006275,0.000070553404,0.00016477286,0.000023985262,0.000011669762,0.000003125836,0.000041874577,0.000044432254,0.000017903807],"category_scores_gemma":[0.000005393927,0.000046866036,0.000024715022,0.00005280574,0.000036481346,0.00006251991,0.000019509325,0.000032188498,7.6659177e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000046971463,0.000026928652,0.00040753782,0.00065610645,0.000074088646,6.726019e-8,0.007466798,0.8035288,0.18468134,0.0001326603,0.00008452113,0.002936454],"study_design_scores_gemma":[0.00017196976,0.00002117219,0.00023613218,0.000075681266,0.000006840156,0.0000025266268,0.00032311602,0.5632532,0.43578807,0.00007289981,0.000008720342,0.000039633484],"about_ca_topic_score_codex":0.00037223304,"about_ca_topic_score_gemma":0.000001064463,"teacher_disagreement_score":0.2511067,"about_ca_system_score_codex":0.000007279823,"about_ca_system_score_gemma":0.0000026444195,"threshold_uncertainty_score":0.19111416},"labels":[],"label_agreement":null},{"id":"W2047155675","doi":"10.1243/09596518jsce637","title":"Sliding mode control for an electrohydraulic actuator system with discontinuous non-linear friction","year":2008,"lang":"en","type":"article","venue":"Proceedings of the Institution of Mechanical Engineers Part I Journal of Systems and Control Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"University of Saskatchewan","keywords":"Control theory (sociology); Actuator; Sliding mode control; Controller (irrigation); Mode (computer interface); Hydrostatic equilibrium; Linear actuator; Linear system; Computer science; Nonlinear system; Control engineering; Engineering; Mathematics; Control (management); Physics; Artificial intelligence","score_opus":0.00881464233578202,"score_gpt":0.1916008416139314,"score_spread":0.18278619927814937,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2047155675","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38552132,0.00042449363,0.61249626,0.000019467328,0.0008041012,0.00059645425,0.000019026571,0.000067009656,0.00005186229],"genre_scores_gemma":[0.99863863,0.000048809758,0.0007855695,0.000003765874,0.00042082684,0.000052482726,7.40225e-7,0.00004322739,0.000005937176],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980938,0.00000968459,0.001038901,0.00014740766,0.00041115534,0.00029908842],"domain_scores_gemma":[0.9987195,0.00009430616,0.00049414294,0.00011293376,0.0004042815,0.00017480303],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006490426,0.00028192397,0.00088325434,0.00018873184,0.00009720315,0.000025087105,0.00026070763,0.00015335693,3.1569624e-7],"category_scores_gemma":[0.00010403424,0.00019482203,0.00018606045,0.00021379023,0.000032696087,0.0004410161,0.000009897569,0.00024784583,1.9637972e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014961316,0.000028201524,0.00004568928,0.0014054392,0.000390384,0.0000018636937,0.00026789424,0.8499383,0.1400835,0.007589783,0.00003836215,0.0000610043],"study_design_scores_gemma":[0.0027684912,0.00048486894,0.00004150636,0.001455418,0.0001931682,0.0006441673,0.00038707373,0.9836114,0.009938619,0.0000040050004,0.00026097236,0.00021032515],"about_ca_topic_score_codex":0.00001954633,"about_ca_topic_score_gemma":5.8053985e-7,"teacher_disagreement_score":0.61311734,"about_ca_system_score_codex":0.000119468816,"about_ca_system_score_gemma":0.000050368308,"threshold_uncertainty_score":0.7944612},"labels":[],"label_agreement":null},{"id":"W2047815456","doi":"10.4271/2013-01-1722","title":"Valve Lift Profile Development and Optimization Using Matlab","year":2013,"lang":"en","type":"article","venue":"SAE International Journal of Engines","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Windsor","funders":"","keywords":"MATLAB; Lift (data mining); Computer science; Automotive engineering; Aerospace engineering; Marine engineering; Simulation; Engineering; Data mining","score_opus":0.011946672934648945,"score_gpt":0.22422430711884558,"score_spread":0.21227763418419665,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2047815456","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80283445,0.00064241956,0.19340092,0.00010014352,0.0017426264,0.00010124893,0.0000019577465,0.000037857644,0.0011383789],"genre_scores_gemma":[0.9400751,0.000046303994,0.05946046,0.000019955585,0.00031725297,0.000003334218,0.0000030763047,0.000014385889,0.000060143277],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993517,0.000008599559,0.0003234956,0.000039757822,0.00020095972,0.00007549262],"domain_scores_gemma":[0.9995774,0.00003156011,0.00008164074,0.000033560405,0.00022593813,0.00004991753],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010141062,0.00007710757,0.00010915846,0.00012697012,0.000015876976,0.00006328744,0.00010874633,0.000032649838,0.00017232502],"category_scores_gemma":[0.000031412088,0.00006436118,0.000033726843,0.000041521933,0.000008211428,0.0002462396,0.000014016642,0.000060648388,0.000016057693],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000023085613,0.000013581878,0.0016101074,0.000045321227,0.00028009334,0.0000075404982,0.000868007,0.9831125,0.0019701351,0.000062853585,0.0011099244,0.010917609],"study_design_scores_gemma":[0.0005178882,0.000020373005,0.009376355,0.0004012267,0.000020499656,0.00047865103,0.0002900093,0.9804207,0.0019191776,0.000091767666,0.0062620738,0.00020125177],"about_ca_topic_score_codex":0.000008180456,"about_ca_topic_score_gemma":8.2130026e-7,"teacher_disagreement_score":0.13724065,"about_ca_system_score_codex":0.000051041858,"about_ca_system_score_gemma":0.00002315368,"threshold_uncertainty_score":0.26245728},"labels":[],"label_agreement":null},{"id":"W2049002218","doi":"10.1088/1755-1315/22/0/001001","title":"The 27th IAHR Symposium on Hydraulic Machinery and Systems (IAHR 2014)","year":2014,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydroelectricity; Hydropower; Population; Event (particle physics); Electricity; Geography; Business; Engineering; Sociology","score_opus":0.006600124563513142,"score_gpt":0.17402998264874345,"score_spread":0.1674298580852303,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2049002218","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97595745,0.00055415777,0.00026559003,0.00022827055,0.00056517177,0.00020706312,0.000011752727,0.0000746337,0.022135908],"genre_scores_gemma":[0.99772996,0.001314824,0.000022560504,0.000062407955,0.00006812099,0.00001819631,0.000003209976,0.000011796475,0.0007689225],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998753,0.000045519708,0.00020086659,0.00028724194,0.00032630822,0.00038703065],"domain_scores_gemma":[0.9993553,0.00008468812,0.000040048133,0.00029449628,0.0000044322214,0.00022099465],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045727327,0.00019400891,0.00017351334,0.000040038758,0.000519172,0.00032692179,0.00023729775,0.00004984501,0.00002224512],"category_scores_gemma":[0.000015312917,0.00013255332,0.000018286935,0.00007393423,0.00088233425,0.00030373858,0.000078893114,0.00012318179,0.00008218434],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012084161,0.00010749583,0.015283923,0.000590973,0.000113485214,0.00002322785,0.008822365,0.040849533,0.6734919,0.033706155,0.0023207047,0.2245694],"study_design_scores_gemma":[0.0010755844,0.0010696873,0.12500761,0.00034139073,0.000039615206,0.00049542915,0.005099566,0.61521363,0.029046407,0.0004224686,0.2205999,0.0015887251],"about_ca_topic_score_codex":0.00007778718,"about_ca_topic_score_gemma":0.000027683322,"teacher_disagreement_score":0.6444455,"about_ca_system_score_codex":0.000022085289,"about_ca_system_score_gemma":0.000012784651,"threshold_uncertainty_score":0.54053676},"labels":[],"label_agreement":null},{"id":"W2049325395","doi":"10.1115/pvp2003-2075","title":"Thermalhydraulic Analysis of Steam Generators: Application of the Thirst Code to Vibration Analyses","year":2003,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Atomic Energy (Canada)","funders":"","keywords":"Vibration; Flow (mathematics); Mechanics; Two-phase flow; Vortex-induced vibration; Flow velocity; Fluid dynamics; Generator (circuit theory); Materials science; Acoustics; Physics; Thermodynamics; Power (physics)","score_opus":0.02193356265842834,"score_gpt":0.2681817674464837,"score_spread":0.24624820478805537,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2049325395","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6231003,0.00011001837,0.35642555,0.000028044913,0.0000690708,0.00024531098,0.00001067761,0.000048562313,0.019962458],"genre_scores_gemma":[0.99928916,0.0000061155542,0.0005420526,0.000049261467,0.000014591065,0.00002546863,0.000005499204,0.000010054053,0.00005779096],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992076,0.00006304255,0.00036907784,0.00009538582,0.00017852084,0.00008633034],"domain_scores_gemma":[0.99938613,0.000046828445,0.00007653571,0.00040541287,0.00005035235,0.000034763],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018736903,0.00008712098,0.00025285388,0.00014552852,0.00002451968,0.0000073274246,0.00013730598,0.000047280264,0.00008574172],"category_scores_gemma":[0.000025473255,0.00005754733,0.000119794066,0.0013219548,0.0000139658405,0.000043476644,0.000008497442,0.000030635063,0.000009878467],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[8.4196546e-7,0.000015898537,0.004358419,0.000035161713,0.0004990535,2.2962618e-8,0.0006344856,0.8553999,0.13686629,0.0010387352,0.00021818675,0.0009330003],"study_design_scores_gemma":[0.00010751686,0.000015507307,0.015772544,0.00001536949,0.0005134034,5.6792896e-7,0.00045799487,0.57699424,0.4041512,0.0000376644,0.0017928709,0.00014114242],"about_ca_topic_score_codex":0.00011498134,"about_ca_topic_score_gemma":0.00030949383,"teacher_disagreement_score":0.37618884,"about_ca_system_score_codex":0.000021190093,"about_ca_system_score_gemma":0.000011437001,"threshold_uncertainty_score":0.2346712},"labels":[],"label_agreement":null},{"id":"W2051237857","doi":"10.1080/00207170500034071","title":"Non-linear position control of cooperative hydraulic manipulators handling unknown payloads","year":2005,"lang":"en","type":"article","venue":"International Journal of Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Lyapunov function; Control theory (sociology); Payload (computing); Controller (irrigation); Control engineering; Position (finance); Kinematics; Engineering; Lyapunov stability; Stability (learning theory); Task (project management); Computer science; Control (management); Nonlinear system; Artificial intelligence","score_opus":0.006922856766116256,"score_gpt":0.236038414916649,"score_spread":0.22911555815053275,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2051237857","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.36826086,0.00087188074,0.6248616,0.0012224903,0.0018608954,0.00022805357,0.000028094402,0.000033993118,0.0026321642],"genre_scores_gemma":[0.9980691,0.00004303568,0.0002619749,0.00026863685,0.0012763061,0.0000047672324,0.000003727483,0.000021571179,0.000050877225],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99837697,0.000042098003,0.0008678464,0.0000752598,0.00049029745,0.00014755137],"domain_scores_gemma":[0.9987723,0.00014159505,0.0003184139,0.000088903245,0.00058767735,0.00009110923],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036746045,0.00015133945,0.00040489662,0.00019639882,0.000024961466,0.000034213477,0.00028770734,0.00007856365,0.00009949215],"category_scores_gemma":[0.00005764388,0.00012739543,0.00017692412,0.00006556225,0.00002955604,0.00028842327,0.0000072569155,0.00018963996,0.00003262961],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019310962,0.00007569298,0.0019778735,0.000023001674,0.0011040214,0.000039136903,0.0006233765,0.96376055,0.023697173,0.0004937638,0.00049234583,0.007519968],"study_design_scores_gemma":[0.007333038,0.0001888373,0.0017877315,0.00035798003,0.00011315255,0.000334624,0.00008193543,0.97102886,0.009206916,0.00007470018,0.009279838,0.00021239536],"about_ca_topic_score_codex":0.000010667406,"about_ca_topic_score_gemma":0.0000060993198,"teacher_disagreement_score":0.62980825,"about_ca_system_score_codex":0.00013279663,"about_ca_system_score_gemma":0.000048882568,"threshold_uncertainty_score":0.5195035},"labels":[],"label_agreement":null},{"id":"W2051988501","doi":"10.1115/fpmc2014-7804","title":"Hydraulic Actuator Internal Leakage Detection Using Cross-Correlation Time Series Analysis","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Actuator; Hydraulic cylinder; Leakage (economics); Piston (optics); Hydraulic machinery; Cylinder; Flow (mathematics); Control theory (sociology); Mechanical engineering; Engineering; Computer science; Mechanics; Electrical engineering; Physics","score_opus":0.006311053215050112,"score_gpt":0.21840862200327976,"score_spread":0.21209756878822966,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2051988501","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5128188,0.000007626144,0.47626913,0.0000031315546,0.00021343057,0.00004357145,7.727389e-7,0.00022388423,0.010419677],"genre_scores_gemma":[0.9975901,0.0000014718715,0.000723414,0.00001798812,0.00016686061,0.000004742496,0.000006972964,0.000023386714,0.0014650283],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992314,0.00003527984,0.00028761345,0.00013537488,0.00014368205,0.00016662705],"domain_scores_gemma":[0.999616,0.000048648217,0.00004793722,0.00019701157,0.00002871432,0.000061636034],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002213099,0.00013523921,0.00022236767,0.00017767052,0.00007417278,0.00010479905,0.00008346508,0.000094590185,0.0004474528],"category_scores_gemma":[0.00003557261,0.00012375643,0.0001143939,0.0003444558,0.000020754575,0.00032417977,0.000014050107,0.000087483386,0.00046080095],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010094245,0.000008690304,0.010154208,0.000061191415,0.0005422314,0.0000012944363,0.0005902862,0.9469437,0.030091291,0.00006740913,0.000081534905,0.011448079],"study_design_scores_gemma":[0.00010214506,0.00001599708,0.008140441,0.000012251965,0.000104887295,0.000013159809,0.00002447229,0.9843031,0.005753843,0.000050029048,0.0013337962,0.00014588097],"about_ca_topic_score_codex":0.00017348524,"about_ca_topic_score_gemma":0.00006670025,"teacher_disagreement_score":0.48477134,"about_ca_system_score_codex":0.0000780489,"about_ca_system_score_gemma":0.0000040444884,"threshold_uncertainty_score":0.59228176},"labels":[],"label_agreement":null},{"id":"W2052678842","doi":"10.1109/tcst.2011.2158101","title":"Feedback Linearization-Based Position Control of an Electrohydraulic Servo System With Supply Pressure Uncertainty","year":2011,"lang":"en","type":"article","venue":"IEEE Transactions on Control Systems Technology","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":97,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Control theory (sociology); Feedback linearization; Linearization; Control engineering; Robustness (evolution); Nonlinear system; PID controller; Servomechanism; Robust control; Control system; Adaptive control; Computer science; Lyapunov function; Engineering; Temperature control; Control (management)","score_opus":0.005395386149693376,"score_gpt":0.17586461622010038,"score_spread":0.170469230070407,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2052678842","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04022991,0.00028446395,0.9548051,0.00006410544,0.0005999814,0.0016349573,0.00022264376,0.0015985364,0.00056033395],"genre_scores_gemma":[0.99887514,0.0000040139807,0.00021171977,0.000026997146,0.000055648616,0.00068211684,0.000013039352,0.00008774673,0.000043574906],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979052,0.00018207857,0.0007665665,0.00037354717,0.0003106202,0.00046200815],"domain_scores_gemma":[0.9985409,0.00011308352,0.00022225235,0.00073397293,0.00026404535,0.00012579118],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00026026033,0.00038969427,0.0008159672,0.00058465404,0.00013405751,0.000028824788,0.00035462689,0.0005487853,0.00002730052],"category_scores_gemma":[0.0000040558593,0.00034072064,0.00010975053,0.00054253085,0.00011482795,0.00016001072,4.5677587e-7,0.00036171623,0.000034153905],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00031997066,0.00016094817,0.00013735339,0.00071970443,0.00060093653,0.000015425778,0.00018107171,0.98156434,0.014903632,0.00055198534,0.000012525412,0.0008321262],"study_design_scores_gemma":[0.004055381,0.0010043608,0.00006842975,0.0004668077,0.00033259735,0.00014941688,0.0003474521,0.9751523,0.017931368,0.000008607118,0.00013206896,0.00035122494],"about_ca_topic_score_codex":0.0005676828,"about_ca_topic_score_gemma":0.00024947865,"teacher_disagreement_score":0.9586452,"about_ca_system_score_codex":0.00014512005,"about_ca_system_score_gemma":0.00008554622,"threshold_uncertainty_score":0.99990445},"labels":[],"label_agreement":null},{"id":"W2053627786","doi":"10.2316/journal.206.2014.2.206-3872","title":"UNILATERAL CONTROL OF TELEOPERATED HYDRAULIC MANIPULATORS FOR LIVE-LINE MAINTENANCE: COMPARATIVE STUDY","year":2014,"lang":"en","type":"article","venue":"International Journal of Robotics and Automation","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Manitoba Hydro; University of Manitoba; University of Calgary","funders":"","keywords":"Teleoperation; Computer science; Line (geometry); Control (management); Control theory (sociology); Control engineering; Geology; Engineering; Artificial intelligence; Mathematics","score_opus":0.01757897426050831,"score_gpt":0.2647853125469838,"score_spread":0.24720633828647548,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2053627786","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6373624,0.00004577395,0.36149478,0.00012510935,0.00064311596,0.00018353765,0.000005873531,0.000016577258,0.00012278461],"genre_scores_gemma":[0.99856263,0.000011866251,0.0012012029,0.000024393934,0.00016203472,0.000003361279,0.0000058193737,0.000009161161,0.000019535335],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990627,0.00003883561,0.00055763486,0.000053443116,0.00021157769,0.00007579684],"domain_scores_gemma":[0.9991327,0.000113418726,0.00024265551,0.0000487048,0.0004229674,0.000039544357],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033878072,0.00009188448,0.0002744474,0.000115167364,0.000020558611,0.000035982255,0.00011843628,0.000034425168,0.0000066304833],"category_scores_gemma":[0.00004368613,0.0000734397,0.000049973372,0.00004267588,0.000017116823,0.00012712037,0.0000072272137,0.00006322468,0.000001720541],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038389535,0.0000798034,0.003995333,0.000039392744,0.0003385111,0.000002383365,0.0017055941,0.98897535,0.0010945343,0.0012197744,0.00016345273,0.002347512],"study_design_scores_gemma":[0.0017795641,0.0003089333,0.012292109,0.00012029578,0.00003905177,0.000037108082,0.00041105185,0.9841774,0.00026553133,0.00029870163,0.00019460174,0.00007563646],"about_ca_topic_score_codex":0.0000064581795,"about_ca_topic_score_gemma":0.000003966295,"teacher_disagreement_score":0.36120018,"about_ca_system_score_codex":0.000035041317,"about_ca_system_score_gemma":0.000012237645,"threshold_uncertainty_score":0.29947844},"labels":[],"label_agreement":null},{"id":"W2054765618","doi":"10.1080/14399776.2003.10781153","title":"Modelling of Orifice Flow Rate at Very Small Openings","year":2003,"lang":"en","type":"article","venue":"International Journal of Fluid Power","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada; Zhejiang University of Technology","keywords":"Flow coefficient; Body orifice; Orifice plate; Discharge coefficient; Mechanics; Flow (mathematics); Pressure drop; Volumetric flow rate; Mathematics; Engineering; Physics; Mechanical engineering","score_opus":0.021343524117924312,"score_gpt":0.21675527299295425,"score_spread":0.19541174887502993,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2054765618","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.76199615,0.0007716699,0.21058036,0.000058789035,0.004273834,0.000052056177,0.000008203742,0.000016605783,0.022242332],"genre_scores_gemma":[0.9961897,0.00010370237,0.0030224752,0.000040353225,0.00012632117,8.8894046e-7,0.000001481119,0.000019597113,0.000495482],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989172,0.00004112792,0.000565634,0.000061590894,0.0003023167,0.00011212821],"domain_scores_gemma":[0.9992744,0.00010891642,0.00015191555,0.00009220013,0.00030674416,0.00006587848],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00050504453,0.00010224566,0.00020642937,0.00012559009,0.000015381467,0.000026613709,0.00027697947,0.000052416137,0.00040032563],"category_scores_gemma":[0.00006670097,0.000090828544,0.000117516814,0.000057703186,0.00001541688,0.00014673444,0.000015510785,0.00011606916,0.00004830701],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000409561,0.00001620898,0.00025621965,0.000018153834,0.0002817904,0.00005178533,0.0009785183,0.9763025,0.017938698,0.00052921404,0.003357612,0.0002283263],"study_design_scores_gemma":[0.0018662192,0.00012740317,0.00013686575,0.000670768,0.00005346503,0.0010878186,0.00030090564,0.80701977,0.07874761,0.0005434684,0.10904774,0.00039794753],"about_ca_topic_score_codex":0.000010545637,"about_ca_topic_score_gemma":0.0000012798322,"teacher_disagreement_score":0.23419355,"about_ca_system_score_codex":0.0000987,"about_ca_system_score_gemma":0.000034195895,"threshold_uncertainty_score":0.4383285},"labels":[],"label_agreement":null},{"id":"W2055766896","doi":"10.1177/095440620121500903","title":"Two-dimensional pressure control valve","year":2001,"lang":"en","type":"article","venue":"Proceedings of the Institution of Mechanical Engineers Part C Journal of Mechanical Engineering Science","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"University of Saskatchewan","keywords":"Linearity; Groove (engineering); Static pressure; Leakage (economics); Control theory (sociology); Mechanics; Ball valve; Control valves; Materials science; Structural engineering; Engineering; Mechanical engineering; Computer science; Physics","score_opus":0.00964417734419916,"score_gpt":0.2155613258706999,"score_spread":0.20591714852650073,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2055766896","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7750554,0.0013721393,0.21163116,0.00053586834,0.008794048,0.00083831965,0.00002838864,0.00028790982,0.0014567273],"genre_scores_gemma":[0.9958458,0.00003736827,0.00381732,0.000025289239,0.00022807332,0.0000060904913,1.796793e-7,0.000024352212,0.000015519427],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99677014,0.000009774477,0.0012014097,0.00020728269,0.0013706496,0.00044071692],"domain_scores_gemma":[0.9982532,0.00014718434,0.00041213122,0.00019420947,0.00069117785,0.00030209057],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022437167,0.00027537905,0.00064382737,0.00028812283,0.000084760584,0.000032067317,0.0011604003,0.00014835535,0.000026526948],"category_scores_gemma":[0.0013832959,0.00020244315,0.00038683883,0.0010403265,0.00018301285,0.00054811046,0.00009768085,0.00053782645,0.000003106245],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026747426,0.00004328604,0.000012179492,0.00015207977,0.00011342911,0.0000016860142,0.000046839396,0.71602875,0.25070974,0.032528307,0.00013175284,0.00020519122],"study_design_scores_gemma":[0.0014401345,0.0002094163,0.00007460486,0.0010449949,0.00018790607,0.0004615991,0.000052586605,0.8225527,0.17142344,0.0005574849,0.0017002476,0.00029494433],"about_ca_topic_score_codex":0.0000036631607,"about_ca_topic_score_gemma":1.7876904e-7,"teacher_disagreement_score":0.22079037,"about_ca_system_score_codex":0.000114569564,"about_ca_system_score_gemma":0.00014430247,"threshold_uncertainty_score":0.8255392},"labels":[],"label_agreement":null},{"id":"W2056154632","doi":"10.1115/1.4023061","title":"Development of a Hybrid Dynamic Model and Experimental Identification of Robotic Bulldozing","year":2012,"lang":"en","type":"article","venue":"Journal of Dynamic Systems Measurement and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Nonlinear system; Position (finance); Sensitivity (control systems); Control engineering; System identification; Degrees of freedom (physics and chemistry); Identification (biology); Computer science; Robot; Control theory (sociology); Engineering; Set (abstract data type); Simulation; Control (management); Artificial intelligence; Measure (data warehouse)","score_opus":0.017512377485150794,"score_gpt":0.2193052777257885,"score_spread":0.2017929002406377,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2056154632","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.74441713,0.015787734,0.23902518,0.0000064451683,0.0004833802,0.00022216204,0.0000022718614,0.000009222685,0.000046471898],"genre_scores_gemma":[0.9994054,0.000040777806,0.0004794789,0.0000017538068,0.00003056972,0.000011472964,6.4008805e-7,0.000017271304,0.000012663418],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980015,0.000054007,0.00119639,0.00006958419,0.0005083426,0.00017013124],"domain_scores_gemma":[0.9990724,0.00002668683,0.0005412193,0.0001026557,0.00015750427,0.00009956968],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016246844,0.00014382893,0.00049676985,0.00014074043,0.00003651034,0.000019930096,0.00008395043,0.000036894915,0.0000012248717],"category_scores_gemma":[0.000022198054,0.00012261425,0.000057281704,0.000043813852,0.000023700364,0.00017173773,0.000009115071,0.00007217173,6.718046e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035691326,0.00008891145,0.0011069565,0.0009573859,0.0005028669,0.0000010940076,0.0032975888,0.08090893,0.9105307,0.000037390775,0.000013711717,0.0025187647],"study_design_scores_gemma":[0.001270113,0.000037444403,0.0017470708,0.00060977857,0.000104946754,0.00012536655,0.0014691361,0.9906583,0.003826257,0.000005752397,0.000014644057,0.0001311936],"about_ca_topic_score_codex":0.0000038634703,"about_ca_topic_score_gemma":0.00000207125,"teacher_disagreement_score":0.9097494,"about_ca_system_score_codex":0.0001724884,"about_ca_system_score_gemma":0.000043438537,"threshold_uncertainty_score":0.50000644},"labels":[],"label_agreement":null},{"id":"W2056557289","doi":"10.1115/1.1433480","title":"An Investigation Into the Characteristics of a Two Dimensional “2D” Flow Control Valve","year":2001,"lang":"en","type":"article","venue":"Journal of Dynamic Systems Measurement and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":63,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"Zhejiang University; University of Saskatchewan","keywords":"Control theory (sociology); Mechanics; Hydrostatic equilibrium; Volumetric flow rate; Flow control valve; Bernoulli's principle; Stiffness; Electrohydraulic servo valve; Ball valve; Leakage (economics); Control valves; Flow (mathematics); Engineering; Mechanical engineering; Structural engineering; Computer science; Physics","score_opus":0.010594915787381785,"score_gpt":0.20901849537409842,"score_spread":0.19842357958671664,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2056557289","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9400137,0.004008626,0.05384893,0.00018146608,0.0014029426,0.00044975823,0.00000893762,0.000025351465,0.00006025478],"genre_scores_gemma":[0.9994587,0.000045733763,0.00006267511,0.0000517079,0.00033367166,0.00001437582,0.0000018992915,0.000020170866,0.000011124289],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977207,0.00026636943,0.0009940042,0.000091732196,0.00075501745,0.00017218557],"domain_scores_gemma":[0.99860287,0.00012080524,0.0004879749,0.00018784316,0.0004594057,0.00014109645],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023578808,0.00017841862,0.00055765023,0.000104013656,0.00007280091,0.00005768311,0.00016751135,0.00006721536,0.000005620434],"category_scores_gemma":[0.0000640309,0.00011663509,0.00012938643,0.00009027274,0.00004920247,0.00016230323,0.000004190678,0.00016245637,0.000002418155],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000612472,0.00027474697,0.12121726,0.0013508825,0.0051363423,0.000075093645,0.014764391,0.36905375,0.42435932,0.00042346044,0.00065174507,0.06208053],"study_design_scores_gemma":[0.0034453769,0.00020825636,0.019194894,0.0005548102,0.0002804477,0.00021519358,0.0004053813,0.9752704,0.000023965207,0.000105585976,0.00014420992,0.00015151125],"about_ca_topic_score_codex":0.00008005495,"about_ca_topic_score_gemma":0.00003539894,"teacher_disagreement_score":0.6062166,"about_ca_system_score_codex":0.00012457225,"about_ca_system_score_gemma":0.000065970664,"threshold_uncertainty_score":0.47562408},"labels":[],"label_agreement":null},{"id":"W2057916931","doi":"10.1115/imece2007-41650","title":"Investigation of a High Precision Hydrostatic Actuation System: How Nonlinearities Affect Its Performance","year":2007,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University; University of Saskatchewan","funders":"Canadian Water Network","keywords":"Nonlinear system; Control theory (sociology); Actuator; Hydrostatic equilibrium; Bond graph; Observable; Computer science; Amplitude; Mathematics; Applied mathematics; Physics; Artificial intelligence; Control (management)","score_opus":0.016817905872696704,"score_gpt":0.20728669220871204,"score_spread":0.19046878633601533,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2057916931","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93099004,0.00007908083,0.06504582,0.00001983232,0.0003442669,0.00029461147,0.0000038862067,0.000215335,0.003007108],"genre_scores_gemma":[0.99835193,0.000016488928,0.001208732,0.0000064566357,0.000080570666,0.000011404918,0.000022027785,0.000018597553,0.0002838103],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991863,0.000022042243,0.0002974071,0.000090125686,0.00025037635,0.00015377675],"domain_scores_gemma":[0.99947363,0.00019855016,0.00006733249,0.00014682297,0.000058782516,0.00005488039],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005774188,0.0001134647,0.00019601661,0.00011642128,0.00003353395,0.000022532127,0.0000736141,0.00007683123,0.00001418315],"category_scores_gemma":[0.00004267501,0.00009655777,0.000028260947,0.00018064573,0.000017273027,0.0002391186,0.000008794471,0.000059044243,0.000036472884],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016168418,0.00007588807,0.03172443,0.053136747,0.0005437937,0.00002079428,0.033455044,0.2736906,0.46235535,0.007121656,0.0061345166,0.13157949],"study_design_scores_gemma":[0.00031804357,0.000087534856,0.016692264,0.0007131144,0.000019231102,0.000016079806,0.00072514405,0.79501534,0.18615477,0.000019913528,0.00006965492,0.00016894256],"about_ca_topic_score_codex":0.000032951983,"about_ca_topic_score_gemma":0.000019211571,"teacher_disagreement_score":0.5213247,"about_ca_system_score_codex":0.000071449445,"about_ca_system_score_gemma":0.000013219151,"threshold_uncertainty_score":0.39375117},"labels":[],"label_agreement":null},{"id":"W2058382850","doi":"10.1080/00207170412331305579","title":"Dynamic analysis of variable structure force control of hydraulic actuators via the reaching law approach","year":2004,"lang":"en","type":"article","venue":"International Journal of Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Variable structure control; Control theory (sociology); Sliding mode control; Law; Actuator; Servomechanism; Controller (irrigation); Control engineering; Variable (mathematics); Engineering; Control (management); Computer science; Nonlinear system; Mathematics; Physics","score_opus":0.0034438742734622906,"score_gpt":0.2068014940398282,"score_spread":0.2033576197663659,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2058382850","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10403546,0.00031815103,0.8930335,0.00016625939,0.0004654739,0.00012633615,0.00006540812,0.000011612793,0.0017778056],"genre_scores_gemma":[0.99868876,0.000009338527,0.0010224085,0.00013768948,0.00010573961,0.0000026629232,0.000006955361,0.000016061653,0.000010409772],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99826825,0.00006904903,0.00086094445,0.00007587748,0.0005914927,0.00013441932],"domain_scores_gemma":[0.9986315,0.00026763065,0.0005606511,0.00017489195,0.00031012937,0.00005522736],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005233729,0.00014014433,0.0005696625,0.00026886177,0.000027143165,0.000027395745,0.0005504022,0.000079102385,0.000039877108],"category_scores_gemma":[0.000070681075,0.00009441948,0.00030731235,0.00022693661,0.000054764823,0.00016986571,0.000010477653,0.00022786333,7.2680916e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006469515,0.00003143159,0.0004423248,0.000023501732,0.0064961114,0.0000040817945,0.0007308641,0.968578,0.015984442,0.006516832,0.000007009352,0.0011207454],"study_design_scores_gemma":[0.0041139666,0.000075398704,0.0018951045,0.00012842512,0.0015027735,0.00015256192,0.00022732862,0.9857007,0.00082415895,0.0048967106,0.00032548516,0.0001573572],"about_ca_topic_score_codex":0.00019706575,"about_ca_topic_score_gemma":0.000028315018,"teacher_disagreement_score":0.89465326,"about_ca_system_score_codex":0.00012844829,"about_ca_system_score_gemma":0.000046258334,"threshold_uncertainty_score":0.38503146},"labels":[],"label_agreement":null},{"id":"W2058601018","doi":"10.1115/detc2008-49986","title":"Optimization of a Hydraulic Mixing Nozzle","year":2008,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Nozzle; Computational fluid dynamics; Mixing (physics); Jet (fluid); Mechanical engineering; Mechanics; Design tool; Optimal design; Computer science; Engineering; Physics","score_opus":0.014481813295905133,"score_gpt":0.19556057594971113,"score_spread":0.18107876265380599,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2058601018","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12296882,0.00014898395,0.6347172,0.000019998017,0.00020178709,0.00009637401,8.9874095e-7,0.00026196934,0.24158396],"genre_scores_gemma":[0.9937222,0.000036755806,0.0056169764,0.00001672226,0.000031515614,0.000004316218,0.0000023400755,0.000011998415,0.0005571642],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99962205,0.000006798704,0.0001655509,0.000045442885,0.00007892281,0.00008121044],"domain_scores_gemma":[0.99981755,0.000021587852,0.000015346432,0.00010393054,0.000013856246,0.000027704524],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004066052,0.000053153344,0.000106422485,0.000037777627,0.00001895732,0.0000022504717,0.000049091414,0.000032136064,0.00023898823],"category_scores_gemma":[0.000008759085,0.00004809191,0.000025795829,0.0001003367,0.000011899241,0.000051087383,0.000005171061,0.000024421252,0.000045518656],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[4.0648246e-7,0.0000049260816,0.00039171948,0.000040972907,0.000010729391,0.0000015455304,0.0005510176,0.99629694,0.00059346255,0.000068152534,0.0017498655,0.0002902881],"study_design_scores_gemma":[0.000121409845,0.000008078223,0.00029348143,0.000020398791,0.000002713581,0.000027882214,0.000050428018,0.99479777,0.003190454,0.000007403881,0.0014080396,0.00007191921],"about_ca_topic_score_codex":0.00003738665,"about_ca_topic_score_gemma":0.0000018675638,"teacher_disagreement_score":0.8707534,"about_ca_system_score_codex":0.000009423694,"about_ca_system_score_gemma":0.0000054282395,"threshold_uncertainty_score":0.26167536},"labels":[],"label_agreement":null},{"id":"W2060878917","doi":"10.1115/imece2002-39325","title":"Experimental Investigation on Swash Plate Axial Piston Pumps With Conical Cylinder Blocks Using Fuzzy Logic Control","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Axial piston pump; Fuzzy logic; Control theory (sociology); Swash; Piston (optics); Controller (irrigation); Cylinder; Hydraulic cylinder; Engineering; Fuzzy control system; Conical surface; Variable displacement pump; Mechanical engineering; Computer science; Control engineering; Simulation; Physics; Optics; Control (management)","score_opus":0.04444507449852731,"score_gpt":0.22794686607183814,"score_spread":0.18350179157331084,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2060878917","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91576964,0.00012315119,0.0101192845,0.00007350682,0.00026366205,0.00033135503,0.0000030953197,0.00030813031,0.073008165],"genre_scores_gemma":[0.998788,0.0000017974362,0.0004394006,0.00028375708,0.00016894168,0.00001829601,0.0000051049806,0.000032248394,0.0002624431],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990184,0.000038327606,0.0002780163,0.00018133837,0.00023406978,0.0002498677],"domain_scores_gemma":[0.9995874,0.00005537242,0.000040870473,0.00017347162,0.000014692733,0.00012815435],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009776888,0.00019704372,0.00025380356,0.000053816148,0.00007091159,0.000043548574,0.00008104485,0.00012476511,0.000504569],"category_scores_gemma":[0.000008333404,0.00015247759,0.000041287964,0.000073033865,0.00006319953,0.00008525295,0.0000056229546,0.00014534238,0.00017972976],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001458529,0.0002570255,0.005122469,0.00014476215,0.00042838664,0.00010852707,0.0047314893,0.84761125,0.13232897,0.0038374779,0.004562139,0.00072166853],"study_design_scores_gemma":[0.002255844,0.00019902203,0.00015419457,0.000076470205,0.000019454745,0.0000782741,0.00020980665,0.97955287,0.016723637,0.000055576496,0.00035261025,0.0003222206],"about_ca_topic_score_codex":0.000058165548,"about_ca_topic_score_gemma":0.0000059240224,"teacher_disagreement_score":0.13194166,"about_ca_system_score_codex":0.00012140821,"about_ca_system_score_gemma":0.000008915478,"threshold_uncertainty_score":0.6217855},"labels":[],"label_agreement":null},{"id":"W2061482624","doi":"10.1080/14399776.2008.10781301","title":"Leakage Fault Detection in Hydraulic Actuators Subject to Unknown External Loading","year":2008,"lang":"en","type":"article","venue":"International Journal of Fluid Power","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Leakage (economics); Actuator; Hydraulic cylinder; Residual; Engineering; Fault detection and isolation; Control theory (sociology); Leak; Computer science; Mechanical engineering; Electrical engineering; Artificial intelligence","score_opus":0.010437882335305213,"score_gpt":0.2360877627873925,"score_spread":0.22564988045208728,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2061482624","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92457265,0.0002110336,0.06767074,0.00011483173,0.0035352984,0.000078007775,0.0000022317793,0.0000355436,0.0037796816],"genre_scores_gemma":[0.9987951,0.00007945039,0.00031801703,0.00014638461,0.0004669723,0.0000038463863,6.1513043e-7,0.000027708573,0.00016190254],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9984248,0.000039188646,0.0006559664,0.0001029024,0.0005754576,0.0002016802],"domain_scores_gemma":[0.9994003,0.00008628223,0.00010757329,0.00010289242,0.00016550317,0.00013745586],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031566375,0.00015474703,0.0002390343,0.0005275588,0.0000292604,0.000039687828,0.00037113915,0.000077172255,0.00017884265],"category_scores_gemma":[0.00011834141,0.00014341924,0.0001297243,0.00018600236,0.00001819664,0.00030331162,0.000024818106,0.00025250233,0.00014127827],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00060915435,0.0003742502,0.022771258,0.000075380085,0.001041886,0.0045089195,0.027627392,0.25038314,0.56692064,0.0003373773,0.01305737,0.11229327],"study_design_scores_gemma":[0.010059962,0.0013084981,0.15445577,0.0033465438,0.000081511105,0.027245058,0.0015184076,0.09955679,0.44568995,0.0007259625,0.25342694,0.0025846043],"about_ca_topic_score_codex":0.000044159482,"about_ca_topic_score_gemma":0.00003273713,"teacher_disagreement_score":0.24036957,"about_ca_system_score_codex":0.0003182613,"about_ca_system_score_gemma":0.000037206377,"threshold_uncertainty_score":0.5848467},"labels":[],"label_agreement":null},{"id":"W2061939358","doi":"10.1115/fpmc2014-7847","title":"State Estimation and Fault Detection of an Electrohydrostatic Actuator","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Control theory (sociology); Actuator; Fault detection and isolation; Kalman filter; Computer science; Fault (geology); State variable; Control (management)","score_opus":0.0034532534557276872,"score_gpt":0.1938592008742829,"score_spread":0.1904059474185552,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2061939358","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6329447,0.0000070403803,0.3661262,0.0000024257877,0.000033466742,0.00004843941,4.8020974e-7,0.000072087,0.0007651292],"genre_scores_gemma":[0.9985349,0.000004217638,0.0013934086,0.000006471083,0.000008601304,0.000005164315,0.0000024232934,0.000009464069,0.00003531428],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996639,0.000018576937,0.00013143983,0.00005062525,0.00006109699,0.00007437716],"domain_scores_gemma":[0.9998173,0.00003717602,0.000019465124,0.000078828125,0.000010727637,0.00003648137],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010872923,0.000052682968,0.00008775986,0.000037144702,0.000013834183,0.000010668502,0.000021864913,0.000021758877,0.000008729225],"category_scores_gemma":[0.000020128018,0.000045865145,0.000007770902,0.00004890279,0.000007758113,0.00009590178,0.0000021654025,0.000025385676,0.000009667181],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000067096325,0.00001371484,0.000054120323,0.00037961162,0.000033793713,2.7740396e-7,0.0016456195,0.067564234,0.5149079,0.00020047266,0.00003221869,0.41516134],"study_design_scores_gemma":[0.000103295926,0.00006220755,0.00049079466,0.000008900737,0.0000040530913,0.000004764207,0.000019273519,0.9139248,0.08481203,0.00042925865,0.000091629154,0.00004898761],"about_ca_topic_score_codex":0.00004561746,"about_ca_topic_score_gemma":0.000030316345,"teacher_disagreement_score":0.84636056,"about_ca_system_score_codex":0.000009825334,"about_ca_system_score_gemma":0.000002155394,"threshold_uncertainty_score":0.18703264},"labels":[],"label_agreement":null},{"id":"W2062282753","doi":"10.1002/pamm.200510060","title":"Nonlinear Modeling and Tracking Control of a Hydraulic Rotary Vane Actuator","year":2005,"lang":"en","type":"article","venue":"PAMM","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Brock University","funders":"","keywords":"Actuator; Control theory (sociology); Nonlinear system; Hydraulic cylinder; Kinematics; Rotary actuator; Engineering; Tracking error; Control engineering; Computer science; Mechanical engineering; Control (management); Physics; Artificial intelligence","score_opus":0.011041465089146977,"score_gpt":0.20856334148594854,"score_spread":0.19752187639680158,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2062282753","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87541884,0.0014810506,0.12062287,0.00010834461,0.00010632218,0.0001698807,0.000009632783,0.00013012215,0.0019529088],"genre_scores_gemma":[0.9975631,0.000053288542,0.002042427,0.0000579072,0.0002271271,0.000008959648,0.0000024600374,0.000023578437,0.000021106407],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99934816,0.000014985584,0.00027839822,0.00009243557,0.00010666896,0.00015933362],"domain_scores_gemma":[0.99969393,0.000062933366,0.000027364158,0.00013158713,0.000018063487,0.00006610641],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015335283,0.000105484796,0.00023482913,0.000045447192,0.000021946977,0.000011592832,0.00005757331,0.000056557612,0.00003521094],"category_scores_gemma":[0.00002299942,0.000098325574,0.000038804053,0.00005036758,0.000011539907,0.00009131562,0.0000073490583,0.00007944887,0.000027239494],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000132383775,0.000042254196,0.0009573814,0.00042826426,0.00015635215,0.0000064539527,0.0035213986,0.8753032,0.01626136,0.00005374067,0.00014958816,0.10310677],"study_design_scores_gemma":[0.00043721247,0.000012624602,0.00007410609,0.00006640123,0.000017168086,0.00001354096,0.00007331504,0.9961816,0.0009694006,0.000017255079,0.002034871,0.00010249818],"about_ca_topic_score_codex":0.000033940712,"about_ca_topic_score_gemma":0.000012579395,"teacher_disagreement_score":0.12214428,"about_ca_system_score_codex":0.000015213521,"about_ca_system_score_gemma":0.0000074220493,"threshold_uncertainty_score":0.40096006},"labels":[],"label_agreement":null},{"id":"W2062566224","doi":"10.1115/1.4003206","title":"Sliding Mode Controller and Filter Applied to an Electrohydraulic Actuator System","year":2011,"lang":"en","type":"article","venue":"Journal of Dynamic Systems Measurement and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University; University of Saskatchewan","funders":"University of Saskatchewan","keywords":"Control theory (sociology); Variable structure control; Robustness (evolution); Actuator; Sliding mode control; Computer science; State variable; Nonlinear system; Filter (signal processing); Parametric statistics; Robust control; Noise (video); Settling time; Control engineering; Control system; Engineering; Mathematics; Control (management); Step response; Artificial intelligence","score_opus":0.018163779266968636,"score_gpt":0.19171541039207546,"score_spread":0.17355163112510683,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2062566224","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.67409027,0.0053296126,0.31222183,0.000057573427,0.0017419938,0.0018137642,0.000013486175,0.00020518784,0.0045262678],"genre_scores_gemma":[0.99940354,0.000026030319,0.00017100072,0.000040750936,0.00023757332,0.000057034493,4.1475124e-7,0.00004585707,0.00001782439],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978273,0.0001265896,0.00091587484,0.00018425757,0.00058673683,0.00035925797],"domain_scores_gemma":[0.9989195,0.00004686367,0.00026980677,0.00018264887,0.0002078723,0.00037329976],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015168821,0.00029014895,0.0008421288,0.00023748122,0.000082148625,0.00010564279,0.00017728409,0.00011642953,0.000004126986],"category_scores_gemma":[0.000025674115,0.00022630038,0.000080280835,0.00009342126,0.000013338438,0.00018690412,0.000010065828,0.00017058595,0.000007750819],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017774925,0.00024517206,0.002237419,0.0037076368,0.005206595,0.00012196842,0.01903503,0.014064694,0.91821945,0.0045767576,0.0009989047,0.02980886],"study_design_scores_gemma":[0.0111619495,0.0010083287,0.003783536,0.001771871,0.00069475925,0.0010898052,0.0055029965,0.9721958,0.0007494962,0.00007360195,0.0009591888,0.0010086511],"about_ca_topic_score_codex":0.000040742234,"about_ca_topic_score_gemma":0.000018054554,"teacher_disagreement_score":0.95813113,"about_ca_system_score_codex":0.00024329557,"about_ca_system_score_gemma":0.00003343974,"threshold_uncertainty_score":0.9228262},"labels":[],"label_agreement":null},{"id":"W2062763801","doi":"10.5293/ijfms.2009.2.4.400","title":"Validation of a CFD model for hydraulic seals","year":2009,"lang":"en","type":"article","venue":"International Journal of Fluid Machinery and Systems","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"TransCanada (Canada); Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computational fluid dynamics; Reynolds-averaged Navier–Stokes equations; Marine engineering; Turbulence; Engineering; Seal (emblem); Labyrinth seal; Mechanical engineering; Computation; Hydraulic turbines; Fluent; Francis turbine; Finite volume method; Turbine; Mechanics; Computer science; Aerospace engineering; Physics","score_opus":0.019442313684293867,"score_gpt":0.26461057901162743,"score_spread":0.24516826532733357,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2062763801","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6445016,0.0016855,0.34973827,0.00027996014,0.0016267856,0.00019446418,0.000040287337,0.000025436091,0.0019076591],"genre_scores_gemma":[0.99895614,0.00011042753,0.00032740168,0.000046444413,0.00040198868,0.0000036899567,0.0000070159813,0.000009762853,0.00013709698],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99882364,0.000029987414,0.0006929662,0.000060945058,0.00030326238,0.000089204135],"domain_scores_gemma":[0.9993222,0.000094499665,0.00021036335,0.00007052266,0.00024085106,0.00006159403],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005465855,0.00010013349,0.000280619,0.00015924887,0.00001759287,0.00004365575,0.0001773097,0.000055276232,0.000003043966],"category_scores_gemma":[0.00005272381,0.000081577076,0.00009804273,0.000039404094,0.000010460544,0.00019186194,0.000005960862,0.00006775655,0.0000010162001],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006573772,0.000038894366,0.00032853743,0.00015292171,0.00024015103,0.0000068672043,0.0010592836,0.9365996,0.049885567,0.002379473,0.003636281,0.0056066546],"study_design_scores_gemma":[0.00056234666,0.00008263357,0.00017882446,0.0002211672,0.000021642089,0.00024937824,0.00005875328,0.9949378,0.0020575377,0.00065927353,0.00088737736,0.000083268285],"about_ca_topic_score_codex":0.000009067059,"about_ca_topic_score_gemma":3.3126858e-7,"teacher_disagreement_score":0.35445455,"about_ca_system_score_codex":0.000034630153,"about_ca_system_score_gemma":0.000021932963,"threshold_uncertainty_score":0.3326617},"labels":[],"label_agreement":null},{"id":"W2062894095","doi":"10.1115/imece2004-61275","title":"Asymptotic Impact Control of Hydraulic Actuators With Friction","year":2004,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Actuator; Control theory (sociology); Hydraulic cylinder; Nonlinear system; Hydraulic machinery; Electro-hydraulic actuator; Lyapunov function; Hydraulic motor; Position (finance); Motion control; Instability; Work (physics); Plant; Slip (aerodynamics); Lyapunov stability; Engineering; Computer science; Control (management); Mechanics; Mechanical engineering; Robot; Physics","score_opus":0.004255932412967556,"score_gpt":0.19233648661726738,"score_spread":0.1880805542042998,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2062894095","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5408999,0.000068364214,0.4384705,0.000023390869,0.00009729264,0.00015386713,0.0000023323928,0.00018702199,0.020097349],"genre_scores_gemma":[0.9996343,0.000007312241,0.00023959669,0.000018398507,0.000037848928,0.000008331805,0.0000016665807,0.000020145993,0.00003238652],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994576,0.000008563166,0.00018261546,0.00006938726,0.00013244562,0.00014941141],"domain_scores_gemma":[0.9997008,0.000031229945,0.000029573474,0.00015111652,0.00001929546,0.00006798354],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000656069,0.000112481015,0.00019772838,0.000059808186,0.000016213065,0.000009023348,0.00005821797,0.000048216254,0.00010330322],"category_scores_gemma":[0.000006750805,0.00007432617,0.000051088195,0.00014034298,0.000014315112,0.00008220058,0.000002202951,0.000050958308,0.00007360111],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015479938,0.000034100427,0.004678259,0.000103106526,0.00027975772,0.000004252139,0.0009486487,0.9870145,0.0018904617,0.0008486548,0.00017898506,0.0040038056],"study_design_scores_gemma":[0.024306191,0.0032671888,0.15647218,0.0013198596,0.00056934677,0.00044890543,0.0023154444,0.74617547,0.05546221,0.002768293,0.0041425666,0.002752351],"about_ca_topic_score_codex":0.00025775735,"about_ca_topic_score_gemma":0.000020702866,"teacher_disagreement_score":0.45873442,"about_ca_system_score_codex":0.000072858296,"about_ca_system_score_gemma":0.000023079516,"threshold_uncertainty_score":0.3030933},"labels":[],"label_agreement":null},{"id":"W2063665072","doi":"10.1115/1.1898237","title":"Adaptive Output Force Tracking Control of Hydraulic Cylinders With Applications to Robot Manipulators","year":2004,"lang":"en","type":"article","venue":"Journal of Dynamic Systems Measurement and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":85,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Space Agency","funders":"","keywords":"Control theory (sociology); Hydraulic cylinder; Tracking error; Friction torque; Torque; Computer science; Engineering; Physics; Mechanical engineering; Control (management)","score_opus":0.02019997751458452,"score_gpt":0.2080594694626153,"score_spread":0.18785949194803078,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2063665072","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03529931,0.0030886289,0.95956504,0.00013041866,0.000303279,0.0011426561,0.000007206758,0.000035819296,0.0004276413],"genre_scores_gemma":[0.9994553,0.000017576172,0.00023165322,0.000036301044,0.00013376634,0.000070979986,4.3338412e-7,0.00003654907,0.000017489485],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978535,0.00006420634,0.00092872535,0.000139818,0.00075480755,0.000258946],"domain_scores_gemma":[0.99870455,0.000057825087,0.00043214086,0.0001880192,0.00041254412,0.00020493616],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009348652,0.00023717112,0.0007244335,0.00021367705,0.000061160754,0.00004606761,0.00017635105,0.000085822205,0.000001234841],"category_scores_gemma":[0.000021983542,0.0001822061,0.00011580903,0.00016378798,0.000029246916,0.00014459572,0.0000044891494,0.00016172367,0.0000035315077],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016160317,0.000062300176,0.0013367066,0.00032133132,0.0010759658,0.000010461199,0.00090402353,0.98319536,0.008019177,0.00038054277,0.000014153486,0.0045183455],"study_design_scores_gemma":[0.05218188,0.00411695,0.031185582,0.009933975,0.0026256575,0.0017209308,0.01377379,0.8792466,0.0008982301,0.0005595631,0.0015860755,0.002170791],"about_ca_topic_score_codex":0.000055895398,"about_ca_topic_score_gemma":0.000054654323,"teacher_disagreement_score":0.9641559,"about_ca_system_score_codex":0.000303407,"about_ca_system_score_gemma":0.00008533067,"threshold_uncertainty_score":0.74301493},"labels":[],"label_agreement":null},{"id":"W2063820917","doi":"10.1115/detc2007-34666","title":"Automated Duty Cycle Classification for Online Monitoring Systems","year":2007,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University; University of Alberta; Laurentian University","funders":"","keywords":"Excavator; Duty cycle; Computer science; Condition monitoring; Fault detection and isolation; Vibration; Transient (computer programming); Swing; Fault (geology); Predictive maintenance; Task (project management); Mode (computer interface); Control engineering; Real-time computing; Engineering; Artificial intelligence; Reliability engineering; Voltage; Actuator; Human–computer interaction","score_opus":0.03413009051491434,"score_gpt":0.2887393623471248,"score_spread":0.25460927183221044,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2063820917","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5590477,0.00028855886,0.41729525,0.000027095224,0.0029490846,0.0005975093,0.000015845004,0.004075524,0.01570345],"genre_scores_gemma":[0.99629337,0.000008076439,0.0027393273,0.0000037548864,0.0004537113,0.000029968372,0.000022083477,0.000028462238,0.0004212679],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992517,0.0000073670267,0.00032245694,0.00009658368,0.00010592,0.00021593693],"domain_scores_gemma":[0.99958175,0.00011201223,0.000030081914,0.00016596713,0.000041215648,0.0000689735],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031111334,0.00009615725,0.00013810463,0.00005742078,0.000040501924,0.000029084833,0.00008037427,0.000084625346,0.0000061481524],"category_scores_gemma":[0.00002056167,0.00008647538,0.000033471653,0.000108361324,0.0000060769157,0.000066124565,0.0000044567323,0.00004385885,0.00004600618],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000047034864,0.000296249,0.019019555,0.0041631036,0.0005423195,0.000014927898,0.0027573272,0.66025513,0.1818546,0.00901294,0.03104225,0.09099453],"study_design_scores_gemma":[0.000191413,0.00001053295,0.011576143,0.000059390906,0.0000067678425,0.0000060565626,0.000588106,0.978888,0.0013615692,0.000008346053,0.0071869204,0.00011675302],"about_ca_topic_score_codex":0.00005306794,"about_ca_topic_score_gemma":0.000009392159,"teacher_disagreement_score":0.43724567,"about_ca_system_score_codex":0.00007777523,"about_ca_system_score_gemma":0.0000057757547,"threshold_uncertainty_score":0.35263637},"labels":[],"label_agreement":null},{"id":"W2065128310","doi":"10.1115/1.1541632","title":"Valve-Plate Design for an Axial Piston Pump Operating at Low Displacements","year":2003,"lang":"en","type":"article","venue":"Journal of Mechanical Design","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":87,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Piston (optics); Quadratic growth; Geometry; Constant (computer programming); Principal (computer security); Piston pump; Principal axis theorem; Mechanical engineering; Mathematics; Computer science; Engineering; Physics; Mathematical analysis; Optics","score_opus":0.047379248488195164,"score_gpt":0.26918516287189065,"score_spread":0.22180591438369548,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2065128310","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.032856002,0.00010881026,0.9652371,0.000012161043,0.000980357,0.00045175722,0.0000033428514,0.000038908176,0.0003115856],"genre_scores_gemma":[0.9387347,0.000030288504,0.06066986,0.000060492373,0.00026577897,0.000022335884,0.0000019274694,0.000061052866,0.00015354926],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99797654,0.00038228018,0.0007946317,0.00014112877,0.00036144673,0.00034398856],"domain_scores_gemma":[0.99883336,0.00044419945,0.00019084816,0.00017531075,0.00008712813,0.00026916288],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0026504903,0.00021018964,0.00043000467,0.000060386,0.00012843314,0.00006775419,0.00022845664,0.0001514717,0.00013346739],"category_scores_gemma":[0.0003119965,0.00017303566,0.0001929302,0.00008171838,0.000010586271,0.00023583321,0.000008176089,0.00019599775,0.000036542267],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028790405,0.00019341314,0.000021210324,0.0002563887,0.00044969635,0.00004737281,0.00080595445,0.5900174,0.3936546,0.0011537444,0.010600979,0.0025113446],"study_design_scores_gemma":[0.0033278042,0.0020066258,0.00001536142,0.0003682588,0.00014375839,0.00050670584,0.00015066503,0.75434333,0.23385453,0.0018402438,0.002917935,0.00052481145],"about_ca_topic_score_codex":0.0000014214498,"about_ca_topic_score_gemma":7.344358e-7,"teacher_disagreement_score":0.9058787,"about_ca_system_score_codex":0.0002044223,"about_ca_system_score_gemma":0.000058854766,"threshold_uncertainty_score":0.7056189},"labels":[],"label_agreement":null},{"id":"W2066174230","doi":"10.1115/dscc2009-2631","title":"Feasibility Study on the Use of a Voice Coil Motor Direct Drive Flow Rate Control Valve","year":2009,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Control theory (sociology); Voice coil; Electrohydraulic servo valve; Controller (irrigation); Interfacing; Estimator; Engineering; Servomotor; Control engineering; Electromagnetic coil; Computer science; Control (management)","score_opus":0.04389198094485778,"score_gpt":0.24535004691217852,"score_spread":0.20145806596732074,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2066174230","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98249876,0.000027043026,0.0044076107,0.00013791495,0.00020599738,0.0013643702,0.000024922761,0.00019846136,0.011134929],"genre_scores_gemma":[0.99928206,0.000002376772,0.00005786387,0.00020029668,0.00004308973,0.000027078977,8.065198e-7,0.00001136773,0.00037508714],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99901396,0.00021786091,0.00029786178,0.00014110714,0.00017104474,0.0001581756],"domain_scores_gemma":[0.9986448,0.00075678347,0.000039531176,0.00046049166,0.000046548663,0.000051814408],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00048276287,0.00014372965,0.00030193315,0.000026820942,0.00003635419,0.00002803293,0.00013085736,0.0000410811,0.000060763996],"category_scores_gemma":[0.00020383377,0.00008544266,0.00011259712,0.00010332041,0.00001664417,0.000059271195,0.000005968004,0.000091558555,0.000072738054],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006728348,0.004202622,0.076662466,0.0003450981,0.0033367244,0.000049303628,0.03840318,0.77658916,0.032228123,0.00093965005,0.050014883,0.016555963],"study_design_scores_gemma":[0.0021663145,0.000783178,0.3080285,0.00008691137,0.00011112752,0.0000022570375,0.0010787655,0.6847767,0.0010123086,0.0000622543,0.0015624246,0.00032921805],"about_ca_topic_score_codex":0.000115954834,"about_ca_topic_score_gemma":0.000050089784,"teacher_disagreement_score":0.23136604,"about_ca_system_score_codex":0.00004444352,"about_ca_system_score_gemma":0.000009530976,"threshold_uncertainty_score":0.34842506},"labels":[],"label_agreement":null},{"id":"W2067210191","doi":"10.1016/j.conengprac.2009.11.007","title":"On quantitative feedback design for robust position control of hydraulic actuators","year":2009,"lang":"en","type":"article","venue":"Control Engineering Practice","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Quantitative feedback theory; Control theory (sociology); Actuator; Robustness (evolution); Plant; Nonlinear system; Control engineering; Robust control; Engineering; Hydraulic cylinder; Hydraulic machinery; Position (finance); Electro-hydraulic actuator; Control system; Computer science; Control (management); Mechanical engineering","score_opus":0.017828568649153068,"score_gpt":0.24169276083410787,"score_spread":0.2238641921849548,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2067210191","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0007921631,0.0004994403,0.9951994,0.0005773662,0.00045728142,0.000986607,0.000025962574,0.00030888212,0.0011528862],"genre_scores_gemma":[0.9765017,0.000020028776,0.022836149,0.00036365644,0.000107796055,0.00009249644,0.0000066508383,0.000052485513,0.000019010919],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99870306,0.0000799906,0.00046159173,0.00019651679,0.00022322993,0.00033562403],"domain_scores_gemma":[0.9956582,0.003680865,0.00014661715,0.00026399657,0.00014080288,0.0001094915],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006570194,0.00027536467,0.00047338716,0.00015098913,0.000044950022,0.000039484305,0.00015622344,0.00013572974,0.000011118334],"category_scores_gemma":[0.0014936341,0.00027596753,0.0001239583,0.00017364883,0.000013009204,0.0003613419,0.0000024676192,0.00019130569,0.0000367434],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029793062,0.00005293268,6.8855064e-7,0.00009177994,0.00021523332,0.000004625119,0.00028191155,0.98510736,0.0029717297,0.0077617816,0.0006858022,0.0025282034],"study_design_scores_gemma":[0.0027182114,0.0006642739,0.00010399822,0.00014832459,0.00016518254,0.000021077458,0.0000657806,0.992889,0.0006165688,0.00012227516,0.0022144953,0.00027082136],"about_ca_topic_score_codex":0.0000057889083,"about_ca_topic_score_gemma":2.2296457e-7,"teacher_disagreement_score":0.97570956,"about_ca_system_score_codex":0.00009490998,"about_ca_system_score_gemma":0.000024878775,"threshold_uncertainty_score":0.99996924},"labels":[],"label_agreement":null},{"id":"W2067342475","doi":"10.1088/1755-1315/22/3/032025","title":"Self-excitation in Francis runner during load rejection","year":2014,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hydro-Québec","funders":"","keywords":"Excitation; Engineering; Electrical engineering","score_opus":0.005191426757649349,"score_gpt":0.16851979948314777,"score_spread":0.1633283727254984,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2067342475","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.992048,0.000051736188,0.0004899738,0.000020801797,0.00017068638,0.00008907422,0.0000016765613,0.00006649423,0.007061517],"genre_scores_gemma":[0.9993902,0.00013298931,0.00031917042,0.000011326033,0.000026510746,0.0000094392935,0.0000017169876,0.0000056201366,0.00010307126],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9992268,0.000015330439,0.00014044091,0.00017698,0.00022134488,0.00021907367],"domain_scores_gemma":[0.99977034,0.000011175625,0.000019696883,0.00010959644,0.0000040495656,0.000085122505],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021956868,0.00009587089,0.00009768259,0.000053952717,0.000121468795,0.000059643986,0.00008323416,0.000036649795,0.00006205367],"category_scores_gemma":[0.000013323786,0.000092033304,0.000010220182,0.00013179616,0.00017115394,0.00049749494,0.000024228057,0.00006847252,0.00004417694],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025087898,0.000048832284,0.02268661,0.0002743444,0.000010675563,0.0000065326303,0.014928499,0.009162553,0.8966685,0.0009050944,0.000010095023,0.05527318],"study_design_scores_gemma":[0.0004949473,0.000097829245,0.811041,0.00006098823,0.000004095869,0.000049666494,0.0017920115,0.12527418,0.057338804,0.00018372992,0.0033013457,0.00036138555],"about_ca_topic_score_codex":0.00005269809,"about_ca_topic_score_gemma":0.00011437119,"teacher_disagreement_score":0.8393297,"about_ca_system_score_codex":0.00005675665,"about_ca_system_score_gemma":0.000010731137,"threshold_uncertainty_score":0.3753009},"labels":[],"label_agreement":null},{"id":"W2067490698","doi":"10.1504/ijpt.2012.048405","title":"A new electro-hydraulic valvetrain configuration with improved lift controllability","year":2012,"lang":"en","type":"article","venue":"International Journal of Powertrains","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Control theory (sociology); Controllability; Lift (data mining); Robustness (evolution); Hydraulic machinery; Computer science; Sliding mode control; Control engineering; Automotive engineering; Engineering; Mathematics; Mechanical engineering; Nonlinear system; Control (management); Physics","score_opus":0.00650345117080003,"score_gpt":0.22872484436234927,"score_spread":0.22222139319154924,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2067490698","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30648312,0.0010797244,0.6636368,0.0018332012,0.0046130233,0.0003424163,0.000018477393,0.00012960544,0.02186362],"genre_scores_gemma":[0.9970601,0.000021106143,0.0012626054,0.00019986086,0.0012806177,0.0000030462936,0.000005493358,0.000024336205,0.0001427947],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986263,0.000045755663,0.0005479467,0.00007197162,0.00044942254,0.0002586194],"domain_scores_gemma":[0.99906224,0.00011768314,0.00020667791,0.00011126288,0.00026226326,0.0002398447],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00048498053,0.00015899178,0.00026167877,0.00014007805,0.000020680474,0.00006342573,0.0002710359,0.00007455995,0.00030804987],"category_scores_gemma":[0.000114653965,0.00012133848,0.00012698246,0.000093308015,0.000023296912,0.0004231846,0.00000685975,0.00021932652,0.000026639038],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016479118,0.00095840596,0.026460717,0.00021005003,0.009501293,0.00019257955,0.0372445,0.02569354,0.6189299,0.012160106,0.06353083,0.20347011],"study_design_scores_gemma":[0.036983673,0.004057323,0.20854498,0.0015139657,0.0007896095,0.0110410275,0.0044299318,0.10754102,0.1054685,0.0034774912,0.5124044,0.003748111],"about_ca_topic_score_codex":0.000047241592,"about_ca_topic_score_gemma":0.00002102191,"teacher_disagreement_score":0.69057703,"about_ca_system_score_codex":0.00017472007,"about_ca_system_score_gemma":0.0001273687,"threshold_uncertainty_score":0.49480397},"labels":[],"label_agreement":null},{"id":"W2067706402","doi":"10.4236/msa.2013.48a004","title":"Analytical and Experimental Studies of Liquid and Gas Leaks through Micro and Nano-Porous Gaskets","year":2013,"lang":"en","type":"article","venue":"Materials Sciences and Applications","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Gasket; Materials science; Nano-; Porosity; Porous medium; Nanotechnology; Composite material","score_opus":0.030114441612724144,"score_gpt":0.28928498822607696,"score_spread":0.2591705466133528,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2067706402","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9947168,0.0041845366,0.00012470086,0.00014109092,0.000036711783,0.0002441258,0.00000904546,0.000021231264,0.00052174676],"genre_scores_gemma":[0.99802953,0.0011535226,0.00063293695,0.000020450136,0.000032958724,0.0001056312,8.7325697e-7,0.000004367691,0.000019734698],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9994941,0.000011842754,0.00018376567,0.00014538673,0.000058970334,0.00010594131],"domain_scores_gemma":[0.99980664,0.00004129999,0.000030126865,0.00006695389,0.00001397779,0.000041005893],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012557936,0.00008029185,0.00017902825,0.000020594953,0.00012825419,0.000071929026,0.000043681295,0.000026390588,0.000023244096],"category_scores_gemma":[0.000004415895,0.000060630744,0.000005148654,0.00005527976,0.00043384757,0.00011074802,0.000047066475,0.000012486325,0.000002866684],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000018083482,0.0000125006545,0.00034601212,0.00016904504,0.0000182722,1.0399103e-7,0.0021297543,0.000017423663,0.9936587,0.0027161678,0.00019965893,0.00073050254],"study_design_scores_gemma":[0.0005451172,0.00034794852,0.002562177,0.0001786272,0.00005219742,0.00016658113,0.013929453,0.002285197,0.97184217,0.003552188,0.0040504164,0.00048789973],"about_ca_topic_score_codex":0.000097266515,"about_ca_topic_score_gemma":0.000002661241,"teacher_disagreement_score":0.021816554,"about_ca_system_score_codex":0.000003842522,"about_ca_system_score_gemma":0.0000037119248,"threshold_uncertainty_score":0.247245},"labels":[],"label_agreement":null},{"id":"W2068312891","doi":"10.1115/fpmc2013-4498","title":"Fault Detection of an Electrohydrostatic Actuator With the SVSF Time-Varying Boundary Layer Concept","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Control theory (sociology); Actuator; Kalman filter; Smoothing; Computer science; Metric (unit); Fault detection and isolation; Noise (video); Filter (signal processing); Boundary (topology); Engineering; Mathematics; Control (management)","score_opus":0.004828228435150018,"score_gpt":0.19032622841313615,"score_spread":0.18549799997798613,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2068312891","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9633289,0.00007467059,0.028550908,0.000052810625,0.000065295484,0.00034468627,0.0000014928991,0.00019183979,0.007389427],"genre_scores_gemma":[0.99897116,0.0000018666827,0.00028788883,0.00006236645,0.000046901434,0.00004423516,0.0000038996886,0.000026402662,0.0005552628],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99936986,0.000036569698,0.00017070788,0.00008936625,0.000151546,0.00018194989],"domain_scores_gemma":[0.99958503,0.00007936863,0.000036613514,0.00020969329,0.00003664263,0.00005264321],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008419198,0.000114155686,0.0001520132,0.000031642932,0.00006393876,0.00004895643,0.00010361767,0.000044836095,0.00047749482],"category_scores_gemma":[0.000006989402,0.000066531924,0.00002475821,0.00012602317,0.00004114688,0.00021072116,0.000006296094,0.00008964094,0.00020701849],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010772303,0.000025517938,0.000027974887,0.00011385565,0.00018087505,0.0000019137447,0.0061559808,0.015169046,0.952949,0.000028800596,0.0020119466,0.023324354],"study_design_scores_gemma":[0.00038713653,0.00022063477,0.00030056474,0.00003922355,0.000027079484,0.00004181731,0.00064361736,0.7752676,0.22046652,0.0000578254,0.0023247611,0.00022323563],"about_ca_topic_score_codex":0.00023871288,"about_ca_topic_score_gemma":0.000025974987,"teacher_disagreement_score":0.7600985,"about_ca_system_score_codex":0.000027519154,"about_ca_system_score_gemma":0.000016243608,"threshold_uncertainty_score":0.52282333},"labels":[],"label_agreement":null},{"id":"W2069410247","doi":"10.1115/pvp2009-78078","title":"Design Specifications to Ensure Flow-Induced Vibration and Fretting-Wear Performance in CANDU™ Steam Generators and Heat Exchangers","year":2009,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal; Atomic Energy (Canada)","funders":"","keywords":"Heat exchanger; Boiler (water heating); Fretting; Vibration; Fretting wear; Mechanical engineering; Vortex-induced vibration; Engineering; Nuclear engineering; Structural engineering; Waste management","score_opus":0.034050634993107204,"score_gpt":0.20553174433896582,"score_spread":0.1714811093458586,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2069410247","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94771075,0.00022648291,0.04878538,0.00025229956,0.00009202531,0.0003408566,0.0000011588743,0.00009520173,0.002495815],"genre_scores_gemma":[0.9946701,0.00010000395,0.004975366,0.000099341894,0.000075441516,0.000018629064,0.0000028622173,0.000010862594,0.000047387093],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994367,0.00002682546,0.00017714709,0.00013058157,0.00008031391,0.00014848264],"domain_scores_gemma":[0.99974674,0.000027812996,0.00000861168,0.000113927505,0.000012099966,0.000090825655],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017619242,0.00010489979,0.00012760104,0.00009583257,0.000051060426,0.00003797135,0.000037908438,0.00006118319,0.000020608257],"category_scores_gemma":[0.000007699166,0.00009771302,0.000007123643,0.00016286611,0.00000514092,0.00010985721,0.00000479429,0.000060642662,0.000010360167],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000256451,0.000051734696,0.006710806,0.00025011567,0.00004802412,0.000008312484,0.030677725,0.34021962,0.4100904,0.00028388682,0.0047554756,0.20687829],"study_design_scores_gemma":[0.00038979307,0.00013848474,0.042186033,0.00009540272,0.000006968566,0.000014671433,0.0005943482,0.9332167,0.021987505,0.00001374596,0.0010417375,0.000314626],"about_ca_topic_score_codex":0.000032496402,"about_ca_topic_score_gemma":0.00003957276,"teacher_disagreement_score":0.5929971,"about_ca_system_score_codex":0.000038170427,"about_ca_system_score_gemma":0.00000944847,"threshold_uncertainty_score":0.39846212},"labels":[],"label_agreement":null},{"id":"W2069451462","doi":"10.1115/imece2007-41712","title":"Impedance Shaping for Improved Feel in Hydraulic Systems","year":2007,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of British Columbia; Georgia Institute of Technology","keywords":"Haptic technology; Computer science; Excavator; Human interface device; Interface (matter); Merge (version control); Impedance control; Human–computer interaction; Simulation; Engineering; Robot; Mechanical engineering; Artificial intelligence","score_opus":0.022353556116666094,"score_gpt":0.24781782103313302,"score_spread":0.22546426491646693,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2069451462","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21959026,0.0016250142,0.70862603,0.000063941916,0.0019409435,0.0013355261,0.000006288663,0.0006441913,0.066167824],"genre_scores_gemma":[0.99820894,0.000014241032,0.0007627117,0.000060792343,0.00020693439,0.000076051954,0.0000037215098,0.000036103083,0.0006304888],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99893034,0.0000084413405,0.0004389115,0.00014475718,0.000075598546,0.000401966],"domain_scores_gemma":[0.99951524,0.0001706419,0.00003016446,0.00018682107,0.000020620058,0.00007652171],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006618111,0.00013896517,0.00024377862,0.00010220301,0.000026572108,0.000032532032,0.00012596621,0.00009753631,0.000011031788],"category_scores_gemma":[0.000032503314,0.00012824683,0.0000495329,0.00016042475,0.000008847786,0.00008977438,0.000009632058,0.00007802696,0.00003769455],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015907979,0.00021808367,0.00951475,0.010622824,0.00052522426,0.000062490646,0.011725786,0.4042309,0.25649023,0.026062436,0.025591878,0.25479633],"study_design_scores_gemma":[0.0005822575,0.00002219474,0.0009697416,0.00012775102,0.000004068426,0.000013997906,0.0004885511,0.97934633,0.0011635236,0.000051776715,0.016991192,0.00023859603],"about_ca_topic_score_codex":0.00023143155,"about_ca_topic_score_gemma":0.00020125447,"teacher_disagreement_score":0.7786187,"about_ca_system_score_codex":0.00009483955,"about_ca_system_score_gemma":0.0000094960915,"threshold_uncertainty_score":0.5229754},"labels":[],"label_agreement":null},{"id":"W2069541342","doi":"10.1115/pvp2012-78147","title":"Prediction of Leak Rates Through Porous Gaskets at High Temperature","year":2012,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Gasket; Leak; Leakage (economics); Materials science; Porous medium; Porosity; Mechanics; Slip (aerodynamics); Helium; Void (composites); Atmospheric temperature range; Composite material; Permeability (electromagnetism); Volumetric flow rate; Forensic engineering; Thermodynamics; Engineering; Chemistry","score_opus":0.016616643265952715,"score_gpt":0.2077884015961781,"score_spread":0.19117175833022537,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2069541342","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9543514,0.0008502225,0.0006096918,0.000034789122,0.001140862,0.00013077956,0.000017275173,0.00026212537,0.04260282],"genre_scores_gemma":[0.9970869,0.00004902601,0.00024454054,0.00002452793,0.00025317323,0.000009655165,0.000021610811,0.000018841125,0.0022917476],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9994322,0.000016191008,0.00020012785,0.00005959241,0.000114542294,0.00017735756],"domain_scores_gemma":[0.9997263,0.000032382137,0.000022766953,0.0001558144,0.000017710643,0.00004502793],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009028239,0.000097314034,0.0001540164,0.00001824935,0.000026805523,0.0000062115946,0.000051707157,0.00009835761,0.00042567856],"category_scores_gemma":[0.00000849726,0.000075320655,0.000029012128,0.00007453086,0.00001280209,0.00017116124,0.000012422111,0.000057603538,0.00013092882],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030784966,0.0002105275,0.117599875,0.0018745312,0.0005734082,0.00000609066,0.017299129,0.028537262,0.4462848,0.008150883,0.3773028,0.0021298972],"study_design_scores_gemma":[0.0022223997,0.00024357985,0.16636455,0.00051170663,0.00015060374,0.00037344947,0.0024016723,0.0136271315,0.70906895,0.0004403328,0.10348021,0.0011153935],"about_ca_topic_score_codex":0.00007199694,"about_ca_topic_score_gemma":0.000012902764,"teacher_disagreement_score":0.27382258,"about_ca_system_score_codex":0.000036787053,"about_ca_system_score_gemma":0.0000034776783,"threshold_uncertainty_score":0.46608818},"labels":[],"label_agreement":null},{"id":"W2071742042","doi":"10.4271/2013-01-1454","title":"Dynamic Analysis and Experimental Verification of a Clutchless Geared Smart Transmission System for Hybrid Cars","year":2013,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Computer science; Transmission (telecommunications); Embedded system; Automotive engineering; Engineering; Telecommunications","score_opus":0.007306935496279858,"score_gpt":0.22438708638657004,"score_spread":0.21708015089029017,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2071742042","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9895407,0.0009897597,0.00029250685,0.00028626557,0.00018579999,0.0019473057,0.00009930869,0.001623486,0.005034853],"genre_scores_gemma":[0.99554276,0.00011677912,0.0030584396,0.000052049076,0.000027488615,0.00093520735,0.00009377411,0.0000961445,0.00007735616],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99714154,0.00009462363,0.00110767,0.00064767234,0.000493521,0.0005149852],"domain_scores_gemma":[0.9983309,0.0002877079,0.00016411323,0.000846177,0.00008389396,0.0002872395],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00038608114,0.00051192177,0.0010724111,0.00027389472,0.00017094472,0.00006820424,0.00045242507,0.00041448334,0.00012030794],"category_scores_gemma":[0.00006474101,0.00044550412,0.0004482746,0.0005871617,0.00031734872,0.00028361983,0.00006466346,0.00032587757,0.000022935423],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000660285,0.000091115144,0.00008663963,0.00036661234,0.000208613,0.0000030770009,0.00010270999,0.00030783523,0.9942979,0.0003676745,0.00027386434,0.003827919],"study_design_scores_gemma":[0.0011699223,0.0007163695,0.98384476,0.000523263,0.0005013761,0.00007519152,0.0009871846,0.0002392502,0.0073526497,0.00013422479,0.0036667013,0.00078912347],"about_ca_topic_score_codex":0.00013452048,"about_ca_topic_score_gemma":0.0031577407,"teacher_disagreement_score":0.9869453,"about_ca_system_score_codex":0.00027199308,"about_ca_system_score_gemma":0.000028542154,"threshold_uncertainty_score":0.99979967},"labels":[],"label_agreement":null},{"id":"W2072252384","doi":"10.1115/imece2007-41897","title":"Aerodynamic Flutter and Flight Surface Actuation","year":2007,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Flutter; Aerodynamics; Actuator; Control theory (sociology); Mechanical impedance; Aerodynamic force; Electrical impedance; Aeroelasticity; Amplitude; Structural engineering; Acoustics; Computer science; Engineering; Physics; Aerospace engineering; Control (management)","score_opus":0.0036040325263657874,"score_gpt":0.1830607339547484,"score_spread":0.1794567014283826,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2072252384","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8408003,0.00006942199,0.09834983,0.000041413598,0.00017926192,0.000058386173,3.490581e-7,0.00014679732,0.06035423],"genre_scores_gemma":[0.9980304,0.000009213935,0.00061277626,0.000040036968,0.000037008915,5.6413603e-7,0.000002239391,0.00000953104,0.0012581903],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99966866,0.0000033931835,0.00010788982,0.000053299125,0.000060099694,0.00010663737],"domain_scores_gemma":[0.99983233,0.000042490883,0.000006485731,0.0000751038,0.000006474272,0.000037106962],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017251702,0.000055251865,0.00006306592,0.00001837373,0.000015565529,0.000012762106,0.000025228686,0.000038524886,0.00010511226],"category_scores_gemma":[0.00000392928,0.00004574239,0.000009406098,0.000042399046,0.0000059503113,0.000051498057,0.0000044122125,0.000030844923,0.00013277816],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026451742,0.00007170022,0.06739704,0.0011326603,0.00040570262,0.000053607266,0.016881604,0.10372287,0.5827915,0.0054085082,0.060743265,0.16136509],"study_design_scores_gemma":[0.00084956083,0.000040975487,0.16620907,0.00008734687,0.000026604006,0.0000804399,0.00074760744,0.7771672,0.017017746,0.00030052193,0.036747187,0.00072575925],"about_ca_topic_score_codex":0.000024835985,"about_ca_topic_score_gemma":0.00009258257,"teacher_disagreement_score":0.67344433,"about_ca_system_score_codex":0.000016668066,"about_ca_system_score_gemma":0.0000014843207,"threshold_uncertainty_score":0.18653205},"labels":[],"label_agreement":null},{"id":"W2072533413","doi":"10.1115/imece2005-82237","title":"Micro-Precision Hydrostatic Actuation System","year":2005,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Actuator; Hydrostatic equilibrium; Electro-hydraulic actuator; Computer science; Control engineering; Mechanical engineering; Control theory (sociology); Engineering; Physics; Control (management); Artificial intelligence","score_opus":0.006691950306866964,"score_gpt":0.19651024007334864,"score_spread":0.18981828976648168,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2072533413","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5867244,0.0002639775,0.21715881,0.000101737045,0.0006041674,0.00029306964,0.0000031430607,0.0010876397,0.19376303],"genre_scores_gemma":[0.99646246,0.0000076122146,0.0023823848,0.000028124332,0.00013775898,0.000012217379,0.0000057050006,0.000017919981,0.0009457943],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99943906,0.000012107838,0.00022468956,0.00007665988,0.000119794146,0.00012769006],"domain_scores_gemma":[0.9997037,0.000057953566,0.000016499955,0.00016046644,0.000012670234,0.000048695903],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00013653802,0.000085200365,0.00011419278,0.000045864257,0.00002753891,0.000026364423,0.000071030634,0.000047122514,0.00015664662],"category_scores_gemma":[0.0000085384045,0.000070952476,0.000028574794,0.0000736226,0.000004404833,0.00010088758,0.000006485905,0.00004000452,0.0020756794],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009595595,0.000045934146,0.00041555797,0.001184072,0.0001375517,0.000008934736,0.006413077,0.41957504,0.12580274,0.0023338264,0.07102876,0.3730449],"study_design_scores_gemma":[0.00024703488,0.000010376501,0.00026025035,0.000119831224,0.000008844557,0.000032006225,0.00039722346,0.9583551,0.012874435,0.000016970618,0.027516335,0.00016156926],"about_ca_topic_score_codex":0.000011869605,"about_ca_topic_score_gemma":0.000009414072,"teacher_disagreement_score":0.5387801,"about_ca_system_score_codex":0.00009779022,"about_ca_system_score_gemma":0.000004640789,"threshold_uncertainty_score":0.99870133},"labels":[],"label_agreement":null},{"id":"W2073224046","doi":"10.2514/6.2001-4228","title":"Regular and fuzzy extended Kalman filtering for a two-link flexible robot manipulator","year":2001,"lang":"en","type":"article","venue":"AIAA Guidance, Navigation, and Control Conference and Exhibit","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Link (geometry); Kalman filter; Computer science; Robot manipulator; Manipulator (device); Robot; Fuzzy logic; Control theory (sociology); Artificial intelligence; Control engineering; Engineering; Control (management)","score_opus":0.016626344733379622,"score_gpt":0.24015916963758657,"score_spread":0.22353282490420695,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2073224046","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7254298,0.0091714095,0.25697342,0.0005944131,0.00039465603,0.0011157895,0.000029059636,0.0003447511,0.0059467573],"genre_scores_gemma":[0.99804217,0.00044067285,0.00047533703,0.00015416875,0.00022144344,0.0001547278,0.00002345002,0.000029249075,0.00045875533],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99880326,0.000027933758,0.0004156621,0.00031307642,0.000115744064,0.00032434304],"domain_scores_gemma":[0.9993872,0.000083760635,0.0000685297,0.000212863,0.00010767391,0.00013994216],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002732076,0.00024540286,0.00039932446,0.00006855931,0.00020821847,0.00016806927,0.000086618275,0.00011211562,0.000012679676],"category_scores_gemma":[0.00001925734,0.00023548308,0.000042504955,0.00010503132,0.00008289343,0.00024173532,0.00001840517,0.000094148425,0.000004586474],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006579737,0.000121474084,0.052332815,0.0046075457,0.0012825595,0.00007907336,0.008078703,0.008887888,0.21847928,0.15575056,0.004044686,0.5456774],"study_design_scores_gemma":[0.017964661,0.0005172255,0.06204796,0.002926056,0.0004283788,0.0004536426,0.0017676204,0.7724429,0.005609557,0.057966463,0.075736694,0.002138833],"about_ca_topic_score_codex":0.00007121048,"about_ca_topic_score_gemma":0.000027429873,"teacher_disagreement_score":0.763555,"about_ca_system_score_codex":0.000018094754,"about_ca_system_score_gemma":0.000023319039,"threshold_uncertainty_score":0.96027213},"labels":[],"label_agreement":null},{"id":"W2075072922","doi":"10.1115/imece2007-41618","title":"An Artificial Neural Network Approach to Payload Estimation in Four Wheel Drive Loaders","year":2007,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Loader; Payload (computing); Linkage (software); Excavator; Reducer; Machine tool; Hydraulic cylinder; Kinematics; Engineering; Artificial neural network; Machining; Computer science; Control theory (sociology); Mechanical engineering; Artificial intelligence","score_opus":0.021595697508963087,"score_gpt":0.24221533485567304,"score_spread":0.22061963734670995,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2075072922","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.33807638,0.000011889146,0.63570464,0.000029930496,0.00034254888,0.00026306655,5.211192e-7,0.00021073327,0.025360292],"genre_scores_gemma":[0.98763883,4.5625893e-7,0.011922676,0.0001096602,0.00023784148,0.000016963562,0.000008698038,0.000021204045,0.000043690066],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989964,0.000026099855,0.00032906464,0.00015060768,0.0001461662,0.00035169214],"domain_scores_gemma":[0.9996085,0.00004547076,0.000018072022,0.00018226125,0.000012475813,0.00013319292],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042553226,0.0001270457,0.00016207834,0.000089562905,0.000031509957,0.00003977261,0.00011027156,0.00008516218,0.000021556121],"category_scores_gemma":[0.000014125795,0.000119076525,0.00002683752,0.0002988795,0.00000925767,0.00013111449,0.000008074148,0.00010471403,0.0000943441],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000051834186,0.000014548446,0.00085037964,0.000020649662,0.000006101968,0.0000032489893,0.0013824758,0.9770985,0.0004804349,0.0004488084,0.00092695665,0.01876271],"study_design_scores_gemma":[0.00009692462,0.000021931119,0.007870697,0.000015498023,0.000003122948,0.000007296684,0.00061576325,0.9907555,0.00015626046,0.0001407603,0.00015848911,0.00015774915],"about_ca_topic_score_codex":0.0001342617,"about_ca_topic_score_gemma":0.00040168,"teacher_disagreement_score":0.6495624,"about_ca_system_score_codex":0.00005566407,"about_ca_system_score_gemma":0.000005842914,"threshold_uncertainty_score":0.48557997},"labels":[],"label_agreement":null},{"id":"W2075436524","doi":"10.1080/10798587.2014.901651","title":"Emotional Learning Based Position Control of Pneumatic Actuators","year":2014,"lang":"en","type":"article","venue":"Intelligent Automation & Soft Computing","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer science; Actuator; Position (finance); Control (management); Pneumatic actuator; Position paper; Artificial intelligence","score_opus":0.007225334639223004,"score_gpt":0.21168227620341906,"score_spread":0.20445694156419605,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2075436524","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21540856,0.000024469538,0.78274155,0.000037235015,0.0003320324,0.00015075205,0.0000014842824,0.00049708417,0.00080681295],"genre_scores_gemma":[0.99781686,0.0000010270361,0.0019546812,0.000046838955,0.00010977173,0.000004971625,0.000027525273,0.000027344644,0.000010968862],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986029,0.00014571562,0.00063909916,0.00012858771,0.0002937551,0.00018992762],"domain_scores_gemma":[0.9988666,0.00065042224,0.0001941456,0.00013475436,0.0000942619,0.000059775564],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000607383,0.00015647647,0.0002686838,0.00015202825,0.00009240928,0.000038037513,0.00011654415,0.000076809585,0.00009779548],"category_scores_gemma":[0.00020949298,0.00016105338,0.000095754316,0.00016536916,0.000022514265,0.000084942665,0.000010459625,0.00013455942,0.00012474033],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000017363861,0.000015743215,0.0012238732,0.00025491344,0.000033990225,2.4692204e-7,0.0006828749,0.93817073,0.0011460305,0.00045621765,0.00004573827,0.0579679],"study_design_scores_gemma":[0.0002285953,0.000038934093,0.0021438005,0.0003965663,0.00001578043,0.0000060869,0.000078761455,0.99379283,0.0026509427,0.00014574596,0.0003580934,0.00014387861],"about_ca_topic_score_codex":0.0000070316823,"about_ca_topic_score_gemma":8.470452e-7,"teacher_disagreement_score":0.7824083,"about_ca_system_score_codex":0.00007954712,"about_ca_system_score_gemma":0.000018076085,"threshold_uncertainty_score":0.6567566},"labels":[],"label_agreement":null},{"id":"W2076346714","doi":"10.1115/1.2431816","title":"Parameter Identification for a High-Performance Hydrostatic Actuation System Using the Variable Structure Filter Concept","year":2006,"lang":"en","type":"article","venue":"Journal of Dynamic Systems Measurement and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":63,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan; McMaster University","funders":"","keywords":"Actuator; Reliability (semiconductor); Control theory (sociology); Reliability engineering; Variable (mathematics); Identification (biology); Filter (signal processing); Aerospace; Condition-based maintenance; Computer science; State variable; Hydrostatic equilibrium; Engineering; Control engineering; Control (management); Mathematics; Aerospace engineering; Artificial intelligence","score_opus":0.009512081269735238,"score_gpt":0.18919164101535849,"score_spread":0.17967955974562325,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2076346714","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.45688817,0.0014604322,0.539555,0.000022340104,0.0013609371,0.00064960547,0.000022461274,0.000021697691,0.000019351475],"genre_scores_gemma":[0.9993557,0.0000047278477,0.00023231712,0.000008493122,0.0003142409,0.000030779345,0.0000049214295,0.000022335795,0.000026520056],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983025,0.00009098032,0.000862306,0.000093586306,0.00046931548,0.00018129626],"domain_scores_gemma":[0.9988809,0.00013225993,0.0004857624,0.000152089,0.00031280614,0.000036155016],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011590343,0.00015855445,0.00036599863,0.000076689525,0.000121990444,0.00015092657,0.000119518765,0.00007521388,0.0000020605758],"category_scores_gemma":[0.0000344267,0.00010322522,0.000052245632,0.000081231075,0.000019769846,0.00020192584,0.000003077072,0.000093884766,6.5036454e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007413911,0.000021060803,0.00070907373,0.0019087929,0.00061108044,0.0000018568643,0.0006134334,0.7753776,0.21732286,0.00054128765,0.00042984882,0.0023889805],"study_design_scores_gemma":[0.0015247905,0.00005574447,0.0012454813,0.000581478,0.00024097796,0.00011800025,0.00040943807,0.99514025,0.00038358776,0.000075912554,0.00009975164,0.00012458205],"about_ca_topic_score_codex":0.00005349057,"about_ca_topic_score_gemma":0.0000052111677,"teacher_disagreement_score":0.5424675,"about_ca_system_score_codex":0.00028699083,"about_ca_system_score_gemma":0.00003820702,"threshold_uncertainty_score":0.42094022},"labels":[],"label_agreement":null},{"id":"W2077118533","doi":"10.4271/2012-32-0040","title":"Optimization of an Automotive Grade Stepper Motor Idle Air Control Valve for the Small Engine Market","year":2012,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Continental (Canada)","funders":"","keywords":"Automotive engineering; Automotive industry; Stepper motor; Idle; Stepper; Automotive engine; Computer science; Manufacturing engineering; Engineering; Mechanical engineering; Materials science; Aerospace engineering; Operating system","score_opus":0.01150984917976606,"score_gpt":0.22364775091587646,"score_spread":0.2121379017361104,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2077118533","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7626344,0.014214457,0.01276152,0.012167293,0.008916962,0.03355528,0.0029300433,0.026935682,0.12588438],"genre_scores_gemma":[0.98909914,0.00014535617,0.008369068,0.0005021966,0.00045286943,0.00093956455,0.000046999365,0.00017120432,0.0002736176],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99680775,0.00018396365,0.0010627025,0.00049344345,0.00054453977,0.00090759393],"domain_scores_gemma":[0.9967025,0.0014634179,0.00019851587,0.0011356608,0.00013811664,0.00036180424],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0012068513,0.0006412456,0.00093330874,0.0001415157,0.00022352044,0.000042497217,0.0008279908,0.0006540049,0.00032034604],"category_scores_gemma":[0.0006995923,0.0004668422,0.00056033424,0.0004067177,0.00042214294,0.0004552353,0.00009542366,0.0006010451,0.000023002527],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00047709647,0.00076801685,0.00022208122,0.00046243938,0.0005800439,0.0000046513564,0.00035761928,0.063013196,0.91861117,0.0036982382,0.0061154715,0.0056899753],"study_design_scores_gemma":[0.0018907057,0.0013265072,0.9651436,0.000280224,0.00036178567,0.00007045061,0.00036643405,0.00052629,0.00024124623,0.00022684416,0.028679462,0.00088641956],"about_ca_topic_score_codex":0.000025164169,"about_ca_topic_score_gemma":0.002690675,"teacher_disagreement_score":0.96492153,"about_ca_system_score_codex":0.00019580076,"about_ca_system_score_gemma":0.000041293053,"threshold_uncertainty_score":0.99977833},"labels":[],"label_agreement":null},{"id":"W2078189593","doi":"10.1002/eqe.994","title":"Comparison between real‐time dynamic substructuring and shake table testing techniques for nonlinear seismic applications","year":2010,"lang":"en","type":"article","venue":"Earthquake Engineering & Structural Dynamics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Polytechnique Montréal","keywords":"Earthquake shaking table; Structural engineering; Bracing; Diagonal; Nonlinear system; Engineering; Shake; Earthquake engineering; Stiffness; Structural system; Brace; Mathematics; Mechanical engineering; Physics","score_opus":0.0074129683772295105,"score_gpt":0.23595374482117296,"score_spread":0.22854077644394344,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2078189593","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8876131,0.000052908563,0.1092458,0.000016863962,0.00032196427,0.00080826785,0.00029871054,0.0014034164,0.00023894796],"genre_scores_gemma":[0.9153471,0.000008108042,0.0836532,0.0000035159755,0.00034528002,0.00012698847,0.00032281308,0.00012223407,0.00007079163],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99835026,0.000009504353,0.0005807533,0.00034816857,0.00017225095,0.00053906615],"domain_scores_gemma":[0.99892884,0.00033353508,0.000096386044,0.00039008146,0.00007673635,0.00017444047],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00019121921,0.0004075829,0.0005302807,0.00015470188,0.00018320107,0.00013094103,0.00027193167,0.00025215512,0.0000088066345],"category_scores_gemma":[0.00006683621,0.00042832724,0.00006929375,0.00030492674,0.000050943385,0.00018535946,0.000050698756,0.00051342684,0.000008184308],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000050949247,0.0000066869893,0.012744023,0.0011386718,0.00016460558,0.0000026126716,0.00035856362,0.120051414,0.020136846,0.0005513943,0.000039270064,0.84480083],"study_design_scores_gemma":[0.00016067218,0.000025203399,0.1184622,0.000054926393,0.00003573582,0.00004102839,0.00001952264,0.8788884,0.00038919743,0.00013402932,0.0013543469,0.00043472968],"about_ca_topic_score_codex":0.00005329791,"about_ca_topic_score_gemma":0.0000744905,"teacher_disagreement_score":0.8443661,"about_ca_system_score_codex":0.00008221136,"about_ca_system_score_gemma":0.000021791959,"threshold_uncertainty_score":0.99981683},"labels":[],"label_agreement":null},{"id":"W2080110710","doi":"10.1520/gtj11302j","title":"Variable-Head Field Permeability Tests in Driven Flush-Joint Casings: Physical and Numerical Modeling","year":2003,"lang":"en","type":"article","venue":"Geotechnical Testing Journal","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":43,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Royal Military College of Canada; Polytechnique Montréal","funders":"","keywords":"Geotechnical engineering; Permeability (electromagnetism); Head (geology); Geology; Joint (building); Hydraulic head; Engineering; Structural engineering; Geomorphology","score_opus":0.03755676416816776,"score_gpt":0.25927899023796896,"score_spread":0.22172222606980121,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2080110710","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6787245,0.00013061096,0.31816092,0.00009123255,0.00017593063,0.0001374391,9.89179e-7,0.00021398674,0.0023643193],"genre_scores_gemma":[0.9763472,0.000005430507,0.023368161,0.000050833343,0.00018376748,0.000009218722,3.6762526e-7,0.000029843632,0.000005140067],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99829596,0.00013347599,0.0005982205,0.00023900204,0.00025702926,0.00047633282],"domain_scores_gemma":[0.9987197,0.0007048223,0.000061562896,0.00021607848,0.00006202699,0.00023580896],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009194313,0.00021690087,0.00042942134,0.000085684354,0.00013335589,0.000090773916,0.00013668486,0.00017534765,0.000021585247],"category_scores_gemma":[0.0036405616,0.00019551185,0.00006764781,0.00034299496,0.000045148117,0.00012808973,0.00004069693,0.0011022483,0.000008821892],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000039547554,0.000080092876,0.004482957,0.000095957716,0.000016310445,0.00005881505,0.0003111071,0.9843975,0.0042353296,0.00029854232,0.00006874555,0.005950734],"study_design_scores_gemma":[0.0003296025,0.00009225799,0.0010520106,0.0003708154,0.000012953737,0.0014321579,0.000057422778,0.9910304,0.00007017369,0.0052021286,0.0001214098,0.00022865758],"about_ca_topic_score_codex":0.000042705342,"about_ca_topic_score_gemma":0.000002622158,"teacher_disagreement_score":0.29762268,"about_ca_system_score_codex":0.00012571488,"about_ca_system_score_gemma":0.00006201262,"threshold_uncertainty_score":0.7972742},"labels":[],"label_agreement":null},{"id":"W2080312299","doi":"10.1088/1755-1315/12/1/012076","title":"Steady-state capabilities for hydroturbines with OpenFOAM","year":2010,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Hydro-Québec","funders":"Chalmers Tekniska Högskola","keywords":"Turbomachinery; Solver; Computer science; Computational fluid dynamics; Domain (mathematical analysis); Frame (networking); Coupling (piping); Steady state (chemistry); Mechanical engineering; Engineering; Aerospace engineering; Telecommunications; Mathematics","score_opus":0.008310351855503462,"score_gpt":0.18514961958204632,"score_spread":0.17683926772654285,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2080312299","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99456507,0.000035222,0.00033485485,0.000048233032,0.00021457268,0.00029803926,0.00003901375,0.000058998525,0.0044059767],"genre_scores_gemma":[0.99812293,0.000045339246,0.00079563,0.00002064458,0.000028221066,0.00005127674,0.000005563509,0.0000104303435,0.00091997953],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991631,0.0000039441275,0.00013262125,0.00021285127,0.00018208647,0.00030537654],"domain_scores_gemma":[0.99960196,0.000026277528,0.000022487742,0.00018320346,0.000007718141,0.00015836448],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016014454,0.00014353445,0.00014003362,0.000033678432,0.00020005816,0.00013388344,0.00017777237,0.000030810734,0.00012786264],"category_scores_gemma":[0.0000105617055,0.000109099,0.000014368274,0.00006648668,0.0010296762,0.0005336756,0.000034860543,0.00008776927,0.000015477432],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004575453,0.000025404548,0.0037893027,0.00018183113,0.000019372164,0.000004245126,0.0072524077,0.002036486,0.94893014,0.0017374106,0.000050792627,0.035926837],"study_design_scores_gemma":[0.0016630691,0.0011385998,0.08368305,0.00015372159,0.000031512638,0.00040606782,0.016247245,0.068348326,0.76562196,0.0013243816,0.05965878,0.0017232815],"about_ca_topic_score_codex":0.000046229336,"about_ca_topic_score_gemma":0.00029221934,"teacher_disagreement_score":0.1833082,"about_ca_system_score_codex":0.000009029128,"about_ca_system_score_gemma":0.00002926709,"threshold_uncertainty_score":0.4448928},"labels":[],"label_agreement":null},{"id":"W2080712517","doi":"10.1115/dscc2013-3977","title":"Development of Nonlinear Control Algorithms for Shaking Table Tests","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; National Science Council","keywords":"Earthquake shaking table; Nonlinear system; Control theory (sociology); Actuator; Acceleration; Controller (irrigation); Computer science; System identification; Engineering; Lyapunov function; Nonlinear system identification; Control engineering; Structural engineering; Control (management); Data modeling; Artificial intelligence","score_opus":0.018887150976444802,"score_gpt":0.2333488279827907,"score_spread":0.21446167700634589,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2080712517","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08671449,0.00011463804,0.89343685,0.000029057877,0.00033552528,0.00085018715,0.000008748074,0.00021835194,0.018292176],"genre_scores_gemma":[0.8150204,9.255392e-7,0.1842286,0.000025296269,0.00006495802,0.00014263905,0.000004823894,0.000017912007,0.0004944581],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994076,0.0000031556617,0.00028212872,0.000064824686,0.00007982411,0.00016249153],"domain_scores_gemma":[0.99971247,0.00007678764,0.000025452971,0.00009239361,0.00005068646,0.00004221948],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000113709,0.000078653735,0.00016952495,0.00002769105,0.000024055626,0.000013774669,0.000073685675,0.00003969785,0.0002021567],"category_scores_gemma":[0.000017081344,0.00006408375,0.000023588962,0.000052094892,0.0000055187934,0.000061017283,0.0000060710663,0.00002419686,0.00009305082],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001093315,0.00021374061,0.004350403,0.003396908,0.0010254103,0.0000020980322,0.009273324,0.08258995,0.1703588,0.0010959634,0.03760022,0.69008225],"study_design_scores_gemma":[0.0005161787,0.000011118068,0.0005644005,0.00005429462,0.000005540305,0.0000018689593,0.00017321364,0.9588627,0.007894213,0.00002519443,0.03176321,0.0001280723],"about_ca_topic_score_codex":0.000033923,"about_ca_topic_score_gemma":0.00001139232,"teacher_disagreement_score":0.87627274,"about_ca_system_score_codex":0.000019172041,"about_ca_system_score_gemma":0.00001976686,"threshold_uncertainty_score":0.26132596},"labels":[],"label_agreement":null},{"id":"W2080992909","doi":"10.1243/095440605x31409","title":"SEWHAPM: Development of a Water Hydraulic Axial Piston Motor for Underwater Tool Systems","year":2005,"lang":"en","type":"article","venue":"Proceedings of the Institution of Mechanical Engineers Part C Journal of Mechanical Engineering Science","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Hydrostatic equilibrium; Bearing (navigation); Lubrication; Axial piston pump; Mechanical engineering; Hydraulic motor; Piston pump; Rigidity (electromagnetism); Hydrostatic pressure; Oil pressure; Materials science; Structural engineering; Engineering; Hydraulic pump; Mechanics; Computer science; Physics","score_opus":0.014418631047235985,"score_gpt":0.21441505037967634,"score_spread":0.19999641933244036,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2080992909","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.58994824,0.00014734884,0.40661284,0.00013116894,0.0022872197,0.0006331851,0.0000123359705,0.00007758986,0.000150089],"genre_scores_gemma":[0.98275477,0.000016053977,0.016907716,0.000009338182,0.00023474848,0.000023283481,6.5805136e-7,0.000029669302,0.000023746825],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9964842,0.000005951214,0.0017520767,0.00020977005,0.0010702882,0.00047766717],"domain_scores_gemma":[0.99858093,0.00009007661,0.0003939536,0.00017244043,0.00056577096,0.0001967994],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025568267,0.00028552045,0.00070950534,0.00033879018,0.00009142113,0.000034299464,0.0009989378,0.00017879556,0.00000841454],"category_scores_gemma":[0.00045335718,0.0001904512,0.00027759958,0.00041245183,0.00013051376,0.00051755464,0.00008920669,0.00030374725,0.0000026537261],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036817237,0.00005297822,0.0000013674504,0.00075164647,0.00007794064,2.5795674e-7,0.00033750516,0.30640057,0.6789629,0.012864718,0.000055484274,0.00045786597],"study_design_scores_gemma":[0.0005670484,0.00014097606,0.0000068541844,0.0007080891,0.000043143453,0.000055784036,0.000072943425,0.3218955,0.67285335,0.00008523348,0.003387063,0.00018398187],"about_ca_topic_score_codex":0.0000018063552,"about_ca_topic_score_gemma":2.0506826e-7,"teacher_disagreement_score":0.3928066,"about_ca_system_score_codex":0.00031035123,"about_ca_system_score_gemma":0.00015562355,"threshold_uncertainty_score":0.7766375},"labels":[],"label_agreement":null},{"id":"W2081243952","doi":"10.1109/tcst.2011.2160641","title":"Regularized ${\\rm RLS}$-$\\lambda$ and DHOBE: An Adaptive Feedforward for a Solenoid Valve","year":2011,"lang":"en","type":"article","venue":"IEEE Transactions on Control Systems Technology","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Control theory (sociology); Feed forward; Setpoint; Adaptive control; Mathematics; Parametric statistics; Algorithm; Regularization (linguistics); Computer science; Engineering; Control engineering; Artificial intelligence","score_opus":0.018724733717444892,"score_gpt":0.20457434746948946,"score_spread":0.18584961375204456,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2081243952","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.018463405,0.0006402635,0.97469765,0.00006699569,0.0014776327,0.0018397275,0.00010948424,0.0015562663,0.0011485972],"genre_scores_gemma":[0.9966626,0.00003602566,0.0013249365,0.000024748279,0.00007876334,0.0014848257,0.0000020152065,0.0000894823,0.00029655817],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99831015,0.00007069758,0.0005722604,0.00040339114,0.00015189391,0.000491618],"domain_scores_gemma":[0.9989567,0.00012419921,0.000103065504,0.00056897313,0.00010430395,0.00014275912],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00032625304,0.00035165632,0.00071602897,0.00047338454,0.00018666105,0.000033994344,0.0002588758,0.0005975707,0.000017241875],"category_scores_gemma":[0.000008524973,0.0003360003,0.00017319458,0.00020808965,0.00013391825,0.00016295958,0.0000011060094,0.00031751228,0.000049801958],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.005908143,0.0030818589,0.00040730264,0.0062011713,0.02038628,0.00020782374,0.02637826,0.24573809,0.21932927,0.094381474,0.0041631414,0.37381718],"study_design_scores_gemma":[0.010261675,0.0030333237,0.000075932454,0.00046603847,0.00072191743,0.0005363367,0.0035253365,0.95755666,0.015553612,0.0020014471,0.0049240706,0.0013436688],"about_ca_topic_score_codex":0.000114689065,"about_ca_topic_score_gemma":0.00013551737,"teacher_disagreement_score":0.97819924,"about_ca_system_score_codex":0.00010004695,"about_ca_system_score_gemma":0.000029878454,"threshold_uncertainty_score":0.9999092},"labels":[],"label_agreement":null},{"id":"W2081309330","doi":"10.1115/1.1870037","title":"Analysis of a Pressure-Compensated Flow Control Valve","year":2004,"lang":"en","type":"article","venue":"Journal of Dynamic Systems Measurement and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":49,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Body orifice; Pressure drop; Globe valve; Flow control valve; Butterfly valve; Control theory (sociology); Control valves; Flow coefficient; Ball valve; Volumetric flow rate; Nonlinear system; Flow control (data); Flow (mathematics); Valve actuator; Mechanics; Orifice plate; Materials science; Computer science; Engineering; Mechanical engineering; Control (management); Physics","score_opus":0.008581752967146907,"score_gpt":0.19321432966932583,"score_spread":0.18463257670217892,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2081309330","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.29705277,0.042084422,0.65641814,0.00013401633,0.002195495,0.0010901091,0.000080241865,0.00009082788,0.0008539762],"genre_scores_gemma":[0.9997251,0.00006657128,0.00005142513,0.000014913917,0.000094593255,0.000010837497,0.0000013400504,0.000020505351,0.0000147007695],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9974419,0.00014327178,0.0012247042,0.00011515663,0.00084561156,0.00022935504],"domain_scores_gemma":[0.99854666,0.00008075708,0.00053147716,0.00020368928,0.00049317285,0.000144236],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017217626,0.0002162635,0.0012184634,0.00041311752,0.000036698544,0.000046645986,0.00017459338,0.000104986975,0.000010685438],"category_scores_gemma":[0.00006672311,0.00016920517,0.000415429,0.000320114,0.00002890954,0.00011154457,0.000004345784,0.00015037459,0.0000022627994],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008109861,0.000058094007,0.0040004766,0.0003605743,0.01904935,0.000011222676,0.0006438569,0.9584718,0.0161259,0.000047047386,0.000041924326,0.001108657],"study_design_scores_gemma":[0.0070658703,0.00018118891,0.015501438,0.00057303574,0.006488707,0.000070848255,0.00028207139,0.9692436,0.000035484303,0.000021645918,0.0003235175,0.00021261205],"about_ca_topic_score_codex":0.000084481515,"about_ca_topic_score_gemma":0.000044547076,"teacher_disagreement_score":0.70267236,"about_ca_system_score_codex":0.00014230915,"about_ca_system_score_gemma":0.000064557484,"threshold_uncertainty_score":0.6899987},"labels":[],"label_agreement":null},{"id":"W2082697805","doi":"10.1115/imece2002-32708","title":"Vibration Analysis of Steam Generators and Heat Exchangers: An Overview — Part II: Vibration, Response, Fretting-Wear, Guidelines","year":2002,"lang":"en","type":"article","venue":"5th International Symposium on Fluid Structure Interaction, Aeroelasticity, and Flow Induced Vibration and Noise","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Atomic Energy (Canada); Polytechnique Montréal","funders":"Atomic Energy of Canada Limited","keywords":"Heat exchanger; Vibration; Vortex-induced vibration; Mechanical engineering; Reboiler; Nuclear engineering; Shell and tube heat exchanger; Materials science; Engineering; Acoustics","score_opus":0.05007439483542378,"score_gpt":0.29218334819547725,"score_spread":0.24210895336005347,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2082697805","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9872664,0.00052829826,0.008751561,0.0010805059,0.0015556471,0.0002902562,0.00015418787,0.00011946805,0.00025363386],"genre_scores_gemma":[0.9965166,0.0012096444,0.00081271277,0.00057208684,0.00055777037,0.00002662195,0.00020517736,0.000035476398,0.00006389734],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99778134,0.00019246951,0.00092922256,0.0004584903,0.00043902555,0.00019942659],"domain_scores_gemma":[0.99884194,0.00019847899,0.00018075522,0.00023802588,0.00034118575,0.00019960439],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00027498,0.00036365844,0.00045615874,0.0004854579,0.000283916,0.00023348712,0.0001337247,0.00022292345,0.0005216771],"category_scores_gemma":[0.00015193586,0.00033792027,0.00008371668,0.00040562297,0.00006016094,0.0009315002,0.000046905738,0.0001992369,0.0000032865703],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005047896,0.0001875521,0.002264347,0.00023689275,0.0017150913,0.0000052174155,0.010697977,0.16651867,0.8030906,0.0012940905,0.003768384,0.009716423],"study_design_scores_gemma":[0.0006105912,0.00037274155,0.0060483236,0.00017058747,0.0002564486,0.000035152734,0.0003796488,0.9682748,0.02080509,0.00004975246,0.0026196418,0.00037724836],"about_ca_topic_score_codex":0.00007286116,"about_ca_topic_score_gemma":0.00017460338,"teacher_disagreement_score":0.8017561,"about_ca_system_score_codex":0.000080084246,"about_ca_system_score_gemma":0.000016046493,"threshold_uncertainty_score":0.99990726},"labels":[],"label_agreement":null},{"id":"W2083449474","doi":"10.1016/j.mechatronics.2006.04.004","title":"Failure monitoring in a high performance hydrostatic actuation system using the extended Kalman filter","year":2006,"lang":"en","type":"article","venue":"Mechatronics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":51,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University; University of Saskatchewan; Institut de Recherche Robert-Sauvé en Santé et en Sécurité du Travail","funders":"","keywords":"Actuator; Kalman filter; Hydrostatic equilibrium; Control theory (sociology); Engineering; Hydraulic machinery; Ball screw; Extended Kalman filter; Downtime; Robustness (evolution); Throttle; Mechanical system; Control engineering; Aerospace; Computer science; Automotive engineering; Mechanical engineering; Reliability engineering; Artificial intelligence; Aerospace engineering","score_opus":0.00956792175179676,"score_gpt":0.20143661290816509,"score_spread":0.19186869115636832,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2083449474","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9757425,0.00030863698,0.022583317,0.000025935518,0.0005706794,0.00026210255,0.0000030642473,0.00016842622,0.00033533768],"genre_scores_gemma":[0.998684,0.000010262499,0.00095213973,0.000003042508,0.00022458922,0.000039145383,0.0000075794064,0.000035160985,0.000044097487],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990035,0.000035686928,0.00032546007,0.00012436118,0.0002087066,0.0003022267],"domain_scores_gemma":[0.999599,0.00004491397,0.000053731816,0.00026265133,0.000016661059,0.000023076993],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002797892,0.00015447987,0.00017890972,0.000072963856,0.000088157445,0.00004977872,0.00014573988,0.0000784335,0.000007117282],"category_scores_gemma":[0.0000045927827,0.000121086094,0.0000331255,0.00018653045,0.000009742687,0.00015569411,0.000017488155,0.00016468458,0.00003215512],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000028700708,0.000010231885,0.00173722,0.0004437671,0.000019325007,0.00000430225,0.00087582786,0.98823255,0.005925292,0.0011106586,0.00007319214,0.0015647573],"study_design_scores_gemma":[0.0002731243,0.000012339111,0.0019291535,0.00031073557,0.000015285503,0.000018606157,0.0008145982,0.992535,0.0035226436,0.00008487683,0.00032376117,0.00015986992],"about_ca_topic_score_codex":0.00021077303,"about_ca_topic_score_gemma":0.000048430327,"teacher_disagreement_score":0.022941483,"about_ca_system_score_codex":0.0003691751,"about_ca_system_score_gemma":0.00001995657,"threshold_uncertainty_score":0.49377477},"labels":[],"label_agreement":null},{"id":"W2083589682","doi":"10.1109/vppc.2010.5729004","title":"Estimation of spring torque in an electronic throttle valve","year":2010,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Torque; Direct torque control; Damping torque; Stall torque; Throttle; Torque motor; Control theory (sociology); Torque limiter; Spring (device); Computer science; Controller (irrigation); Engineering; Automotive engineering; Induction motor; Physics; Control (management); Mechanical engineering; Electrical engineering; Voltage","score_opus":0.0052785866009397685,"score_gpt":0.2242771456059333,"score_spread":0.21899855900499351,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2083589682","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9690809,0.00002078729,0.02049076,0.000005899302,0.0001439136,0.000077326345,1.9742619e-7,0.00007550002,0.010104717],"genre_scores_gemma":[0.9989375,0.0000022766374,0.000995899,0.0000031188881,0.00002533428,0.0000069469816,9.2302844e-7,0.000009069649,0.00001894562],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99964833,0.0000064043543,0.00013671027,0.00004693962,0.00005104249,0.000110582376],"domain_scores_gemma":[0.9998189,0.000018887116,0.000011562479,0.00012438383,0.000005958892,0.00002030397],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012385266,0.000045518053,0.00008246294,0.00003647522,0.000005461222,0.000005950242,0.0000561522,0.00004317886,0.000109135915],"category_scores_gemma":[0.000009763928,0.000042299434,0.000018339904,0.000058882764,0.000006112094,0.000092815026,0.0000038296835,0.000090915004,0.000024056457],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000033015317,0.000071421484,0.027134433,0.00036251586,0.0000467114,0.0000013858079,0.0032437488,0.6444076,0.23172821,0.04205851,0.00013680334,0.050805397],"study_design_scores_gemma":[0.00011740971,0.000018689829,0.0139858015,0.000018455703,0.0000023563468,0.0000022270672,0.00005297574,0.96728957,0.017809177,0.00041923457,0.00020581369,0.000078294186],"about_ca_topic_score_codex":0.00029232926,"about_ca_topic_score_gemma":0.0016231827,"teacher_disagreement_score":0.322882,"about_ca_system_score_codex":0.000017494292,"about_ca_system_score_gemma":0.000010503971,"threshold_uncertainty_score":0.17249209},"labels":[],"label_agreement":null},{"id":"W2083771","doi":"10.1007/978-1-4419-9985-6_12","title":"Modeling and H ∞ PID Plus Feedforward Controller Design for an Electrohydraulic Actuator System","year":2012,"lang":"en","type":"book-chapter","venue":"Microsystems","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria; University of Saskatchewan","funders":"","keywords":"PID controller; Feed forward; Control theory (sociology); Actuator; Control engineering; Computer science; Engineering; Control (management); Artificial intelligence; Temperature control","score_opus":0.031627062299256575,"score_gpt":0.21628374527986963,"score_spread":0.18465668298061305,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2083771","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0015873202,0.03511082,0.8971117,0.000012692427,0.00287513,0.0071311877,0.00043105026,0.0016917296,0.054048337],"genre_scores_gemma":[0.9753467,0.00020891298,0.00083715946,0.000027858921,0.0020942464,0.0005113023,0.0001315135,0.00054816424,0.020294178],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99705327,0.00006593875,0.0011441314,0.0005650451,0.0003184949,0.0008531449],"domain_scores_gemma":[0.9984817,0.0001777759,0.0002180511,0.00058220286,0.00013340586,0.00040684428],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009405566,0.0009042841,0.0017213197,0.00025120305,0.00019785194,0.0002185039,0.00033936065,0.00091562554,0.000014956468],"category_scores_gemma":[0.000010890523,0.00084916246,0.00027407974,0.000034939843,0.000035249243,0.00021295837,0.000033687014,0.00034879285,0.00017911699],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013229767,0.00011457211,0.000012421421,0.077859014,0.01090801,0.000069956826,0.017738605,0.5583575,0.20317665,0.058009572,0.040783055,0.03164768],"study_design_scores_gemma":[0.0015064963,0.00014291338,1.4300896e-7,0.0014002011,0.00031479012,0.00027513874,0.00016326307,0.9290419,0.00029982947,0.00009251605,0.06571862,0.0010441383],"about_ca_topic_score_codex":0.000076996934,"about_ca_topic_score_gemma":0.000024883688,"teacher_disagreement_score":0.97375935,"about_ca_system_score_codex":0.0006242019,"about_ca_system_score_gemma":0.00008005281,"threshold_uncertainty_score":0.9993959},"labels":[],"label_agreement":null},{"id":"W2085832232","doi":"10.4028/www.scientific.net/amm.307.131","title":"Electro-Hydrostatic Actuator Modeling","year":2013,"lang":"en","type":"article","venue":"Applied Mechanics and Materials","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Actuator; Hydrostatic equilibrium; Parametric statistics; Parametric model; Control engineering; Electro-hydraulic actuator; Identification (biology); Control theory (sociology); Engineering; System identification; Mechanical engineering; Computer science; Physics; Mathematics; Electrical engineering; Data modeling; Control (management); Artificial intelligence","score_opus":0.006209103944790003,"score_gpt":0.16841579726967837,"score_spread":0.16220669332488838,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2085832232","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.65842867,0.00007625745,0.33834288,0.000021946236,0.0003721177,0.00048206883,0.0000073995225,0.00023127595,0.002037403],"genre_scores_gemma":[0.9970161,0.00010304504,0.0024947182,0.0000760248,0.00007332902,0.0001677166,0.000009852842,0.000035136418,0.000024105188],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993452,0.0000073990345,0.00022932712,0.000116234536,0.000078170175,0.00022371543],"domain_scores_gemma":[0.99974275,0.000016567456,0.000022185175,0.0001339339,0.000011224956,0.00007335328],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001297711,0.00013243177,0.00021943726,0.000030023482,0.000039373146,0.00009096095,0.00006242756,0.00006898408,0.00023399589],"category_scores_gemma":[0.000003707341,0.00011596215,0.000012145126,0.000035614452,0.000002237369,0.00005129238,0.00001894069,0.000034753793,0.00022956144],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000018381352,0.0000043313185,4.6459736e-8,0.0001564328,0.000029629953,4.4791497e-7,0.00026615075,0.00077219977,0.9127221,0.08391632,0.00053023,0.0016002505],"study_design_scores_gemma":[0.00055877445,0.000037396054,0.0000017392109,0.000057806174,0.000037582533,0.000019036659,0.00033726284,0.63702035,0.18703283,0.17292902,0.0014172237,0.00055097893],"about_ca_topic_score_codex":0.000033968732,"about_ca_topic_score_gemma":6.219426e-7,"teacher_disagreement_score":0.7256893,"about_ca_system_score_codex":0.000013750028,"about_ca_system_score_gemma":0.00000559214,"threshold_uncertainty_score":0.47287995},"labels":[],"label_agreement":null},{"id":"W2086492340","doi":"10.1115/1.4023666","title":"Dynamic Analysis of a Complex Pneumatic Valve Using Pseudobond Graph Modeling Technique","year":2013,"lang":"en","type":"article","venue":"Journal of Dynamic Systems Measurement and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Reducer; Computer science; MATLAB; Graph; System dynamics; Simulation; Bond graph; Control engineering; Control theory (sociology); Engineering; Theoretical computer science; Mechanical engineering; Artificial intelligence; Mathematics","score_opus":0.024385947300115642,"score_gpt":0.22629122505297403,"score_spread":0.20190527775285838,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2086492340","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3799506,0.003044482,0.61601895,0.00001429773,0.00025547238,0.0005804081,0.0000067947776,0.000028041966,0.000100921774],"genre_scores_gemma":[0.99901134,0.000072382005,0.00080732786,0.0000073197166,0.00002623285,0.000036774527,0.0000016228225,0.000031901956,0.0000050759095],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9969666,0.00017917983,0.0016281214,0.00013594124,0.0008161096,0.00027406702],"domain_scores_gemma":[0.9983053,0.00007358744,0.0006395206,0.00024928094,0.00058761885,0.00014468633],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017302488,0.0002660284,0.0012671081,0.0008351182,0.0000611048,0.00007912383,0.00021023476,0.000118226715,0.000017045788],"category_scores_gemma":[0.00004171299,0.00021614844,0.0004518307,0.00048660522,0.000031047304,0.00020834646,0.000011280267,0.00017981807,0.0000016418765],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010810783,0.000038379563,0.0010532724,0.00073908,0.0056438637,0.0000031845527,0.0004330962,0.73583645,0.2555123,0.000014952418,0.000015634194,0.0006989955],"study_design_scores_gemma":[0.00083248835,0.00006320077,0.0012858622,0.0007735511,0.001837145,0.000106092186,0.0006943403,0.99410665,0.000015341642,0.00008471698,0.0000032773105,0.00019735779],"about_ca_topic_score_codex":0.0002550883,"about_ca_topic_score_gemma":0.000033573036,"teacher_disagreement_score":0.61906075,"about_ca_system_score_codex":0.00025172575,"about_ca_system_score_gemma":0.00004536332,"threshold_uncertainty_score":0.88142776},"labels":[],"label_agreement":null},{"id":"W2088256590","doi":"10.4028/www.scientific.net/kem.501.436","title":"Energy Saving Study on Carbon Black Pneumatic Conveying","year":2012,"lang":"en","type":"article","venue":"Key engineering materials","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Booster (rocketry); Nozzle; Carbon black; Gas compressor; Energy (signal processing); Carbon fibers; Mechanical engineering; Engineering; Automotive engineering; Environmental science; Materials science; Composite material; Mathematics; Aerospace engineering; Natural rubber","score_opus":0.014054770998822743,"score_gpt":0.20358816178154085,"score_spread":0.1895333907827181,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2088256590","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9892279,0.00012424757,0.0021080573,0.000006009158,0.0033031919,0.000271435,0.0000059845784,0.0008030562,0.0041501266],"genre_scores_gemma":[0.9989676,0.000010169513,0.00010781676,0.00001563708,0.00061351847,0.000092457674,0.00000697098,0.0001215758,0.00006426433],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9984168,0.00006360797,0.00052125833,0.0001656586,0.00025952817,0.00057315745],"domain_scores_gemma":[0.9992411,0.00013542123,0.00005184396,0.00039300378,0.000014410898,0.0001642231],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00053276325,0.00033643015,0.00048456527,0.00015163228,0.000033740573,0.00008414064,0.00017931515,0.000102439044,0.00009857955],"category_scores_gemma":[0.00005030185,0.0003272157,0.00004242509,0.00013618711,0.000010310311,0.00012569393,0.000035392808,0.000088866356,0.00014293025],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000941498,0.0001639085,0.0015092375,0.0009670995,0.00033991528,0.000018846971,0.011120008,0.13059731,0.8532396,0.0011030075,0.00035040572,0.0005812442],"study_design_scores_gemma":[0.0039051434,0.0007399676,0.0673344,0.003181839,0.00042333818,0.0001602504,0.0041284193,0.249886,0.65376973,0.000075573225,0.010896558,0.005498801],"about_ca_topic_score_codex":0.00006597328,"about_ca_topic_score_gemma":0.0000012313927,"teacher_disagreement_score":0.19946991,"about_ca_system_score_codex":0.00010926099,"about_ca_system_score_gemma":0.0000055517075,"threshold_uncertainty_score":0.999918},"labels":[],"label_agreement":null},{"id":"W2088373757","doi":"10.1115/1.4023668","title":"A Methodology for Protective Vibration Monitoring of Hydropower Units Based on the Mechanical Properties","year":2013,"lang":"en","type":"article","venue":"Journal of Dynamic Systems Measurement and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Uppsala Universitet; Energimyndigheten; Kungliga Tekniska Högskolan; Chalmers Tekniska Högskola; Centre for Energy Advancement through Technological Innovation","keywords":"Hydropower; Vibration; Standardization; Engineering; Specific speed; Structural engineering; Displacement (psychology); Hydraulic machinery; Mechanical engineering; Acceleration; Automotive engineering; Computer science; Impeller; Electrical engineering; Acoustics; Physics","score_opus":0.07231628997968777,"score_gpt":0.23260021712129617,"score_spread":0.16028392714160838,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2088373757","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21073757,0.0012072555,0.78433603,0.00037029898,0.0011478654,0.0021065252,0.0000027146239,0.000020324595,0.00007142166],"genre_scores_gemma":[0.9993873,0.0000052000773,0.00023740296,0.0000120552995,0.00012506469,0.00020939513,1.107156e-7,0.000015419982,0.000007998641],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99851364,0.00035314623,0.0005594762,0.00006606181,0.0003794392,0.00012821208],"domain_scores_gemma":[0.9986897,0.0002991299,0.0002737401,0.00010783433,0.0005851277,0.000044474284],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002362742,0.00012013965,0.0003826807,0.00008272424,0.00004760488,0.000034535104,0.00010099523,0.00007009126,0.0000029503422],"category_scores_gemma":[0.00039515347,0.00006708353,0.00006607033,0.000069392525,0.00001832879,0.000082385624,0.0000030207289,0.000116188035,9.694854e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00031083848,0.00006262865,0.00033530738,0.0010852818,0.000905123,0.0000013277829,0.0012670978,0.07566072,0.91442597,0.00036858246,0.00014720198,0.005429934],"study_design_scores_gemma":[0.0015582402,0.0005296001,0.0005465294,0.0010380351,0.00008597295,0.000016896416,0.0015064614,0.98866653,0.0057910983,0.00011458054,0.000042378924,0.000103688086],"about_ca_topic_score_codex":0.00002611967,"about_ca_topic_score_gemma":0.0000023441812,"teacher_disagreement_score":0.9130058,"about_ca_system_score_codex":0.00009530755,"about_ca_system_score_gemma":0.000046863235,"threshold_uncertainty_score":0.27355868},"labels":[],"label_agreement":null},{"id":"W2089101604","doi":"10.1115/1.1640363","title":"Modeling of Swash Plate Axial Piston Pumps With Conical Cylinder Blocks","year":2004,"lang":"en","type":"article","venue":"Journal of Mechanical Design","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Swash; Conical surface; Piston (optics); Cylinder; Piston pump; Mechanical engineering; Axial piston pump; Position-sensing hydraulic cylinder; Engineering; Computer science; Mechanics; Hydraulic cylinder; Variable displacement pump; Physics; Optics","score_opus":0.026715994717874832,"score_gpt":0.22150421131594025,"score_spread":0.19478821659806542,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2089101604","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12936229,0.000140726,0.8694518,0.0000657246,0.00026589207,0.00011472923,0.0000011400554,0.000029634586,0.00056806725],"genre_scores_gemma":[0.9832601,0.000041617997,0.016428782,0.000026570517,0.00019781145,0.0000019541694,3.8987923e-7,0.00003224554,0.0000105629115],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99830043,0.00006628489,0.0008280825,0.000096797055,0.00047947705,0.00022895166],"domain_scores_gemma":[0.9992734,0.00011720388,0.00016103954,0.00015326383,0.000112000846,0.00018304455],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008806987,0.00016325562,0.0005322136,0.000087267304,0.000028851071,0.000018815641,0.0002240006,0.00017104042,0.000042232503],"category_scores_gemma":[0.000068025176,0.00011858527,0.00013196177,0.00010365979,0.000022275912,0.00010497156,0.000010412262,0.0003895737,0.000011107932],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015332858,0.00004918363,0.0000036589224,0.000046459012,0.00013375476,0.00006577822,0.00016367376,0.98935014,0.009197622,0.0005220744,0.00006015232,0.00025417403],"study_design_scores_gemma":[0.0024599535,0.00064892083,0.0000053138115,0.00047851884,0.000077192235,0.000662171,0.000081583654,0.9794152,0.012887715,0.0030417475,0.00005191825,0.00018977569],"about_ca_topic_score_codex":0.00001426604,"about_ca_topic_score_gemma":0.000003204652,"teacher_disagreement_score":0.8538978,"about_ca_system_score_codex":0.0001002957,"about_ca_system_score_gemma":0.00012169027,"threshold_uncertainty_score":0.4835767},"labels":[],"label_agreement":null},{"id":"W2089882346","doi":"10.1115/1.1898239","title":"Tip-Over Stability of Manipulator-Like Mobile Hydraulic Machines","year":2004,"lang":"en","type":"article","venue":"Journal of Dynamic Systems Measurement and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Loader; Actuator; Hydraulic machinery; Excavator; Flexibility (engineering); Base (topology); Suspension (topology); Stability (learning theory); Hydraulic cylinder; Engineering; Control theory (sociology); Computer science; Mechanical engineering","score_opus":0.01175739552604794,"score_gpt":0.20223462481819515,"score_spread":0.19047722929214722,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2089882346","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94979364,0.013804782,0.033138726,0.00003100581,0.0018455172,0.00068105856,0.000011494063,0.00004309362,0.00065066054],"genre_scores_gemma":[0.9996783,0.00007817425,0.000031923748,0.000013081378,0.00014030434,0.000020837046,5.7439985e-7,0.000026017584,0.000010785394],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99770707,0.00009651898,0.001094917,0.000115367264,0.00077216944,0.00021394879],"domain_scores_gemma":[0.9989555,0.0000477356,0.00039114722,0.0002208978,0.00025028037,0.0001344602],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014928182,0.00021472364,0.00071069755,0.00012165325,0.000037411213,0.00003661057,0.00016334785,0.00009544911,0.000014711642],"category_scores_gemma":[0.000033319437,0.0001657086,0.00015811287,0.00009740688,0.000033566783,0.00015074453,0.000008803703,0.00015798467,0.0000035147284],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000572673,0.00082609715,0.09455383,0.009649617,0.005548816,0.00011757655,0.006560187,0.4635862,0.39333236,0.00059042923,0.0008519691,0.023810212],"study_design_scores_gemma":[0.038826298,0.0024777516,0.09783182,0.0069629056,0.0015150505,0.0015916476,0.0040625376,0.83424044,0.0020141967,0.00080295786,0.007562269,0.0021121008],"about_ca_topic_score_codex":0.000120703706,"about_ca_topic_score_gemma":0.000045546472,"teacher_disagreement_score":0.39131817,"about_ca_system_score_codex":0.00027493862,"about_ca_system_score_gemma":0.00006165453,"threshold_uncertainty_score":0.67574006},"labels":[],"label_agreement":null},{"id":"W2090301054","doi":"10.1115/detc2002/mech-34353","title":"A Combined Scheme for Identification and Robust Torque Control of Hydraulic Actuators","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Space Agency","funders":"","keywords":"Control theory (sociology); Actuator; Torque; Rotary actuator; Control engineering; Hydraulic cylinder; Controller (irrigation); Engineering; Robust control; Robotics; Computer science; Robot; Control system; Artificial intelligence; Control (management)","score_opus":0.016681701992309575,"score_gpt":0.1949846142031311,"score_spread":0.1783029122108215,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2090301054","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15427169,0.00026643113,0.83864087,0.00018201019,0.00023370427,0.00062460446,0.000011594103,0.00017565388,0.0055934307],"genre_scores_gemma":[0.9983014,0.00001882826,0.0009742218,0.000025447996,0.000029792633,0.000056229932,0.000003292379,0.000014687239,0.00057612837],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99948615,0.000009067574,0.00025389696,0.00008056655,0.00006748407,0.00010281771],"domain_scores_gemma":[0.99966204,0.00009369067,0.000038387592,0.00013422793,0.000027573304,0.00004410713],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011316505,0.00007767727,0.00016850301,0.000040403123,0.00002118424,0.000015348676,0.00005489595,0.000052701405,0.000101026344],"category_scores_gemma":[0.000036111305,0.000070230075,0.00003251406,0.000057314912,0.000017067434,0.000068632144,0.0000034908821,0.0000258098,0.000019233066],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001890863,0.00088638306,0.027228553,0.01174721,0.0029157142,0.0000074881877,0.021615261,0.1740776,0.25139132,0.07580691,0.20477702,0.22935747],"study_design_scores_gemma":[0.0008735936,0.000029038765,0.00061699416,0.000023007733,0.000014394124,0.0000019208023,0.00008737255,0.994708,0.0020149997,0.00009244687,0.0014445838,0.000093653354],"about_ca_topic_score_codex":0.000014490093,"about_ca_topic_score_gemma":0.000004245541,"teacher_disagreement_score":0.84402966,"about_ca_system_score_codex":0.0000124791695,"about_ca_system_score_gemma":0.0000018877897,"threshold_uncertainty_score":0.28638995},"labels":[],"label_agreement":null},{"id":"W2092265543","doi":"10.1006/jfls.1999.0280","title":"EXPERIMENTAL CHARACTERIZATION OF CENTRIFUGAL PUMPS AS AN ACOUSTIC SOURCE AT THE BLADE-PASSING FREQUENCY","year":2000,"lang":"en","type":"article","venue":"Journal of Fluids and Structures","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":44,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hydro One (Canada); Atomic Energy (Canada)","funders":"","keywords":"Acoustics; Centrifugal pump; Piping; Volute; Superposition principle; Sound pressure; Acoustic resonance; Thermoacoustic heat engine; SIGNAL (programming language); Mechanics; Engineering; Resonance (particle physics); Physics; Mechanical engineering; Computer science; Impeller","score_opus":0.0059654926467129455,"score_gpt":0.215253576055126,"score_spread":0.20928808340841304,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2092265543","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9969196,0.0010678513,0.0012429175,0.000026924878,0.00023961894,0.000053933065,0.000005186244,0.000010526501,0.0004334959],"genre_scores_gemma":[0.99940413,0.00012747475,0.000081341655,0.000028067956,0.0002635391,5.4749717e-7,0.000002920954,0.000012669309,0.000079284335],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992625,0.00003961114,0.00034671207,0.00005376936,0.0001879887,0.00010939764],"domain_scores_gemma":[0.9997121,0.000021233807,0.000083313906,0.00008877441,0.000024288373,0.00007025553],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009877871,0.00009892395,0.00018328021,0.000037050253,0.00008369132,0.000042422907,0.000093050956,0.0000567401,0.0005962779],"category_scores_gemma":[0.00000742574,0.00006234982,0.000046742418,0.00004576933,0.00004520333,0.00014286452,0.0000062427785,0.00009550399,0.0000015317306],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019033681,0.000007803636,0.00044587348,0.000031122476,0.000041826148,0.000005590917,0.0027490791,0.0060408157,0.97943604,0.000025914485,0.000052499905,0.011144392],"study_design_scores_gemma":[0.002416509,0.0009984855,0.10025018,0.0004487574,0.00022495005,0.0040779384,0.0032262902,0.075246334,0.80363643,0.000922227,0.007827156,0.00072476943],"about_ca_topic_score_codex":0.00001686302,"about_ca_topic_score_gemma":0.0000013195572,"teacher_disagreement_score":0.17579964,"about_ca_system_score_codex":0.000030414321,"about_ca_system_score_gemma":0.000014138501,"threshold_uncertainty_score":0.65288246},"labels":[],"label_agreement":null},{"id":"W2094776095","doi":"10.1115/imece2003-42707","title":"Analysis and Optimization Design of Pressure Compensated Flow Control Valves","year":2003,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Body orifice; Pressure drop; Globe valve; Flow control valve; Control valves; Butterfly valve; Flow coefficient; Valve actuator; Ball valve; Volumetric flow rate; Control theory (sociology); Flow control (data); Flow (mathematics); Pressure control; Materials science; Mechanics; Computer science; Engineering; Mechanical engineering; Control (management); Physics","score_opus":0.00916777627240215,"score_gpt":0.1912114744470868,"score_spread":0.18204369817468466,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2094776095","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0013378216,0.00031234813,0.99477124,0.0000040831264,0.000032421303,0.00012850067,0.0000030612296,0.00006399854,0.0033465484],"genre_scores_gemma":[0.9692407,0.000021296657,0.030597175,0.000006540581,0.0000037965103,0.0000043618165,0.0000030292301,0.0000065947665,0.00011650214],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995937,0.000063857406,0.00015779708,0.00005710797,0.000061634986,0.00006591851],"domain_scores_gemma":[0.9997512,0.00008314691,0.000020451886,0.000090560156,0.000025757094,0.000028877184],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014264401,0.00006067544,0.00019959793,0.000066233704,0.0000126804525,0.000009857936,0.000026057709,0.000038244216,0.00023948708],"category_scores_gemma":[0.000021670316,0.000050636285,0.00002883278,0.00019725393,0.000009891441,0.000033735916,0.0000013064853,0.000019098208,0.0000019165866],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000012208135,0.000003760606,0.0014151107,0.00003241564,0.0005863394,1.6676906e-7,0.00012772149,0.99726737,0.00031878307,0.00007010477,0.000071151466,0.00010584091],"study_design_scores_gemma":[0.00025045633,0.000008085031,0.00044383295,0.0000058786004,0.00030330243,0.0000010623304,0.000030161144,0.99825364,0.00056903536,0.000008083042,0.000071050315,0.00005541501],"about_ca_topic_score_codex":0.000014709167,"about_ca_topic_score_gemma":0.0000023028983,"teacher_disagreement_score":0.9679029,"about_ca_system_score_codex":0.0000027689696,"about_ca_system_score_gemma":0.0000043869222,"threshold_uncertainty_score":0.26222154},"labels":[],"label_agreement":null},{"id":"W2095862500","doi":"10.23919/acc.2004.1383638","title":"Lyapunov-based friction compensation for accurate positioning of a hydraulic actuator","year":2004,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Winnipeg; University of Manitoba","funders":"","keywords":"Control theory (sociology); Lyapunov function; Uniqueness; Compensation (psychology); Actuator; Position (finance); Convergence (economics); Controller (irrigation); Exponential stability; Discontinuity (linguistics); Mathematics; Lyapunov stability; Computer science; Control (management); Nonlinear system; Mathematical analysis; Physics","score_opus":0.016018915570350782,"score_gpt":0.23117562917053425,"score_spread":0.21515671360018346,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2095862500","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25367355,0.000018842367,0.74061906,0.00008793878,0.00020006424,0.00029196317,0.0000062924764,0.00019863213,0.0049036643],"genre_scores_gemma":[0.99260205,0.0000015099126,0.00716377,0.000056165238,0.000054627544,0.000047624915,0.000033710337,0.000017959459,0.000022592945],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99945146,0.000008488857,0.000252696,0.00007791156,0.00009333841,0.00011608535],"domain_scores_gemma":[0.9996941,0.000070696864,0.000047876878,0.00010849778,0.000044384,0.00003444751],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000102862294,0.000087787106,0.00014158015,0.0000685307,0.000043851345,0.00001554787,0.00004961799,0.00005495657,0.000039431794],"category_scores_gemma":[0.000016463873,0.00008258287,0.00005607185,0.00011282925,0.000008672178,0.000097649594,0.0000026519372,0.000031882075,0.000025127822],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013954091,0.000031152278,0.00006536981,0.00028774727,0.00004917802,4.234754e-7,0.00067474064,0.9516789,0.04122216,0.0036425006,0.00030073873,0.0020331459],"study_design_scores_gemma":[0.0019492403,0.00012271309,0.0018075949,0.00020958507,0.000036035923,0.0000066529387,0.00021292154,0.87120795,0.12187039,0.0010905636,0.0012327904,0.00025356998],"about_ca_topic_score_codex":0.00006977602,"about_ca_topic_score_gemma":0.000013991406,"teacher_disagreement_score":0.7389285,"about_ca_system_score_codex":0.00006804773,"about_ca_system_score_gemma":0.00002164146,"threshold_uncertainty_score":0.33676314},"labels":[],"label_agreement":null},{"id":"W2096799782","doi":"10.1115/1.2807181","title":"Tracking Control of Hydraulic Actuators Using a LuGre Friction Model Compensation","year":2008,"lang":"en","type":"article","venue":"Journal of Dynamic Systems Measurement and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":51,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Control theory (sociology); Hydraulic cylinder; Actuator; Controller (irrigation); Compensation (psychology); Hydraulic machinery; Nonlinear system; Control engineering; Electro-hydraulic actuator; Observer (physics); Parametric statistics; Acceleration; Hydraulic motor; Displacement (psychology); Engineering; Computer science; Control (management); Mathematics; Mechanical engineering; Physics; Artificial intelligence","score_opus":0.033412865939903974,"score_gpt":0.213080257351639,"score_spread":0.17966739141173502,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2096799782","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42120135,0.0024913806,0.57534933,0.000016160582,0.0005398906,0.0002651902,0.0000041799826,0.000021477343,0.00011101896],"genre_scores_gemma":[0.99958956,0.00008989527,0.00012480366,0.000011942575,0.00014379543,0.000005627985,4.8423857e-7,0.000026862772,0.000007052731],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977304,0.0001261429,0.0010870051,0.000098224125,0.0007616206,0.0001966466],"domain_scores_gemma":[0.99867773,0.00006270034,0.00060387584,0.00012744743,0.00042223692,0.00010598627],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00115983,0.00019649073,0.0006959813,0.00021497493,0.00009085594,0.000027650818,0.00010356882,0.000106533116,0.0000022030015],"category_scores_gemma":[0.000051436928,0.00016656615,0.00014476842,0.00010605996,0.000028852597,0.0002469603,0.0000032417147,0.0001562393,0.0000010408908],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000091227856,0.000051466053,0.0042966455,0.00049529504,0.0007182772,0.000013957798,0.0017726951,0.89008623,0.099233694,0.000052115844,0.00004701492,0.0031413483],"study_design_scores_gemma":[0.0029972761,0.000079560516,0.0017042094,0.0005276862,0.00022215294,0.00039266105,0.0003346389,0.99346423,0.00008174297,0.000021952126,0.00002926524,0.0001446202],"about_ca_topic_score_codex":0.00003957964,"about_ca_topic_score_gemma":0.0000063148163,"teacher_disagreement_score":0.5783882,"about_ca_system_score_codex":0.00025857863,"about_ca_system_score_gemma":0.00008046205,"threshold_uncertainty_score":0.67923707},"labels":[],"label_agreement":null},{"id":"W2096879176","doi":"10.1109/cca.1998.721606","title":"H/sub ∞/-based robust torque control of harmonic drive systems under free- and constrained-motion applications","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Control theory (sociology); Torque; Frequency domain; Robust control; Motion control; Harmonic; Harmonic analysis; Robustness (evolution); Harmonic drive; Computer science; Control system; Stability (learning theory); Multiplicative function; Control engineering; Engineering; Control (management); Mathematics; Physics; Electronic engineering; Artificial intelligence; Robot","score_opus":0.013634392815294188,"score_gpt":0.1819965306212373,"score_spread":0.1683621378059431,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2096879176","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010368171,0.00086270896,0.975337,0.00011146173,0.00012186792,0.00062624225,0.00003786066,0.00020076823,0.012333904],"genre_scores_gemma":[0.99937516,0.000023880166,0.00024463504,0.000033154254,0.000056664925,0.00013290963,0.000006154417,0.000018320236,0.000109102155],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992802,0.000031036325,0.0003118049,0.00012040554,0.00011438738,0.0001421722],"domain_scores_gemma":[0.9994345,0.00013154591,0.000051267143,0.000261716,0.000045299523,0.00007569914],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010727165,0.00012026366,0.00023108038,0.00006136922,0.000034898294,0.000023422463,0.00008865979,0.00008854701,0.00010021066],"category_scores_gemma":[0.0000092431765,0.0001098133,0.000037952166,0.00010044889,0.000060232538,0.000052104366,0.0000055301584,0.00006159945,0.000034348817],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000037209409,0.000088935296,0.0012690485,0.0010913528,0.00024242728,0.0000020311904,0.00029176052,0.9433919,0.013968186,0.030838868,0.004556957,0.004254767],"study_design_scores_gemma":[0.0010505776,0.000017476414,0.00031947932,0.0000630404,0.000030782412,0.000012247531,0.00025494536,0.99671453,0.0008093192,0.000059765694,0.00052855996,0.0001392542],"about_ca_topic_score_codex":0.000051704068,"about_ca_topic_score_gemma":0.000014447326,"teacher_disagreement_score":0.989007,"about_ca_system_score_codex":0.00003664989,"about_ca_system_score_gemma":0.0000072392268,"threshold_uncertainty_score":0.44780564},"labels":[],"label_agreement":null},{"id":"W2099361874","doi":"10.1016/s0967-0661(00)00075-7","title":"Design and experimental evaluation of a robust force controller for an electro-hydraulic actuator via quantitative feedback theory","year":2000,"lang":"en","type":"article","venue":"Control Engineering Practice","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":117,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Control theory (sociology); Quantitative feedback theory; Actuator; Nonlinear system; Robustness (evolution); Hydraulic cylinder; Plant; Electro-hydraulic actuator; Control engineering; Robust control; Controller (irrigation); Stiffness; Hydraulic machinery; Engineering; Computer science; Control system; Control (management); Structural engineering; Mechanical engineering","score_opus":0.02992011009818416,"score_gpt":0.28081918996950384,"score_spread":0.25089907987131965,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2099361874","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014377046,0.0028995778,0.9797355,0.000044037602,0.00014484109,0.0017758291,0.00000695955,0.00017566184,0.00084054004],"genre_scores_gemma":[0.98440707,0.00002736915,0.014770058,0.000065448156,0.00008265713,0.00052292703,0.0000063913053,0.00007142389,0.00004665108],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99845135,0.00029545667,0.00040862523,0.00023092687,0.000302391,0.0003112418],"domain_scores_gemma":[0.9972764,0.0021288919,0.00009793652,0.00020860984,0.00017259053,0.00011555222],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0023660702,0.0002596787,0.00042293462,0.000087227934,0.00005745565,0.000047451307,0.00012044805,0.00011435506,0.00007163527],"category_scores_gemma":[0.0005296418,0.00025683356,0.00006461644,0.000110628665,0.000025905258,0.0007635119,0.0000043950567,0.00013189405,0.00001198291],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00056248804,0.000048911563,3.178942e-7,0.000059983046,0.00030299465,5.1756876e-7,0.0014436896,0.955925,0.03283547,0.00046012877,0.00006608417,0.008294411],"study_design_scores_gemma":[0.0044781985,0.00044042704,0.000013227489,0.000042753734,0.00030475712,0.000030799507,0.00031324633,0.9889771,0.003914714,0.00014007904,0.0010877947,0.00025693935],"about_ca_topic_score_codex":0.000012499111,"about_ca_topic_score_gemma":4.7648965e-7,"teacher_disagreement_score":0.97003,"about_ca_system_score_codex":0.00009724765,"about_ca_system_score_gemma":0.00003488183,"threshold_uncertainty_score":0.9999884},"labels":[],"label_agreement":null},{"id":"W2099924624","doi":"10.1109/icra.2011.5980452","title":"Development and testing of a novel high speed SCARA type manipulator for robotic applications","year":2011,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"SCARA; Actuator; Rotary actuator; Servomotor; Control theory (sociology); Servo; Electrohydraulic servo valve; Controller (irrigation); Control engineering; Torque; Robot; Manipulator (device); Computer science; Gimbal; Engineering; Mechanical engineering; Artificial intelligence; Aerospace engineering; Control (management); Physics","score_opus":0.10797153883774235,"score_gpt":0.23697833919986513,"score_spread":0.12900680036212278,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2099924624","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.32340705,0.000075311604,0.6625634,0.0000035684252,0.00011039052,0.0005654683,0.0000012889851,0.00014646525,0.013127073],"genre_scores_gemma":[0.7986363,6.091454e-7,0.20120335,0.0000040817686,0.00001571289,0.00002457883,0.0000019011725,0.000010516258,0.00010294867],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99963844,0.0000011570363,0.00017523149,0.00006355458,0.000039068174,0.00008252745],"domain_scores_gemma":[0.9997899,0.00003902218,0.000021436106,0.00008322328,0.000033526463,0.00003287144],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000057858797,0.000058410984,0.00010617978,0.000026342734,0.000023448789,0.0000039937104,0.000043898395,0.000026927497,0.000013435052],"category_scores_gemma":[0.000011080648,0.000051844327,0.000008116306,0.00007740204,0.0000071840236,0.000020661178,0.000008942673,0.000015310537,0.00000849301],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006113216,0.0010109906,0.052243873,0.014600326,0.0017542798,0.000004829089,0.0317261,0.2063213,0.2887472,0.21834204,0.0027533548,0.18243457],"study_design_scores_gemma":[0.0013297815,0.00008120209,0.039169326,0.0002573999,0.00007694894,0.00004789241,0.0007164559,0.9146219,0.038444873,0.00040236444,0.0042275707,0.00062427483],"about_ca_topic_score_codex":0.000033217053,"about_ca_topic_score_gemma":0.0000063573893,"teacher_disagreement_score":0.7083006,"about_ca_system_score_codex":0.000010557041,"about_ca_system_score_gemma":0.000011076687,"threshold_uncertainty_score":0.21141502},"labels":[],"label_agreement":null},{"id":"W2100123450","doi":"10.1109/acc.2006.1657203","title":"QFT synthesis of a position controller for a pneumatic actuator in the presence of worst-case persistent disturbances","year":2006,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Control theory (sociology); Actuator; Quantitative feedback theory; Position (finance); Controller (irrigation); Pneumatic actuator; Control engineering; Position tracking; Computer science; Upper and lower bounds; Stability (learning theory); Robust control; Engineering; Control (management); Control system; Mathematics","score_opus":0.008789723587582957,"score_gpt":0.20231776977363516,"score_spread":0.1935280461860522,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2100123450","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97722644,0.00044921823,0.014363873,0.00014502309,0.0000773803,0.00092984526,0.000028775006,0.000031770454,0.0067476993],"genre_scores_gemma":[0.9993572,0.000004746192,0.00034021062,0.000007405973,0.00002111887,0.00020526275,0.000001418123,0.000007456447,0.000055157427],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993107,0.000044087763,0.00034816156,0.00006729243,0.00012120468,0.000108582666],"domain_scores_gemma":[0.99885815,0.0009132806,0.00006172004,0.00013028285,0.000023836501,0.000012704498],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002704117,0.00008083745,0.00023926549,0.00004466025,0.00001862945,0.000009555627,0.000099240344,0.000033832177,0.000016108464],"category_scores_gemma":[0.00007329282,0.000050206003,0.00010806707,0.000091575945,0.000025974772,0.00004766873,0.0000041094963,0.000026307802,0.0000015657866],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00096838357,0.0031113501,0.016125135,0.033711992,0.002617527,0.00024706984,0.087849155,0.6259781,0.095709056,0.036901478,0.038161315,0.0586194],"study_design_scores_gemma":[0.0011527992,0.00013718661,0.002879055,0.00079715264,0.00015109371,0.00018855225,0.00866562,0.98000777,0.0049820617,0.00054189016,0.00023925015,0.00025759448],"about_ca_topic_score_codex":0.00036640378,"about_ca_topic_score_gemma":0.00014395628,"teacher_disagreement_score":0.3540296,"about_ca_system_score_codex":0.000018225985,"about_ca_system_score_gemma":0.0000057054003,"threshold_uncertainty_score":0.20473413},"labels":[],"label_agreement":null},{"id":"W2100701919","doi":"10.1002/stc.1798","title":"A state space-based explicit integration method for real-time hybrid simulation","year":2015,"lang":"en","type":"article","venue":"Structural Control and Health Monitoring","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council; University of Toronto; National Science Council","keywords":"DSPACE; MATLAB; Robustness (evolution); Control theory (sociology); Numerical integration; Displacement (psychology); Co-simulation; Actuator; State space; Real-time simulation; Computer science; Engineering; Simulation; Control engineering; Algorithm; Mathematics; Artificial intelligence; Control (management)","score_opus":0.04463704959924449,"score_gpt":0.34135182145275134,"score_spread":0.29671477185350686,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2100701919","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.34525365,0.00060372375,0.6514245,0.00039276277,0.0010188954,0.0008773402,0.00003846647,0.00028098715,0.00010964017],"genre_scores_gemma":[0.988685,0.0000125591905,0.01065137,0.000028616752,0.0004896182,0.000060828796,0.000015135415,0.000025371504,0.00003149521],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990673,0.000060381804,0.0003202908,0.00014516701,0.00013510548,0.000271753],"domain_scores_gemma":[0.9993383,0.00018710853,0.000081057304,0.000107263324,0.00008016352,0.0002060753],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00049005065,0.00015331274,0.00030625254,0.0000605573,0.00010457231,0.000050693932,0.00004453096,0.000037068286,0.0000018613877],"category_scores_gemma":[0.00003154756,0.00013064788,0.00003627514,0.000047975485,0.000005936463,0.00012285184,0.000004097028,0.00008029997,0.0000030803392],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000085520405,0.0000017526102,0.00096172275,0.00030108745,0.000027542454,8.508804e-7,0.0013864775,0.90616,0.004247929,0.00007509944,0.00014338784,0.08660862],"study_design_scores_gemma":[0.0013849668,0.00010433447,0.001831887,0.0000833551,0.00000916768,0.000002435595,0.0001068138,0.9947802,0.00079251867,0.0004636047,0.00031113112,0.0001296123],"about_ca_topic_score_codex":0.0004288139,"about_ca_topic_score_gemma":0.000008999665,"teacher_disagreement_score":0.64343137,"about_ca_system_score_codex":0.00015831311,"about_ca_system_score_gemma":0.000051771884,"threshold_uncertainty_score":0.5327666},"labels":[],"label_agreement":null},{"id":"W2101665930","doi":"10.1109/uksim.2008.103","title":"Model of a Four-Position Unbalanced Hydraulic Valve","year":2008,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"British Columbia Institute of Technology","funders":"","keywords":"Wheeling; Control theory (sociology); Hydraulic machinery; Position (finance); Power (physics); Stiffness; Transient (computer programming); Engineering; Computer science; Automotive engineering; Control engineering; Mechanical engineering; Structural engineering","score_opus":0.03442114123440045,"score_gpt":0.2069710244053829,"score_spread":0.17254988317098244,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2101665930","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.56483686,0.000073901494,0.28668177,0.000022225415,0.00010537158,0.0001125683,0.0000036149627,0.00024105146,0.14792265],"genre_scores_gemma":[0.99751836,0.000035950456,0.0018850161,0.00004063941,0.000031452015,0.000010996712,0.000003508009,0.000014957056,0.0004591298],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994919,0.0000086369155,0.00019699754,0.00006612942,0.00011881304,0.000117557276],"domain_scores_gemma":[0.9997455,0.000022001546,0.000020424191,0.00015048687,0.000019858571,0.000041722364],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000049260507,0.0000792182,0.00015695168,0.0000393268,0.000021423575,0.0000024710175,0.000065753826,0.000049690727,0.00005037173],"category_scores_gemma":[0.0000051906036,0.00007099792,0.00007106769,0.00008209999,0.000016412,0.000059479113,0.000006396488,0.000041614963,0.00006699506],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000030557962,0.000018593799,0.0005884763,0.00013572405,0.00006955015,0.0000036978095,0.0014301183,0.9588353,0.03207211,0.0005779735,0.0053547747,0.00091065076],"study_design_scores_gemma":[0.00018048142,0.000012417662,0.00050856534,0.000025197322,0.000006271208,0.000032809345,0.00002325307,0.9937899,0.004998714,0.00024919826,0.000083889914,0.00008927873],"about_ca_topic_score_codex":0.000025968935,"about_ca_topic_score_gemma":0.00000306961,"teacher_disagreement_score":0.4326815,"about_ca_system_score_codex":0.000021427306,"about_ca_system_score_gemma":0.000010556658,"threshold_uncertainty_score":0.2895211},"labels":[],"label_agreement":null},{"id":"W2101972249","doi":"10.1109/robot.2001.933203","title":"Nonlinear control of a hydraulic parallel manipulator","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Backstepping; Control theory (sociology); Nonlinear system; Lyapunov function; Controller (irrigation); Parametric statistics; Control engineering; Hydraulic machinery; Computer science; Tracking (education); Parallel manipulator; Hydraulic cylinder; Adaptive control; Position (finance); Robot; Engineering; Control (management); Mathematics; Artificial intelligence; Mechanical engineering","score_opus":0.0172152642224661,"score_gpt":0.19656849394941317,"score_spread":0.17935322972694706,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2101972249","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22412944,0.0021666181,0.27816933,0.00029766906,0.00073725503,0.0006536214,0.000017753902,0.00091678125,0.49291152],"genre_scores_gemma":[0.9975592,0.000025837036,0.0010799723,0.00007714349,0.00007898563,0.000010736022,0.0000010967344,0.000019075196,0.0011479715],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99938774,0.000011446051,0.0002647993,0.00007133814,0.000114770686,0.00014990375],"domain_scores_gemma":[0.99967235,0.000039644565,0.00002226292,0.00019163602,0.000013704047,0.000060422284],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000056887864,0.00009566086,0.00021346632,0.000036988244,0.00001168084,0.000006556975,0.00009427203,0.00005504232,0.001304413],"category_scores_gemma":[0.000008943247,0.00008054138,0.00005816064,0.00007445425,0.000013312906,0.000041114963,0.0000048441457,0.000048490365,0.00057795225],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035980705,0.0007003124,0.018172352,0.002578016,0.0016388174,0.000097493925,0.0073865727,0.73549104,0.020567652,0.0118358275,0.15389043,0.047605496],"study_design_scores_gemma":[0.0005374807,0.000021922668,0.00028709054,0.000019850602,0.000009966116,0.000011271793,0.0000350271,0.98102236,0.00032315103,0.000023980741,0.017598948,0.0001089552],"about_ca_topic_score_codex":0.000027703105,"about_ca_topic_score_gemma":0.0000051030247,"teacher_disagreement_score":0.77342975,"about_ca_system_score_codex":0.000010182856,"about_ca_system_score_gemma":0.0000015289378,"threshold_uncertainty_score":0.9996085},"labels":[],"label_agreement":null},{"id":"W2102508367","doi":"10.1080/11762320903239454","title":"Design, Development and Control of a Hopping Machine – an Exercise in Biomechatronics","year":2010,"lang":"en","type":"article","venue":"Applied Bionics and Biomechanics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina; iQmetrix (Canada)","funders":"","keywords":"Context (archaeology); Jump; Controller (irrigation); Simulation; Propulsion; Jumping; Computer science; Actuator; Control system; Control theory (sociology); Control engineering; Engineering; Control (management); Artificial intelligence","score_opus":0.008433514144392492,"score_gpt":0.18741488667439837,"score_spread":0.17898137253000587,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2102508367","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.71731055,0.0016351425,0.27991506,0.000026640724,0.00026732273,0.0006511598,0.0000148437375,0.00010367478,0.00007561637],"genre_scores_gemma":[0.9903014,0.00042245415,0.009177487,0.00001489196,0.0000123590735,0.000033913828,0.000010869575,0.000024108753,0.0000025560362],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99908125,0.000010017609,0.00035940934,0.00019612991,0.00011905016,0.00023411577],"domain_scores_gemma":[0.9996032,0.000035696095,0.00005770428,0.00017965573,0.00001754917,0.00010619308],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00051477953,0.00017927482,0.00029561398,0.00018942483,0.00004648288,0.00003025014,0.00010608066,0.00017863768,0.000005513463],"category_scores_gemma":[0.000003534345,0.0001590393,0.000014562722,0.00022253144,0.00002659953,0.000046386227,0.00003469523,0.00014668489,0.0000024738456],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022823564,0.000047990226,0.000021470618,0.00025873783,0.000031442327,0.0000023393186,0.0008588007,0.000107590786,0.8240322,0.0039492273,0.0000034696095,0.1706639],"study_design_scores_gemma":[0.0017841898,0.00007274434,0.000050776718,0.00013035668,0.000030393288,0.000021664784,0.00034258974,0.79880816,0.1938481,0.001951328,0.0024640837,0.0004956202],"about_ca_topic_score_codex":0.00001730151,"about_ca_topic_score_gemma":0.000042419706,"teacher_disagreement_score":0.7987006,"about_ca_system_score_codex":0.000016324604,"about_ca_system_score_gemma":0.000031292708,"threshold_uncertainty_score":0.6485434},"labels":[],"label_agreement":null},{"id":"W2103457961","doi":"10.2298/jac0302017p","title":"Experimental study on low velocity friction compensation and tracking control","year":2003,"lang":"en","type":"article","venue":"Journal of Automatic Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University; University of Toronto","funders":"","keywords":"Control theory (sociology); PID controller; Tracking (education); Compensation (psychology); Motion control; Instability; Computer science; Position (finance); Encoder; Sampling (signal processing); Controller (irrigation); Robot; Physics; Mechanics; Artificial intelligence; Control (management); Computer vision","score_opus":0.012031665500211855,"score_gpt":0.23641929587608038,"score_spread":0.2243876303758685,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2103457961","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9626955,0.0002670968,0.035383128,0.000032841992,0.0005680412,0.00039893878,0.0000012227547,0.000053978554,0.0005992803],"genre_scores_gemma":[0.99973273,0.0000020076154,0.000101526144,0.00004379646,0.00008960741,0.0000094997495,1.3405548e-7,0.00001580476,0.000004904914],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987371,0.00017948769,0.000592104,0.00006883429,0.00028942837,0.00013305077],"domain_scores_gemma":[0.99930096,0.00025551763,0.00021172747,0.000096156386,0.000054537024,0.00008111103],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006947788,0.00013560784,0.00039934288,0.00010572706,0.00006460866,0.000059145073,0.000058044167,0.00004682738,0.000047070338],"category_scores_gemma":[0.00009977011,0.0001116769,0.000065269356,0.00006387796,0.000011770069,0.0001485261,0.0000016158355,0.00014502813,0.000009936639],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006506933,0.008687941,0.073548436,0.0014829899,0.007574524,0.00061706494,0.12638132,0.40813655,0.24575077,0.0022331735,0.003708421,0.121228114],"study_design_scores_gemma":[0.014472933,0.001472295,0.08696694,0.0003349941,0.00017535561,0.00031707998,0.006710263,0.88657093,0.002465856,0.00007395651,0.00014795475,0.00029147023],"about_ca_topic_score_codex":0.0000029546413,"about_ca_topic_score_gemma":7.836964e-7,"teacher_disagreement_score":0.47843435,"about_ca_system_score_codex":0.00010171985,"about_ca_system_score_gemma":0.000017365566,"threshold_uncertainty_score":0.45540518},"labels":[],"label_agreement":null},{"id":"W2104763799","doi":"10.1109/ccece.2011.6030650","title":"Modelling of robotic bulldozing operations for autonomous control","year":2011,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Robotics; Nonlinear system; Computer science; Set (abstract data type); Robot; Mobile robot; Scale (ratio); Control engineering; Control (management); Square root; Artificial intelligence; Control theory (sociology); Engineering; Mathematics","score_opus":0.05423820302008725,"score_gpt":0.20879241755491001,"score_spread":0.15455421453482276,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2104763799","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008888946,0.000079394726,0.9730534,0.0000072659136,0.00017802833,0.00023333849,0.000002647502,0.00011389999,0.01744306],"genre_scores_gemma":[0.9693159,0.00000293694,0.03032893,0.000011476182,0.000029204733,0.000040521565,0.0000015155902,0.000014608138,0.0002549226],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995832,0.0000053007507,0.0002176961,0.000053282176,0.000035697987,0.000104820065],"domain_scores_gemma":[0.9997895,0.000039421735,0.000010271462,0.00010337939,0.000028194498,0.00002926385],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008793745,0.000059990944,0.00014419934,0.000030042445,0.000024311148,0.0000060630814,0.000058659985,0.0000334483,0.0000824543],"category_scores_gemma":[0.000006026503,0.000053141874,0.000040535928,0.000029390161,0.00000692092,0.00004791044,0.000002446031,0.000022991926,0.00001678916],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[9.392183e-7,0.000005734417,0.00001891311,0.000053312662,0.000028520537,1.09950555e-7,0.00087034854,0.99528325,0.00032487474,0.0031439927,0.00006255357,0.00020747389],"study_design_scores_gemma":[0.00021056595,0.000015923375,0.0000056480176,0.000017791252,0.000015056651,0.0000017447448,0.00011557095,0.99832106,0.0010452869,0.00009975121,0.00008829027,0.000063335094],"about_ca_topic_score_codex":0.00014321138,"about_ca_topic_score_gemma":0.000010598657,"teacher_disagreement_score":0.9604269,"about_ca_system_score_codex":0.0000111823365,"about_ca_system_score_gemma":0.000009182069,"threshold_uncertainty_score":0.21670628},"labels":[],"label_agreement":null},{"id":"W2105165093","doi":"10.1109/icmech.2011.5971264","title":"Pedal to pavement: An energy-based proper vehicle model","year":2011,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Bond graph; Automotive industry; Computer science; Process (computing); Vehicle dynamics; Automotive engineering; Energy (signal processing); Simulation; Algorithm; Engineering; Mathematics","score_opus":0.04553269765199108,"score_gpt":0.20881356689781524,"score_spread":0.16328086924582416,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2105165093","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.32466957,0.000014939439,0.535534,0.000026305604,0.00014577349,0.00014567394,0.00000326082,0.0004918555,0.13896862],"genre_scores_gemma":[0.9938061,4.7218063e-7,0.0044994936,0.00033688213,0.00003972483,0.000044260483,0.0000022307986,0.000025270356,0.0012455547],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994743,0.000010045197,0.00013747519,0.00010399241,0.00010332519,0.00017088825],"domain_scores_gemma":[0.99961805,0.0000036541926,0.0000065116315,0.00022226846,0.00001605818,0.00013347142],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000068513655,0.00009249805,0.000092930655,0.000036481495,0.000022179087,0.000012736817,0.00009895681,0.000037850485,0.00036419544],"category_scores_gemma":[0.0000015405868,0.00007306101,0.00002264045,0.000057864814,0.0000051018164,0.00007020639,0.000009311002,0.000027123999,0.0001752742],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001548386,0.00013642992,0.0017544202,0.00014547941,0.000054208158,0.000009020121,0.0070099304,0.9301133,0.026358556,0.011554602,0.006793231,0.016055295],"study_design_scores_gemma":[0.00013851598,0.000044136053,0.00014725959,0.000010918157,0.00000352663,4.991364e-7,0.00006783418,0.9864006,0.011554235,0.00009041474,0.0014063676,0.00013568715],"about_ca_topic_score_codex":0.00032663526,"about_ca_topic_score_gemma":0.00012601679,"teacher_disagreement_score":0.6691366,"about_ca_system_score_codex":0.000018002753,"about_ca_system_score_gemma":0.000013110403,"threshold_uncertainty_score":0.39876845},"labels":[],"label_agreement":null},{"id":"W2105889706","doi":"10.1115/1.4004776","title":"Adaptive Position Control of an Electrohydraulic Servo System With Load Disturbance Rejection and Friction Compensation","year":2011,"lang":"en","type":"article","venue":"Journal of Dynamic Systems Measurement and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Control theory (sociology); PID controller; Nonlinear system; Control engineering; Controller (irrigation); Servomechanism; Adaptive control; Computer science; Engineering; Control (management)","score_opus":0.010743454807698087,"score_gpt":0.17011479306754732,"score_spread":0.15937133825984923,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2105889706","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4817169,0.00394285,0.51262665,0.000012524764,0.00049372006,0.0006195853,0.000007062074,0.000051880616,0.00052878994],"genre_scores_gemma":[0.9997345,0.000034830864,0.00007396553,0.0000050627546,0.00010293305,0.000021608084,0.0000010946665,0.000021248246,0.000004737478],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998191,0.00021691312,0.0007031168,0.00012797445,0.0005982494,0.00016276812],"domain_scores_gemma":[0.99859244,0.000031094212,0.00057544356,0.00012312699,0.0005755475,0.000102341015],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011701221,0.00018963496,0.00054086914,0.00013129732,0.00006850899,0.000034722656,0.00006740653,0.00008884925,9.548154e-7],"category_scores_gemma":[0.000011093907,0.00014576105,0.000048864335,0.0001042604,0.000027108623,0.000340558,0.000002191973,0.00012939984,6.0610694e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.014154806,0.0010427757,0.045982428,0.011707502,0.012164411,0.00020596896,0.026275793,0.12672201,0.7182391,0.005334317,0.00014307171,0.038027804],"study_design_scores_gemma":[0.005586323,0.0018907756,0.035667017,0.0017231274,0.00045525786,0.0009879601,0.0023506263,0.9507076,0.0003413494,0.000021484208,0.000015709758,0.00025275088],"about_ca_topic_score_codex":0.00021195423,"about_ca_topic_score_gemma":0.000089849906,"teacher_disagreement_score":0.82398564,"about_ca_system_score_codex":0.00041364424,"about_ca_system_score_gemma":0.000046617617,"threshold_uncertainty_score":0.5943963},"labels":[],"label_agreement":null},{"id":"W2106315192","doi":"10.1109/37.918266","title":"Designing robust force control of hydraulic actuators despite system and environmental uncertainties","year":2001,"lang":"en","type":"article","venue":"IEEE Control Systems","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":98,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Control theory (sociology); Actuator; Quantitative feedback theory; Robust control; Controller (irrigation); Transfer function; Hydraulic machinery; Nonlinear system; Hydraulic cylinder; Control engineering; Plant; Engineering; Stiffness; Robustness (evolution); Stability (learning theory); Control system; Computer science; Control (management); Mechanical engineering","score_opus":0.008907590798874371,"score_gpt":0.1755098819119952,"score_spread":0.16660229111312083,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2106315192","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.29421097,0.0051132813,0.6956077,0.000011256904,0.0012957575,0.0011918035,0.000060579783,0.00034653343,0.0021621033],"genre_scores_gemma":[0.99908936,0.00006983107,0.000045534096,0.000020995874,0.00030854158,0.0001704296,0.000005402558,0.0000738342,0.00021604629],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99781716,0.00019693653,0.00085686,0.00027952014,0.0003629002,0.00048664183],"domain_scores_gemma":[0.9988241,0.00036438368,0.00022207832,0.00036508666,0.000026383543,0.00019796663],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00058880064,0.0003731482,0.00090670126,0.00015028198,0.00010753468,0.000079316174,0.00020756935,0.00019524137,0.000008702376],"category_scores_gemma":[0.000019097424,0.00033862985,0.00012411912,0.000118249336,0.00008912841,0.00018685409,0.00000913965,0.00014041094,0.00003432867],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000803192,0.000025895593,0.012836975,0.0014119366,0.0006846375,0.00005332132,0.0014194322,0.9406937,0.040526368,0.00029903674,0.00034779878,0.0016206079],"study_design_scores_gemma":[0.0030122993,0.00010269128,0.00036093596,0.00062864675,0.0001483762,0.00029049386,0.0035017896,0.98984766,0.0005192707,0.000005672949,0.0011635561,0.0004186162],"about_ca_topic_score_codex":0.00022591249,"about_ca_topic_score_gemma":0.0000073307697,"teacher_disagreement_score":0.7048784,"about_ca_system_score_codex":0.00019485898,"about_ca_system_score_gemma":0.000016972313,"threshold_uncertainty_score":0.9999066},"labels":[],"label_agreement":null},{"id":"W2107212978","doi":"10.1109/acc.2011.5991145","title":"Effective strategies for real time hybrid simulation of near seismic collapse response of moment resisting frames","year":2011,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"Université de Sherbrooke","keywords":"Structural engineering; Substructure; Moment (physics); Progressive collapse; Stiffness; Smoothing; Column (typography); Engineering; Computer science; Connection (principal bundle); Physics","score_opus":0.015742768215396632,"score_gpt":0.239181656929661,"score_spread":0.22343888871426437,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2107212978","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88393193,0.000023180495,0.10717857,0.0000027037295,0.000059185684,0.00048029845,0.000018462322,0.00008365632,0.008222021],"genre_scores_gemma":[0.9970556,0.0000015550715,0.0026493105,0.0000022101228,0.000015592817,0.00003462115,0.0000033669644,0.000017489469,0.00022025619],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99934316,0.000069051326,0.00030413497,0.00008139055,0.00009339595,0.00010884695],"domain_scores_gemma":[0.9989518,0.00073840533,0.00007439679,0.00014233391,0.00006645203,0.000026634889],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000431433,0.000089393085,0.00022577545,0.000047699134,0.000026901413,0.000008321121,0.000056542143,0.000042471787,0.0000655074],"category_scores_gemma":[0.000064103675,0.00008065743,0.00004875995,0.000060816674,0.00002795869,0.00006860122,0.000008787773,0.000026100464,0.0000093727795],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004735732,0.000023009528,0.00008745399,0.00046966888,0.000079813675,0.0000010071045,0.0046932097,0.9649636,0.027440313,0.00017615424,0.00030613225,0.0012860519],"study_design_scores_gemma":[0.0003133408,0.00020157231,0.0016442203,0.000080674756,0.000018422781,8.385123e-7,0.00055697974,0.9573375,0.039343633,0.00029879264,0.00011681737,0.00008722706],"about_ca_topic_score_codex":0.00015378006,"about_ca_topic_score_gemma":0.0000019152856,"teacher_disagreement_score":0.11312368,"about_ca_system_score_codex":0.00003235575,"about_ca_system_score_gemma":0.000031103285,"threshold_uncertainty_score":0.32891145},"labels":[],"label_agreement":null},{"id":"W2107715092","doi":"10.1007/978-1-4419-9428-8_2","title":"Spectral Analysis Methodology for Acoustical and Mechanical Measurements Relative to Hydraulic Turbine’s Generator","year":2011,"lang":"en","type":"book-chapter","venue":"Conference proceedings of the Society for Experimental Mechanics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hydro-Québec","funders":"","keywords":"Turbine; Context (archaeology); Generator (circuit theory); Acoustics; Spectral analysis; Workload; Engineering; Mechanical system; Hydraulic turbines; Mechanical engineering; Electric generator; Power (physics); Computer science; Physics; Geology","score_opus":0.11057678000140138,"score_gpt":0.28721073104563294,"score_spread":0.17663395104423157,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2107715092","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0078072352,0.0023479727,0.9568119,0.000278996,0.0022745274,0.0074468735,0.0005760037,0.00035089042,0.022105597],"genre_scores_gemma":[0.88862187,0.000097914235,0.102530174,0.00022074254,0.00031627243,0.000685894,0.000027400123,0.00020993866,0.0072897724],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99807703,0.000007261908,0.0006427112,0.000531221,0.0003391426,0.00040261162],"domain_scores_gemma":[0.99887365,0.00012761561,0.00026472379,0.00020106297,0.0003336204,0.00019930859],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005360939,0.0005217822,0.0010578501,0.00008343136,0.00014032969,0.00004373258,0.00050289807,0.00062741607,0.000067758214],"category_scores_gemma":[0.000105798405,0.00043416105,0.0013702663,0.00010163749,0.000072831535,0.00009706755,0.00019378243,0.00027968918,0.0000029981568],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000121277204,0.00005310312,0.0000027405622,0.0008204271,0.0082936,1.2131727e-7,0.009557934,0.00008938756,0.4093498,0.5671874,0.0039311154,0.00059303734],"study_design_scores_gemma":[0.0017743851,0.0013409522,0.000002982933,0.0006650766,0.007381325,0.000018430896,0.003088346,0.17837368,0.6204072,0.17991151,0.0052116886,0.0018244218],"about_ca_topic_score_codex":0.0000052449113,"about_ca_topic_score_gemma":0.0000024375336,"teacher_disagreement_score":0.8808147,"about_ca_system_score_codex":0.00021830824,"about_ca_system_score_gemma":0.000047892554,"threshold_uncertainty_score":0.999811},"labels":[],"label_agreement":null},{"id":"W2108166582","doi":"10.1109/70.928562","title":"Nonlinear control of hydraulic robots","year":2001,"lang":"en","type":"article","venue":"IEEE Transactions on Robotics and Automation","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":188,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Backstepping; Control theory (sociology); Lyapunov function; Nonlinear system; Control engineering; Adaptive control; Parametric statistics; Controller (irrigation); Computer science; Acceleration; Robot; Nonlinear control; Lyapunov stability; Engineering; Control (management); Mathematics; Artificial intelligence","score_opus":0.010419349742672139,"score_gpt":0.21286288029599953,"score_spread":0.2024435305533274,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2108166582","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04350144,0.0000649786,0.9546584,0.00010357091,0.00035456117,0.00014753945,0.000009098213,0.00017848641,0.0009819386],"genre_scores_gemma":[0.9977564,0.00012791475,0.0019437475,0.000031422675,0.000030548646,0.000009844764,0.0000022370111,0.000016941689,0.000080894104],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994107,0.00001792677,0.00025861384,0.00008262759,0.000117322656,0.00011280831],"domain_scores_gemma":[0.9997072,0.000058523492,0.000036123558,0.00012205321,0.000026183041,0.000049917235],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007674788,0.000103420396,0.00017185869,0.00009392473,0.00005094463,0.000015961592,0.00004200318,0.000070070804,0.000031572174],"category_scores_gemma":[0.0000016132916,0.000099659504,0.00004406042,0.00013022083,0.00002013411,0.000079736135,1.6942018e-7,0.00007550078,0.000025630066],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003376124,0.000033257,0.000018911165,0.000054504057,0.00003344967,0.000001038422,0.00013379859,0.9826173,0.0014479577,0.00004448859,0.00002139199,0.015590525],"study_design_scores_gemma":[0.00042342723,0.000048446276,0.00031738865,0.00005948995,0.000031373467,0.000017922841,0.000028413286,0.99638873,0.0023980916,0.0000455145,0.00014285679,0.00009837041],"about_ca_topic_score_codex":0.000014308325,"about_ca_topic_score_gemma":0.000008073634,"teacher_disagreement_score":0.954255,"about_ca_system_score_codex":0.00001697499,"about_ca_system_score_gemma":0.00000689507,"threshold_uncertainty_score":0.40639967},"labels":[],"label_agreement":null},{"id":"W2108539681","doi":"10.1109/cacsd-cca-isic.2006.4776891","title":"Flatness-based tracking of an electromechanical VVT actuator with magnetic flux sensor","year":2006,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Actuator; Flatness (cosmology); Solenoid; Solenoid valve; Test bench; Control theory (sociology); Automotive industry; Automotive engineering; Engineering; Computer science; Mechanical engineering; Physics; Aerospace engineering; Control (management); Electrical engineering","score_opus":0.005498529630914578,"score_gpt":0.1898666287516855,"score_spread":0.18436809912077093,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2108539681","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9266013,0.000044560908,0.061253324,0.00001843013,0.00006185809,0.00016690741,0.0000029337841,0.00029078353,0.011559938],"genre_scores_gemma":[0.993688,4.139345e-7,0.0058051334,0.000016958806,0.00007690353,0.000010941398,0.000011582243,0.00003678061,0.00035332487],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991749,0.000024943036,0.0002611945,0.00012700164,0.00018247825,0.00022949523],"domain_scores_gemma":[0.9995938,0.00006115447,0.000027582155,0.00022548616,0.000030123732,0.00006186313],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010238913,0.00013968794,0.00023205952,0.000058694543,0.000020182299,0.000019075978,0.00009360341,0.00007514713,0.00042816324],"category_scores_gemma":[0.0000054684156,0.00010818049,0.00003691856,0.00014544827,0.000017047407,0.000065393106,0.000003007009,0.000075428645,0.000029638804],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008033693,0.0002677767,0.0009183174,0.0008324313,0.00008620013,0.000066480294,0.00031017643,0.11502041,0.8539005,0.0024514587,0.0008076927,0.025258237],"study_design_scores_gemma":[0.0011625278,0.00059190986,0.002426905,0.00010272714,0.00004443626,0.00006264758,0.000100848796,0.7470949,0.24672179,0.00012850742,0.0011398246,0.00042291748],"about_ca_topic_score_codex":0.00008603237,"about_ca_topic_score_gemma":0.00007024945,"teacher_disagreement_score":0.63207453,"about_ca_system_score_codex":0.00002404223,"about_ca_system_score_gemma":0.000021101267,"threshold_uncertainty_score":0.46880874},"labels":[],"label_agreement":null},{"id":"W2110123239","doi":"10.1109/vppc.2011.6043125","title":"Load sharing in V/F speed controlled multi-motor driven system under mechanical wheel-slippage","year":2011,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Slippage; Torque; Control theory (sociology); Controller (irrigation); Automotive engineering; Coupling (piping); Computer science; Engineering; Mechanical engineering; Structural engineering; Control (management); Physics","score_opus":0.03851825051390023,"score_gpt":0.2247428035160891,"score_spread":0.18622455300218888,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2110123239","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5408758,0.0004103701,0.17870589,0.00003718759,0.0024856033,0.0026630333,0.0000089499945,0.0022549108,0.27255824],"genre_scores_gemma":[0.9969945,0.000004455983,0.0013715561,0.000029962575,0.00007626525,0.000052038446,0.000001466023,0.000048632577,0.0014211416],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998469,0.00004973426,0.00062565727,0.0002522113,0.0002277005,0.0003756954],"domain_scores_gemma":[0.9993358,0.00007366117,0.000048718943,0.00036374037,0.000036363286,0.00014171387],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044714866,0.00023139929,0.000612957,0.00010350546,0.000029367045,0.00003632942,0.0002880603,0.00017348399,0.00047142027],"category_scores_gemma":[0.000035353114,0.00019123292,0.00012333631,0.00012734452,0.0000125707675,0.00011973518,0.00005260515,0.00016961909,0.0005405786],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0021432205,0.002714407,0.049422245,0.013034624,0.006656093,0.0023379019,0.0710584,0.15631309,0.40884224,0.2751316,0.007704102,0.004642063],"study_design_scores_gemma":[0.0055960906,0.000029436605,0.0020093962,0.00026350853,0.000024215346,0.000022569924,0.0014655387,0.9894032,0.0007752619,0.000037646703,0.00007140212,0.00030175192],"about_ca_topic_score_codex":0.000555137,"about_ca_topic_score_gemma":0.00042864168,"teacher_disagreement_score":0.83309007,"about_ca_system_score_codex":0.00028528878,"about_ca_system_score_gemma":0.000021496657,"threshold_uncertainty_score":0.7798252},"labels":[],"label_agreement":null},{"id":"W2111636229","doi":"10.1109/robot.1996.503798","title":"Parameter estimation and actuator friction analysis for a mini excavator","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Excavator; Payload (computing); Hydraulic cylinder; Actuator; Torque; Control theory (sociology); Gravitation; Cylinder; Dynamical friction; Engineering; Computer science; Mechanical engineering; Physics; Control (management); Classical mechanics","score_opus":0.021925775050370553,"score_gpt":0.21790076525747984,"score_spread":0.1959749902071093,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2111636229","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3122915,0.000079606376,0.6851987,0.00003968808,0.00008870838,0.00014770422,0.0000036889746,0.00013784756,0.0020125194],"genre_scores_gemma":[0.98454887,0.000012370732,0.014861539,0.000022432463,0.000030938176,0.000053266365,0.000005690763,0.000008697004,0.00045622562],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999637,0.0000060126354,0.00013885126,0.00007785364,0.00005373633,0.00008652504],"domain_scores_gemma":[0.9997299,0.00011068541,0.000015458132,0.00009231284,0.000010860197,0.00004079803],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000058201887,0.00006590003,0.00012736635,0.000083639185,0.000026584194,0.00002758619,0.000022815631,0.000044089866,0.00021872211],"category_scores_gemma":[0.000031987693,0.00005596774,0.000046312172,0.00015542332,0.0000048310144,0.000075932054,0.000002520202,0.000017894685,0.00003502304],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021766622,0.0001783183,0.02090414,0.001543431,0.0063762376,0.0000041279004,0.017412132,0.26257545,0.0049724765,0.0023734206,0.0999505,0.583688],"study_design_scores_gemma":[0.000114475064,0.000012579374,0.0011219732,0.0000041121607,0.00010630488,0.0000014978859,0.00004863234,0.9960495,0.00019335763,0.00005865868,0.0022167754,0.00007209224],"about_ca_topic_score_codex":0.000010560829,"about_ca_topic_score_gemma":0.0000070558585,"teacher_disagreement_score":0.7334741,"about_ca_system_score_codex":0.0000146067205,"about_ca_system_score_gemma":6.3146007e-7,"threshold_uncertainty_score":0.23948538},"labels":[],"label_agreement":null},{"id":"W2112712195","doi":"10.1109/tcst.2004.838570","title":"Fault-tolerant control of a servohydraulic positioning system with crossport leakage","year":2004,"lang":"en","type":"article","venue":"IEEE Transactions on Control Systems Technology","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":56,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Control theory (sociology); Leakage (economics); Actuator; Quantitative feedback theory; Engineering; Fault tolerance; Control engineering; Controller (irrigation); Control system; Computer science; Robust control; Control (management); Reliability engineering","score_opus":0.004120925327149768,"score_gpt":0.18229993018313626,"score_spread":0.17817900485598648,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2112712195","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11884402,0.0004894658,0.87560296,0.00014227418,0.00092047564,0.0012488824,0.00011298037,0.0017254951,0.0009134325],"genre_scores_gemma":[0.99896353,0.000007973099,0.00012612272,0.00002635597,0.000061289466,0.00064523914,0.0000025414195,0.00009409294,0.0000728541],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99768806,0.000059272134,0.0009624021,0.0003746771,0.0003744746,0.0005411149],"domain_scores_gemma":[0.9987063,0.00009434485,0.00022090723,0.00068556966,0.00017182199,0.000121101446],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00028065318,0.0004235406,0.0010602517,0.00062404486,0.00020376821,0.00004741809,0.0003281846,0.00048518289,0.000007437963],"category_scores_gemma":[0.0000031222094,0.00036988777,0.00016284105,0.00056316005,0.00016484554,0.00014632815,7.3097544e-7,0.0004467637,0.00008346994],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000090981164,0.00007804387,0.00006446496,0.000631912,0.0005255219,0.000079699785,0.00023743304,0.9816956,0.014559101,0.001506102,0.000007134776,0.0005240136],"study_design_scores_gemma":[0.030710693,0.0020154594,0.00018353954,0.006365188,0.0008218565,0.0046840943,0.0045791985,0.91079885,0.03672006,0.00006332689,0.0012127635,0.0018449482],"about_ca_topic_score_codex":0.0004214924,"about_ca_topic_score_gemma":0.00016689248,"teacher_disagreement_score":0.8801195,"about_ca_system_score_codex":0.0003529128,"about_ca_system_score_gemma":0.0000779667,"threshold_uncertainty_score":0.9998753},"labels":[],"label_agreement":null},{"id":"W2114956947","doi":"10.1177/1077546313514759","title":"Experimental and numerical investigations of the dynamic interaction of tuned liquid damper–structure systems","year":2013,"lang":"en","type":"article","venue":"Journal of Vibration and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":49,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Finite element method; Earthquake shaking table; Nonlinear system; Structural engineering; Vibration; Finite volume method; Flexibility (engineering); Computer science; Fluid–structure interaction; Range (aeronautics); Damper; Engineering; Mathematics; Mechanics; Acoustics; Physics","score_opus":0.004650394775516704,"score_gpt":0.20605631557039855,"score_spread":0.20140592079488184,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2114956947","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97165585,0.0007358144,0.026840253,0.000196112,0.00034868647,0.00014584609,0.0000035842659,0.0000044890558,0.000069370704],"genre_scores_gemma":[0.99984515,0.000008148845,0.00006635868,0.000026865704,0.00003914691,0.000003312415,5.3005346e-7,0.000004620794,0.000005845612],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99943507,0.000048952566,0.00035130596,0.000028531174,0.00009768631,0.000038479247],"domain_scores_gemma":[0.99961764,0.00004639428,0.00019445516,0.00004959023,0.000053713167,0.00003822234],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000056931876,0.000052624382,0.00016539812,0.00003686133,0.000022026603,0.000021248074,0.00003745093,0.000036043657,0.000021417929],"category_scores_gemma":[0.00002253587,0.000033623746,0.000029556404,0.000041760897,0.000027749677,0.00018626857,0.000004271545,0.000068013454,3.0932526e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015076552,0.000009236879,0.00042482026,0.00005888056,0.000056430014,1.194342e-7,0.0011192223,0.0071721906,0.99068063,0.00013362119,0.00009056449,0.00023918654],"study_design_scores_gemma":[0.0014859375,0.0003247049,0.0107471,0.00031353842,0.00005470749,0.00020358496,0.003320049,0.91452456,0.068668894,0.000077185745,0.00017314305,0.00010662568],"about_ca_topic_score_codex":0.00001851588,"about_ca_topic_score_gemma":8.0330585e-7,"teacher_disagreement_score":0.92201173,"about_ca_system_score_codex":0.000014003797,"about_ca_system_score_gemma":0.00001222996,"threshold_uncertainty_score":0.13711365},"labels":[],"label_agreement":null},{"id":"W2117439176","doi":"10.1002/cjce.20192","title":"Centrifugal pump performance calculation for homogeneous suspensions","year":2009,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Rheology; Centrifugal pump; Slurry; Non-Newtonian fluid; Head (geology); Homogeneous; Bingham plastic; Viscosity; Newtonian fluid; Hydraulic head; Mechanics; Materials science; Mechanical engineering; Thermodynamics; Impeller; Engineering; Composite material; Geology; Physics","score_opus":0.00851886255512342,"score_gpt":0.181484993546945,"score_spread":0.1729661309918216,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2117439176","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9902048,0.00043779268,0.008032583,0.00034144154,0.0005145563,0.00012675206,0.0000035337682,0.000031280146,0.00030725152],"genre_scores_gemma":[0.99918336,0.000003664636,0.0003987196,0.0000416654,0.00033843817,0.0000016195688,0.0000021291546,0.000015213684,0.00001521176],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993381,0.0000037675663,0.0002640839,0.00004046297,0.000100036195,0.00025355295],"domain_scores_gemma":[0.9994829,0.000058057816,0.000034788325,0.00009875036,0.000059281698,0.00026621885],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016469174,0.000095921016,0.00015273149,0.00007443361,0.00005192917,0.00003120607,0.00016195797,0.00006343211,0.000009910038],"category_scores_gemma":[0.000077335346,0.00007477123,0.00007721852,0.000098817894,0.00001195662,0.00006135256,0.0000016048367,0.00016478832,0.000003489828],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000040112095,0.0000023256712,0.00007138174,0.000038579732,0.00003725083,0.000012786329,0.0003322208,0.9459496,0.04863369,0.0002033233,0.0013068825,0.0034079063],"study_design_scores_gemma":[0.0004211678,0.000050604045,0.0006337084,0.00019001661,0.000036217556,0.00063878176,0.000008632046,0.89846903,0.087914824,0.00007500593,0.011323035,0.00023898821],"about_ca_topic_score_codex":0.000046906964,"about_ca_topic_score_gemma":0.0000365505,"teacher_disagreement_score":0.047480624,"about_ca_system_score_codex":0.00015602574,"about_ca_system_score_gemma":0.0000874259,"threshold_uncertainty_score":0.30490825},"labels":[],"label_agreement":null},{"id":"W2118803839","doi":"10.4028/www.scientific.net/amr.87-88.474","title":"Research on the Adjustable LAVAL Nozzle during Pneumatic Conveying","year":2009,"lang":"en","type":"article","venue":"Advanced materials research","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nozzle; Lever; Displacement (psychology); Mechanical engineering; Finite element method; Engineering; Mechanics; Flow (mathematics); Structural engineering; Physics","score_opus":0.0829294863699091,"score_gpt":0.36843826807179236,"score_spread":0.28550878170188326,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2118803839","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97161025,0.0002719656,0.000061333674,0.00065374677,0.0004291725,0.00085719326,0.000012776773,0.000245241,0.025858302],"genre_scores_gemma":[0.99747646,0.00035520206,0.00009072185,0.000031819716,0.00025734183,0.00020203006,0.000006324606,0.000054653123,0.0015254461],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9959793,0.0008054198,0.00045749583,0.00031752855,0.0012329307,0.0012072951],"domain_scores_gemma":[0.9976653,0.0011510238,0.000030359652,0.00078101794,0.00022107603,0.00015126367],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0049045305,0.0001992964,0.0003362705,0.00031541288,0.0006311644,0.00027716268,0.00061923085,0.00011369559,0.00061910687],"category_scores_gemma":[0.000453334,0.00014457469,0.00003814571,0.000714433,0.0001283183,0.00021379277,0.00009215296,0.00063481944,0.0014041915],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006149363,0.000033770208,0.000005922134,0.00035203993,0.000019703406,0.000029572862,0.0008165824,0.008278479,0.98240155,0.003931286,0.0024039089,0.0016657006],"study_design_scores_gemma":[0.0006366036,0.00023698088,0.0012030621,0.0007967527,0.0000032518847,0.000025204483,0.0026062129,0.0019743028,0.98352903,0.003664764,0.00500177,0.00032208188],"about_ca_topic_score_codex":0.00006780808,"about_ca_topic_score_gemma":0.000008658777,"teacher_disagreement_score":0.025866192,"about_ca_system_score_codex":0.00021853822,"about_ca_system_score_gemma":0.000049207873,"threshold_uncertainty_score":0.9993733},"labels":[],"label_agreement":null},{"id":"W2118982394","doi":"10.1109/tmag.2004.841701","title":"Modeling automotive gas-exchange solenoid valve actuators","year":2005,"lang":"en","type":"article","venue":"IEEE Transactions on Magnetics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":59,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Finite element method; Automotive industry; Solenoid valve; Computer science; Solenoid; Actuator; Controller (irrigation); Nonlinear system; Control theory (sociology); Automotive engineering; Mechanical engineering; Engineering; Physics; Structural engineering; Aerospace engineering","score_opus":0.014047170301630359,"score_gpt":0.21444498888986227,"score_spread":0.2003978185882319,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2118982394","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.036829248,0.00024221018,0.9550555,0.00013926293,0.0008910617,0.00021940436,0.000030263485,0.0005572925,0.006035786],"genre_scores_gemma":[0.99567914,0.00034204408,0.0028958798,0.000111624,0.00019472429,0.00004359951,0.000002213873,0.00006316026,0.00066759106],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99894035,0.000028937828,0.0002998175,0.0001781365,0.00022772147,0.00032505026],"domain_scores_gemma":[0.9994626,0.000051406852,0.000018105908,0.00028370568,0.000049024897,0.00013514438],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010397039,0.00022701525,0.00020695485,0.00014302984,0.00010263635,0.000034334676,0.00014028372,0.00013922644,0.00059174484],"category_scores_gemma":[0.0000026744974,0.00023576093,0.00015066932,0.00016901839,0.000024272631,0.00010317852,6.3602374e-7,0.00026751493,0.0005923772],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000027445346,0.000040174327,4.6261803e-7,0.000046110028,0.0000433992,0.0000012341881,0.0018175195,0.8708924,0.00020005852,0.000005016879,0.00032574806,0.12662514],"study_design_scores_gemma":[0.00028909126,0.0000847708,0.000003251464,0.00005032198,0.000058188147,0.000012141174,0.00021628058,0.9916842,0.004168791,0.000030269763,0.003149277,0.00025341005],"about_ca_topic_score_codex":0.000025941814,"about_ca_topic_score_gemma":0.00007952009,"teacher_disagreement_score":0.9588499,"about_ca_system_score_codex":0.00010966542,"about_ca_system_score_gemma":0.000017250406,"threshold_uncertainty_score":0.96140516},"labels":[],"label_agreement":null},{"id":"W2119969301","doi":"10.1002/eqe.2551","title":"Development of high‐performance shake tables using the hierarchical control strategy and nonlinear control techniques","year":2015,"lang":"en","type":"article","venue":"Earthquake Engineering & Structural Dynamics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; National Science Council","keywords":"Shake; Nonlinear system; Earthquake shaking table; Control (management); Engineering; Computer science; Structural engineering; Physics; Artificial intelligence; Mechanical engineering","score_opus":0.009939296876716757,"score_gpt":0.20537022833290902,"score_spread":0.19543093145619225,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2119969301","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8929359,0.00019658748,0.105994545,0.0000131856805,0.00027085003,0.0002722555,0.000049266186,0.00020143118,0.00006599695],"genre_scores_gemma":[0.98105514,0.000009458546,0.018715793,0.000008927903,0.00012128335,0.000013448835,0.000020155405,0.00004274866,0.000013033361],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987713,0.000022827866,0.0004808613,0.00015266969,0.0002476116,0.0003247312],"domain_scores_gemma":[0.99946254,0.00008175696,0.00006356573,0.00020925971,0.00006236802,0.000120510056],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002747964,0.0002627639,0.00038269997,0.00007608474,0.00007023421,0.00004723191,0.00017760936,0.0001148614,0.0000046814735],"category_scores_gemma":[0.0000297212,0.0001962518,0.000034609595,0.0001426861,0.000059944974,0.00013183181,0.000024849915,0.0002560899,0.0000013275321],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002048835,0.0000043626633,0.0011617412,0.00027606898,0.00015689163,0.0000046808223,0.00073902827,0.7284869,0.0009060118,0.0009267598,0.000006405094,0.26731065],"study_design_scores_gemma":[0.00049884367,0.000033223638,0.056195892,0.00008648078,0.000020901718,0.000067698646,0.00007477726,0.94217414,0.00022769571,0.00002353317,0.00036647797,0.00023035717],"about_ca_topic_score_codex":0.00003655033,"about_ca_topic_score_gemma":0.000035809284,"teacher_disagreement_score":0.2670803,"about_ca_system_score_codex":0.00008189779,"about_ca_system_score_gemma":0.00006022354,"threshold_uncertainty_score":0.8002916},"labels":[],"label_agreement":null},{"id":"W2120406628","doi":"10.1109/acc.2006.1657204","title":"Adaptive backstepping control of hydraulic manipulators with friction compensation using LuGre model","year":2006,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Backstepping; Control theory (sociology); Controller (irrigation); Dynamical friction; Lyapunov function; Adaptive control; Compensation (psychology); Nonlinear system; Control engineering; Parametric statistics; Acceleration; Observer (physics); Hydraulic cylinder; Exponential stability; Lyapunov stability; Computer science; Engineering; Control (management); Mathematics; Physics","score_opus":0.01772986937525402,"score_gpt":0.19422392982088843,"score_spread":0.1764940604456344,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2120406628","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.33245438,0.00004408612,0.65108126,0.0000042276492,0.00005629478,0.00016641588,0.000002182563,0.00010917769,0.016081998],"genre_scores_gemma":[0.9960235,0.0000010751693,0.0037994534,0.000011499931,0.00005551224,0.000005984767,0.000005027581,0.00002637297,0.00007161197],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99926114,0.000018143992,0.00029768486,0.00010507355,0.0001693445,0.0001485917],"domain_scores_gemma":[0.99969745,0.000026465315,0.00007008329,0.00012857729,0.000047942856,0.000029460092],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000082331535,0.00013104554,0.00022378447,0.00008061276,0.000039119022,0.000012113814,0.000048410107,0.000063231586,0.00002084184],"category_scores_gemma":[0.0000015558604,0.00011098963,0.00003561412,0.00013639631,0.000016289017,0.0001404147,0.0000041101375,0.000055605593,0.00000896356],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007047757,0.000008157925,0.001013064,0.000051823637,0.000034007066,6.7381495e-7,0.0001441695,0.9915754,0.0053214408,0.0016596011,0.000038381022,0.0001462371],"study_design_scores_gemma":[0.000471228,0.000022207343,0.0011264362,0.000078945865,0.00003753758,0.00001068694,0.00019523456,0.99650437,0.0012754432,0.00012828836,0.000016087288,0.00013355423],"about_ca_topic_score_codex":0.00053834793,"about_ca_topic_score_gemma":0.000060351027,"teacher_disagreement_score":0.6635691,"about_ca_system_score_codex":0.000075175194,"about_ca_system_score_gemma":0.000012800173,"threshold_uncertainty_score":0.4526026},"labels":[],"label_agreement":null},{"id":"W2121337188","doi":"10.1002/rob.20011","title":"On the Validation of SPDM Task Verification Facility","year":2004,"lang":"en","type":"article","venue":"Journal of Robotic Systems","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":45,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Robot; Simulation; Task (project management); Fidelity; Robotic spacecraft; Computer science; Space (punctuation); Engineering; Systems engineering; Control engineering; Artificial intelligence","score_opus":0.019229848826537513,"score_gpt":0.2116247365176579,"score_spread":0.1923948876911204,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2121337188","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7471599,0.0004659754,0.24647038,0.00022887574,0.0027645924,0.0003169582,0.0000059531117,0.00003169733,0.0025556653],"genre_scores_gemma":[0.999766,0.000016668875,0.0000502032,0.0000059192384,0.00012422918,0.0000035616695,0.0000014643534,0.000008017901,0.00002395085],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99873704,0.000086228436,0.0006800398,0.000052271276,0.00034775437,0.00009669516],"domain_scores_gemma":[0.9991412,0.00016372383,0.00031370932,0.00022439985,0.000111607595,0.000045322362],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008458541,0.000091142974,0.0002661092,0.000070552596,0.000030111985,0.000025919446,0.00016528096,0.000057757323,0.0000117924255],"category_scores_gemma":[0.00012835821,0.000057905214,0.00008597091,0.00013097888,0.000019586196,0.000083537016,0.0000037973111,0.00011886437,0.00004899917],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000043913788,0.000019002633,0.00015225112,0.0001506953,0.000056240184,0.0000017909583,0.00064914965,0.99302435,0.0036128545,0.0017367773,0.00045765995,0.00013483991],"study_design_scores_gemma":[0.015654102,0.0045161624,0.04889587,0.022893274,0.0013953248,0.005632711,0.027142134,0.66693676,0.16675156,0.017418634,0.019067839,0.0036956307],"about_ca_topic_score_codex":0.000035318688,"about_ca_topic_score_gemma":6.6533903e-7,"teacher_disagreement_score":0.3260876,"about_ca_system_score_codex":0.00012403655,"about_ca_system_score_gemma":0.00003693771,"threshold_uncertainty_score":0.23613061},"labels":[],"label_agreement":null},{"id":"W2121967146","doi":"10.1109/iros.1998.724855","title":"Automatic tuning of an accurate position controller for pneumatic actuators","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Actuator; Pneumatic actuator; Computer science; Tuner; Control engineering; Controller (irrigation); Process (computing); Robotics; Position (finance); Control theory (sociology); Power (physics); Artificial intelligence; Robot; Engineering; Control (management)","score_opus":0.019212617278585954,"score_gpt":0.22661704969842475,"score_spread":0.2074044324198388,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2121967146","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6334451,0.000084399784,0.35628855,0.000049551567,0.00024930786,0.00066416455,0.000008579145,0.00048131344,0.008729054],"genre_scores_gemma":[0.9967905,0.000004754352,0.0029043315,0.000029561214,0.00003441773,0.00005803751,0.0000042596093,0.000024516008,0.0001495846],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992824,0.0000237676,0.00035705598,0.00007638118,0.00010260169,0.0001577621],"domain_scores_gemma":[0.9995564,0.0001547919,0.000057335004,0.00014346873,0.000026557977,0.00006144197],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014636542,0.00010967517,0.0002585225,0.00006717281,0.000033358,0.000021447593,0.00008676446,0.000055597662,0.0004074207],"category_scores_gemma":[0.000033472872,0.00009198183,0.000058364454,0.00007826159,0.000010434886,0.0001694221,0.0000039429206,0.000034188375,0.000052800875],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022111422,0.00032033856,0.00016001638,0.005560321,0.0009291279,0.0000070699416,0.020909574,0.10929238,0.045251615,0.0058159973,0.011215985,0.8005155],"study_design_scores_gemma":[0.00052855944,0.000057515186,0.00006505871,0.00008698609,0.000021115673,0.000008614826,0.00024383159,0.99775904,0.0008034649,0.00021142985,0.000106942345,0.00010742016],"about_ca_topic_score_codex":0.000009310398,"about_ca_topic_score_gemma":0.0000033597341,"teacher_disagreement_score":0.88846666,"about_ca_system_score_codex":0.000024997717,"about_ca_system_score_gemma":0.000002742842,"threshold_uncertainty_score":0.4460971},"labels":[],"label_agreement":null},{"id":"W2122704746","doi":"10.1109/iros.1992.594494","title":"Model-based Sensor-based Velocity Control Of Teleoperated Heavy-duty Hydraulic Machines","year":2005,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia; University of Manitoba","funders":"","keywords":"Teleoperation; Excavator; Hydraulic machinery; Computer science; Feed forward; Control theory (sociology); Control engineering; Controller (irrigation); Robot; Simulation; Engineering; Control (management); Artificial intelligence; Mechanical engineering","score_opus":0.012288105972482307,"score_gpt":0.2171594866983979,"score_spread":0.2048713807259156,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2122704746","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.31284678,0.00015008303,0.6682698,0.00055244856,0.00013057586,0.0003879891,0.000041609823,0.000609622,0.017011097],"genre_scores_gemma":[0.9935727,0.0000025589918,0.0052005267,0.00077467767,0.00009095831,0.000028659742,0.0000176359,0.000044883163,0.00026739785],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986718,0.000060848794,0.0005298452,0.00018481206,0.0002419064,0.00031074832],"domain_scores_gemma":[0.9992385,0.00013173929,0.00005260547,0.00035858247,0.000086241474,0.00013232071],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020882611,0.00025681715,0.00046498937,0.00010295943,0.000048304977,0.00002129161,0.00016477378,0.00013755892,0.0002771722],"category_scores_gemma":[0.0000329017,0.00021423251,0.00011812459,0.00020676236,0.000043355434,0.00007652816,0.00000565892,0.00013576224,0.000112536116],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024561818,0.000049768052,0.0007572885,0.00013590482,0.000041227835,0.0000014615125,0.000076387725,0.9894245,0.0046753427,0.000044614604,0.0013040495,0.003464893],"study_design_scores_gemma":[0.0014711041,0.000028479391,0.00023895761,0.00004123315,0.000021238857,0.0000023667465,0.0000142111985,0.9800603,0.016276572,0.000008163544,0.001595946,0.00024142435],"about_ca_topic_score_codex":0.00016336574,"about_ca_topic_score_gemma":0.00006311317,"teacher_disagreement_score":0.68072593,"about_ca_system_score_codex":0.00006744603,"about_ca_system_score_gemma":0.00007029574,"threshold_uncertainty_score":0.8736148},"labels":[],"label_agreement":null},{"id":"W2122823180","doi":"10.1109/icsmc.2000.884398","title":"Online modeling and prediction of a hydraulic force-acting system using neural networks","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Nonlinear system; Artificial neural network; Computer science; Predictability; Actuator; Hydraulic machinery; Control theory (sociology); Stiffness; Control engineering; System dynamics; Work (physics); Artificial intelligence; Engineering; Control (management); Mechanical engineering; Mathematics","score_opus":0.03960554368828289,"score_gpt":0.21335758520492298,"score_spread":0.1737520415166401,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2122823180","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62154853,0.0005269264,0.374539,0.0000039496545,0.00024238335,0.00010715198,0.000003469227,0.00023394791,0.0027946834],"genre_scores_gemma":[0.99894047,0.000025271802,0.0007742872,0.0000071888676,0.00018439285,0.0000030747617,0.0000035742803,0.000026766456,0.00003496844],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992021,0.000019937714,0.00038409294,0.00010857867,0.000104805484,0.00018051604],"domain_scores_gemma":[0.9997151,0.00003420008,0.000043542143,0.00012677745,0.000021028252,0.000059365364],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010147308,0.000119622346,0.00022086818,0.000058195823,0.000048093578,0.000018388928,0.000047922094,0.000079037374,0.000014705233],"category_scores_gemma":[0.0000073105707,0.000109983885,0.00003616312,0.000113681046,0.000009367923,0.00012901891,0.000015407797,0.00009393528,9.551727e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[7.4549723e-7,0.000005257108,0.00029471255,0.00023839978,0.000021948586,0.0000010994701,0.0003353143,0.9963256,0.00039059922,0.000015264108,0.000013784967,0.0023572326],"study_design_scores_gemma":[0.00016803612,0.000013681472,0.00002464533,0.00018979609,0.000020171288,0.0000673025,0.0007491698,0.9986449,0.00003111655,0.0000015264435,0.000007240092,0.000082399514],"about_ca_topic_score_codex":0.000096755764,"about_ca_topic_score_gemma":0.000006989065,"teacher_disagreement_score":0.37739196,"about_ca_system_score_codex":0.000038157606,"about_ca_system_score_gemma":0.0000012691133,"threshold_uncertainty_score":0.44850126},"labels":[],"label_agreement":null},{"id":"W2123099378","doi":"10.15837/ijccc.2015.6.2075","title":"A Unified Anti-Windup Technique for Fuzzy and Sliding Mode Controllers","year":2015,"lang":"en","type":"article","venue":"International Journal of Computers Communications & Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; Unitatea Executiva pentru Finantarea Invatamantului Superior, a Cercetarii, Dezvoltarii si Inovarii; Autoritatea Natională pentru Cercetare Stiintifică","keywords":"Control theory (sociology); Sliding mode control; Computer science; Controller (irrigation); Fuzzy logic; Mode (computer interface); Servomechanism; Variable structure control; Integrator; Fuzzy control system; State (computer science); Servo; Control engineering; Control (management); Nonlinear system; Engineering; Artificial intelligence; Algorithm","score_opus":0.032142755707300796,"score_gpt":0.28984248463630125,"score_spread":0.25769972892900045,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2123099378","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0076519893,0.0011429369,0.9850056,0.0028576464,0.001031241,0.00044210188,0.00002457614,0.000055467226,0.001788452],"genre_scores_gemma":[0.97647107,0.00014097175,0.022941492,0.0001767976,0.00019104434,0.00004086318,0.0000070362976,0.000019289759,0.000011429662],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99886763,0.000101882804,0.0005931328,0.000067696645,0.00024330709,0.00012635005],"domain_scores_gemma":[0.9980775,0.0006317535,0.00023513718,0.00032257778,0.00060328934,0.00012971181],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00069665076,0.00012511911,0.00032653727,0.00024354325,0.00005407486,0.00009979545,0.00096035487,0.00006598809,0.0000012045273],"category_scores_gemma":[0.00011721243,0.00011787151,0.00010742195,0.000067284855,0.00004532448,0.00022284963,0.00006042644,0.00018603183,0.0000020431962],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007628994,0.0005079352,0.004105435,0.00015269572,0.00718552,0.000056919725,0.010199442,0.74011064,0.050145358,0.08732068,0.036964938,0.06248755],"study_design_scores_gemma":[0.0068553626,0.00012224678,0.00024760002,0.00029691143,0.00007817,0.00039414014,0.00037699813,0.9584004,0.0003160764,0.0036740724,0.029005527,0.00023245697],"about_ca_topic_score_codex":0.000014570377,"about_ca_topic_score_gemma":0.0000046370324,"teacher_disagreement_score":0.9688191,"about_ca_system_score_codex":0.00012292739,"about_ca_system_score_gemma":0.00007276878,"threshold_uncertainty_score":0.48066607},"labels":[],"label_agreement":null},{"id":"W2123829976","doi":"10.1109/ccece.2009.5090244","title":"Design and control of a high performance SCARA type robotic arm with rotary hydraulic actuators","year":2009,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"SCARA; Actuator; Revolute joint; Rotary actuator; Control theory (sociology); Hydraulic cylinder; Hydraulic machinery; Electrohydraulic servo valve; Hydraulic motor; Engineering; Torque; Robotic arm; Servomotor; PID controller; Control engineering; Computer science; Robot; Mechanical engineering; Control (management); Artificial intelligence","score_opus":0.007739210322275805,"score_gpt":0.17845141721593863,"score_spread":0.17071220689366282,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2123829976","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5369641,0.00021952929,0.4601604,0.00005239763,0.000070016285,0.0002785276,2.7305933e-7,0.00012080426,0.00213392],"genre_scores_gemma":[0.99634975,0.000044629396,0.0034109682,0.00008173428,0.000026360412,0.0000054061247,9.246151e-7,0.000014237246,0.00006600146],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99943495,0.000018859462,0.00017801445,0.00009433725,0.00011409244,0.00015976101],"domain_scores_gemma":[0.99967575,0.000057415502,0.000028541916,0.00015140971,0.000023421788,0.000063474705],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000105824496,0.00012693368,0.00025534013,0.000049619448,0.000021823736,0.0000108214135,0.00006668486,0.00004786967,0.000036658446],"category_scores_gemma":[0.000004685353,0.00009120866,0.000012324429,0.00012605288,0.000021289841,0.0000889799,0.0000028693541,0.00006027021,0.000018258392],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007044682,0.000033189415,0.0012101005,0.00016481297,0.00011028312,0.0000058638325,0.00055773155,0.9659906,0.0013336354,0.0001645274,0.00026624216,0.030092545],"study_design_scores_gemma":[0.00091818,0.0006733689,0.010792682,0.00013142823,0.000043925174,0.000054354652,0.000043960543,0.9840197,0.0029767265,0.00007201617,0.00006107046,0.00021259346],"about_ca_topic_score_codex":0.000025933554,"about_ca_topic_score_gemma":0.0000012589511,"teacher_disagreement_score":0.4593856,"about_ca_system_score_codex":0.000014736096,"about_ca_system_score_gemma":0.000015300397,"threshold_uncertainty_score":0.37193814},"labels":[],"label_agreement":null},{"id":"W2124706069","doi":"10.1243/09596518jsce634","title":"An electrohydraulic vibration exciter using a two-dimensional valve","year":2008,"lang":"en","type":"article","venue":"Proceedings of the Institution of Mechanical Engineers Part I Journal of Systems and Control Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":44,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Electrohydraulic servo valve; Vibration; Vibrator (electronic); Mechanics; Body orifice; Acoustics; Piston (optics); Piston pump; Needle valve; Control theory (sociology); Rotation around a fixed axis; Engineering; Cylinder; Butterfly valve; Mechanical engineering; Physics; Computer science; Optics","score_opus":0.01063115925790991,"score_gpt":0.1992258288837565,"score_spread":0.1885946696258466,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2124706069","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8788828,0.0012017472,0.11849421,0.00001887642,0.0010502752,0.00024521005,0.00000547816,0.000046084457,0.000055285505],"genre_scores_gemma":[0.99881136,0.000035504418,0.00080752437,0.000008394914,0.00030311348,0.000005847357,4.1493297e-7,0.000024601435,0.0000032500102],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982921,0.000011542386,0.00093754154,0.00010744293,0.0004386371,0.00021272562],"domain_scores_gemma":[0.99907994,0.000050317165,0.00034692883,0.000090419395,0.00029205997,0.00014034817],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005653713,0.00020754235,0.000562078,0.00019245496,0.00006218749,0.00002127546,0.00021103927,0.000115673254,0.0000026136422],"category_scores_gemma":[0.00008594459,0.0001572534,0.00019273724,0.00023238745,0.000042861353,0.0004648889,0.000014470857,0.00024199102,3.5981392e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018252698,0.000017187247,0.00003875248,0.00022897118,0.00014025984,0.0000012956355,0.00013157444,0.7001347,0.29747525,0.0017598888,0.000021078129,0.000032832828],"study_design_scores_gemma":[0.001136213,0.00014026313,0.00011305876,0.00073250895,0.000098229655,0.00085385976,0.000061538536,0.97811764,0.018419726,0.000022986882,0.00014011841,0.00016387482],"about_ca_topic_score_codex":0.000012976984,"about_ca_topic_score_gemma":1.6625049e-7,"teacher_disagreement_score":0.2790555,"about_ca_system_score_codex":0.00007343866,"about_ca_system_score_gemma":0.000045514986,"threshold_uncertainty_score":0.6412607},"labels":[],"label_agreement":null},{"id":"W2126418332","doi":"10.1109/acc.2007.4282713","title":"Dynamic Surface Control of Cooperating Hydraulic Manipulators in the Presence of Friction","year":2007,"lang":"en","type":"article","venue":"Proceedings of the ... American Control Conference/Proceedings of the American Control Conference","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Control theory (sociology); Controller (irrigation); Trajectory; Nonlinear system; Control engineering; Computer science; Parametric statistics; Bounded function; Acceleration; Hydraulic cylinder; Payload (computing); Engineering; Control (management); Mathematics; Artificial intelligence","score_opus":0.00911315045531185,"score_gpt":0.22249251811580079,"score_spread":0.21337936766048893,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2126418332","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9848375,0.00025192293,0.005185977,0.0010300988,0.00029093586,0.0021543454,0.00009446873,0.00010768959,0.0060470784],"genre_scores_gemma":[0.99897176,0.00011332059,0.0003125256,0.0003096967,0.00007290948,0.00008629106,0.0000010710215,0.00008542278,0.00004699712],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9939743,0.000088368324,0.0026148113,0.0006878595,0.0015448357,0.0010897896],"domain_scores_gemma":[0.9910155,0.0011851024,0.004821367,0.00057794614,0.0022126534,0.00018744735],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002987018,0.0008352926,0.0027248072,0.00034895982,0.0002077851,0.00012079374,0.003488565,0.00015748404,0.000018394496],"category_scores_gemma":[0.0011531644,0.0005455178,0.0005861275,0.0025132701,0.0026972576,0.00047551803,0.00018793368,0.0009107958,0.0000025631216],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011577773,0.00027284605,0.2168701,0.00096359267,0.00077282835,0.0000011488064,0.0059391935,0.006610598,0.75058526,0.010143259,0.00022729168,0.006456117],"study_design_scores_gemma":[0.008546601,0.001852571,0.3259591,0.0025738473,0.0011057825,0.00009574177,0.047025178,0.5721916,0.037495114,0.0011659013,0.0002715938,0.001716963],"about_ca_topic_score_codex":0.0022624396,"about_ca_topic_score_gemma":0.000121381505,"teacher_disagreement_score":0.7130901,"about_ca_system_score_codex":0.00017198082,"about_ca_system_score_gemma":0.00023002623,"threshold_uncertainty_score":0.99969965},"labels":[],"label_agreement":null},{"id":"W2126737850","doi":"10.1109/icsmc.2002.1173414","title":"Modified feedback linearization controller for pneumatic system with non negligible connection port restriction","year":2005,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure; Université du Québec à Montréal","funders":"","keywords":"Control theory (sociology); Feedback linearization; Port (circuit theory); Controller (irrigation); Linearization; Connection (principal bundle); Computer science; Control engineering; Engineering; Control (management); Nonlinear system; Electrical engineering; Physics; Mechanical engineering; Artificial intelligence","score_opus":0.009710863139064902,"score_gpt":0.2005301804825776,"score_spread":0.19081931734351268,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2126737850","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.073221855,0.000031509135,0.89346915,0.000069480135,0.0003373832,0.0010531662,0.000004085084,0.00066803786,0.031145325],"genre_scores_gemma":[0.9967735,0.000012685532,0.0014992667,0.000023838378,0.00032403105,0.00022834518,0.000035325706,0.000043524495,0.0010594972],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99904686,0.000017040222,0.00040481315,0.00015855522,0.00016275024,0.00020999352],"domain_scores_gemma":[0.9995301,0.00007635457,0.000075254975,0.000159571,0.00008994287,0.000068828616],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018497744,0.00016477257,0.00027456516,0.00010927905,0.000088777015,0.000058131405,0.000059268412,0.000114548304,0.000014015941],"category_scores_gemma":[0.0000146711045,0.00013030409,0.00004822449,0.00019575046,0.000007952579,0.00020060198,0.0000036221943,0.000062136205,0.00007927164],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044836834,0.000017628105,0.0000980487,0.00045438134,0.00007705379,4.1709202e-7,0.00018894745,0.99140257,0.0017699584,0.0018944043,0.0018979707,0.0021537868],"study_design_scores_gemma":[0.0015371831,0.00008715005,0.00023074167,0.00011867592,0.000035953784,0.000022168782,0.0003379619,0.99521804,0.00097234716,0.000010497505,0.0012565752,0.00017272198],"about_ca_topic_score_codex":0.00008492914,"about_ca_topic_score_gemma":0.000041490515,"teacher_disagreement_score":0.9235516,"about_ca_system_score_codex":0.00016013515,"about_ca_system_score_gemma":0.000017822204,"threshold_uncertainty_score":0.5313647},"labels":[],"label_agreement":null},{"id":"W2128484400","doi":"10.5539/mas.v3n6p59","title":"Vibration-Based Fault Diagnosis of Hydraulic Pump of Tractor Steering System by Using Energy Technique","year":2009,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Vibration; Fault (geology); Bearing (navigation); Hydraulic pump; SIGNAL (programming language); Hydraulic machinery; Spectral density; Power (physics); Energy (signal processing); Condition monitoring; Automotive engineering; Acoustics; Computer science; Tractor; Engineering; Mechanical engineering; Geology; Mathematics; Physics; Artificial intelligence","score_opus":0.010901099468117324,"score_gpt":0.21117339000222587,"score_spread":0.20027229053410855,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2128484400","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14666425,0.000080200116,0.84821886,0.00000824344,0.00006911344,0.00024706393,0.000011213646,0.0001604419,0.004540604],"genre_scores_gemma":[0.99737203,0.0000031344737,0.0024856275,0.000022886314,0.000018936855,0.000073267314,0.0000021966853,0.000017583807,0.000004331361],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985271,0.000013546637,0.00047621512,0.0002357952,0.00047956762,0.00026778202],"domain_scores_gemma":[0.99931806,0.000065925524,0.00013544498,0.0003390096,0.00004926873,0.00009230677],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035720476,0.0001651977,0.00031932237,0.0001768845,0.00007464438,0.00003042353,0.0003749133,0.000086044165,0.0000052732976],"category_scores_gemma":[0.000011739158,0.00016144975,0.000046838726,0.0005470575,0.00010573681,0.0001411175,0.0000141560995,0.00006712924,0.0000012672695],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000017618554,0.000022183076,0.00002389975,0.00012283187,0.0000034965624,3.6261056e-7,0.00021264421,0.21684231,0.7793886,0.00029139014,0.000012604801,0.0030779226],"study_design_scores_gemma":[0.00007201155,0.000013700456,0.00004042198,0.000093254755,0.000004610975,0.000001505471,0.000037244517,0.5504471,0.44914007,0.000028808368,0.000029701087,0.0000915754],"about_ca_topic_score_codex":0.00008633066,"about_ca_topic_score_gemma":0.0000031518045,"teacher_disagreement_score":0.85070777,"about_ca_system_score_codex":0.00013215373,"about_ca_system_score_gemma":0.00006955658,"threshold_uncertainty_score":0.65837294},"labels":[],"label_agreement":null},{"id":"W2128884975","doi":"10.1109/robot.2002.1013660","title":"High steady-state accuracy pneumatic servo positioning system with PVA/PV control and friction compensation","year":2003,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":50,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Control theory (sociology); Compensation (psychology); Actuator; Steady state (chemistry); Servomechanism; Servo; Servo control; Pneumatic actuator; Electrohydraulic servo valve; Engineering; Nonlinear system; Controller (irrigation); Servomotor; Control valves; Power (physics); Control engineering; Computer science; Control (management); Mechanical engineering; Physics","score_opus":0.00593953085256668,"score_gpt":0.18079756782600423,"score_spread":0.17485803697343755,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2128884975","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6045316,0.00010142132,0.38121438,0.000032591935,0.00027263575,0.00045833844,0.000005434808,0.0004928114,0.012890802],"genre_scores_gemma":[0.9989165,0.000009249391,0.000809167,0.000031941916,0.000027562086,0.000045508208,0.000009971682,0.000030755946,0.00011931781],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99905497,0.00009625256,0.00033275795,0.00014433253,0.00017435064,0.00019732915],"domain_scores_gemma":[0.99945503,0.00017036735,0.000075705306,0.0001655923,0.00005135584,0.00008194801],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023190615,0.00017206515,0.00027084947,0.00006974888,0.00012369474,0.00010345741,0.000044225268,0.0000528268,0.00003080913],"category_scores_gemma":[0.000015216857,0.00013868645,0.000020761427,0.00012962171,0.00001328041,0.00025123372,0.000003475388,0.00008460692,0.00006525894],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033987573,0.00004466059,0.0055172313,0.0031736095,0.00054014847,0.00003010042,0.0054475237,0.92840105,0.008263858,0.045652725,0.00051784347,0.0023772607],"study_design_scores_gemma":[0.0024531104,0.00012431465,0.007522608,0.00078346627,0.00008833528,0.00034442675,0.0031503618,0.983631,0.0009730445,0.0001227264,0.0003112126,0.0004953782],"about_ca_topic_score_codex":0.0001632972,"about_ca_topic_score_gemma":0.00003586063,"teacher_disagreement_score":0.39438495,"about_ca_system_score_codex":0.000096273165,"about_ca_system_score_gemma":0.000011576879,"threshold_uncertainty_score":0.5655469},"labels":[],"label_agreement":null},{"id":"W2129426316","doi":"10.5539/mas.v3n9p103","title":"The Model-Matching Error and Optimal Solution in Locally Convex Space","year":2009,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Matching (statistics); Space (punctuation); Regular polygon; Mathematics; Convex set; Subderivative; Convex combination; Proper convex function; Convex analysis; Mathematical optimization; Range (aeronautics); Convex optimization; Locally convex topological vector space; Absolutely convex set; Controller (irrigation); Applied mathematics; Computer science; Geometry; Statistics","score_opus":0.011563352486587825,"score_gpt":0.2221441671276287,"score_spread":0.21058081464104086,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2129426316","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25063056,0.000108879394,0.73857826,0.00019574564,0.00004901777,0.00015274204,3.6047234e-7,0.00007519219,0.010209229],"genre_scores_gemma":[0.9977494,0.000012207974,0.0021094433,0.000055567565,0.00001411525,0.000011156546,1.9960731e-7,0.000006245857,0.000041656924],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99911165,0.0000059046247,0.00015438793,0.00017678912,0.00024388489,0.00030735842],"domain_scores_gemma":[0.9996969,0.000030380372,0.000019732026,0.00017363984,0.000010851698,0.00006849798],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00061148615,0.000093637995,0.00010683698,0.000048080485,0.00020666784,0.0000996071,0.00022532296,0.000035588204,7.155958e-7],"category_scores_gemma":[0.0000075452217,0.00007145418,0.000009923713,0.00018361704,0.00014356787,0.00012202642,0.000027383132,0.0001121843,0.000009287084],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000034974153,0.0000037804277,0.0000074940963,0.0000072705684,8.676721e-7,5.971818e-7,0.002829247,0.90569675,0.07695648,0.0041196463,0.000024391236,0.010349975],"study_design_scores_gemma":[0.00014145723,0.000005806084,0.00029881453,0.000014214692,0.0000010545313,0.0000039492616,0.0001513005,0.9938485,0.00056666735,0.004844969,0.0000307536,0.00009248838],"about_ca_topic_score_codex":0.000011447903,"about_ca_topic_score_gemma":0.000018740053,"teacher_disagreement_score":0.74711883,"about_ca_system_score_codex":0.000060441536,"about_ca_system_score_gemma":0.00003632435,"threshold_uncertainty_score":0.29138172},"labels":[],"label_agreement":null},{"id":"W2132973316","doi":"10.5539/mer.v5n1p1","title":"Effects of Various Geometric Designs on the Flow Characteristics of a Triangular Rotary Engine","year":2015,"lang":"en","type":"article","venue":"Mechanical Engineering Research","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Casing; Rotary engine; Internal flow; Computational fluid dynamics; Fluent; Leakage (economics); Mechanical engineering; Rotor (electric); Volumetric efficiency; Internal combustion engine; Mechanics; Internal pressure; Flow (mathematics); Engineering; Automotive engineering; Materials science","score_opus":0.06241439585957249,"score_gpt":0.2739645683315737,"score_spread":0.2115501724720012,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2132973316","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.53626835,0.0010306742,0.45946836,0.00010671205,0.0009965672,0.0013632424,0.000024087505,0.0002699505,0.00047201096],"genre_scores_gemma":[0.99846154,0.000034860666,0.0011654396,0.000005190705,0.00014248509,0.00008572631,0.0000040549708,0.000055121473,0.00004554963],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99789864,0.00015611177,0.00046022778,0.00016239114,0.0008786769,0.00044396627],"domain_scores_gemma":[0.99656445,0.002572663,0.00003557187,0.00044868805,0.00016948766,0.00020914992],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0026553227,0.00018058826,0.00045873036,0.00045822162,0.000025764975,0.000017185315,0.0004273184,0.00015205903,0.00002700986],"category_scores_gemma":[0.0036070277,0.00013421499,0.00009451147,0.0012468344,0.000030281864,0.000034766254,0.00007258596,0.0005286215,0.00004351748],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023693034,0.0006117929,0.000044263503,0.0069703422,0.0008756099,0.00023505365,0.0021785873,0.6627347,0.26507553,0.010435091,0.004961226,0.04564084],"study_design_scores_gemma":[0.0006674355,0.00047236372,0.0002736667,0.0003647733,0.000020882642,0.00000929284,0.00003241615,0.8861079,0.11072537,0.00013456274,0.0010109282,0.00018040572],"about_ca_topic_score_codex":0.000031558047,"about_ca_topic_score_gemma":3.3203253e-7,"teacher_disagreement_score":0.4621932,"about_ca_system_score_codex":0.000118242264,"about_ca_system_score_gemma":0.00005247617,"threshold_uncertainty_score":0.54731286},"labels":[],"label_agreement":null},{"id":"W2133745614","doi":"10.1109/ccece.2005.1557212","title":"Sliding-mode control of a servomotor-pump in a position control application","year":2006,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Control theory (sociology); Servomotor; Robustness (evolution); Robust control; PID controller; Hydraulic cylinder; Controller (irrigation); Sliding mode control; Control engineering; Computer science; Engineering; Control system; Nonlinear system; Temperature control; Mechanical engineering; Physics; Artificial intelligence; Control (management)","score_opus":0.0026372329221107577,"score_gpt":0.18797085175722575,"score_spread":0.18533361883511498,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2133745614","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.27635357,0.000076715965,0.7100631,0.00008518154,0.00005486842,0.00046870654,0.000012565255,0.0001320206,0.012753311],"genre_scores_gemma":[0.99960965,0.0000017215208,0.000107971995,0.000036519927,0.00006209512,0.00010137563,0.0000110276615,0.000013528696,0.00005609886],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999341,0.000023659706,0.0003246485,0.000083464096,0.00009956381,0.00012766598],"domain_scores_gemma":[0.99972713,0.000055392702,0.000038838483,0.00013295258,0.00002332182,0.000022377115],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013170963,0.00008486699,0.0002032569,0.000068272464,0.000010257598,0.000007811544,0.000060812392,0.00006638365,0.000021225318],"category_scores_gemma":[0.0000042490133,0.00008027261,0.000036348112,0.00010579827,0.000005838553,0.000056989917,0.0000021184019,0.00004373766,0.000033473312],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039892966,0.0001137348,0.02233542,0.0003936152,0.000063833206,0.000003708297,0.0004570901,0.6212376,0.33786175,0.014584816,0.00060724607,0.0023013141],"study_design_scores_gemma":[0.001456754,0.000017283437,0.007647708,0.00004023676,0.000010842908,0.000005453771,0.000024855548,0.986565,0.0033779233,0.00039603785,0.00035655094,0.00010134482],"about_ca_topic_score_codex":0.0012544412,"about_ca_topic_score_gemma":0.00024669623,"teacher_disagreement_score":0.7232561,"about_ca_system_score_codex":0.000050078306,"about_ca_system_score_gemma":0.0000062732047,"threshold_uncertainty_score":0.3273422},"labels":[],"label_agreement":null},{"id":"W2134780929","doi":"10.1109/tcst.2007.912121","title":"Flatness-Based Tracking of an Electromechanical Variable Valve Timing Actuator With Disturbance Observer Feedforward Compensation","year":2008,"lang":"en","type":"article","venue":"IEEE Transactions on Control Systems Technology","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":81,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Feed forward; Control theory (sociology); Actuator; Engineering; Solenoid valve; Flatness (cosmology); Test bench; Control engineering; Automotive engineering; Computer science; Mechanical engineering; Control (management)","score_opus":0.015237199839683547,"score_gpt":0.20929906185370198,"score_spread":0.19406186201401843,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2134780929","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3019644,0.00008738875,0.6962879,0.000028537359,0.00037899884,0.00052107405,0.000023656141,0.00061539037,0.00009267066],"genre_scores_gemma":[0.99806434,0.0000060434068,0.0015082408,0.000015443413,0.00004214173,0.00026230828,0.0000048272823,0.00006355532,0.000033111333],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983617,0.00007922387,0.00058970065,0.0003027935,0.00028358184,0.00038300324],"domain_scores_gemma":[0.9989415,0.00017725948,0.00015293637,0.00051415386,0.0001309796,0.00008318467],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00022485144,0.00028277413,0.0006820074,0.00032059828,0.00017150366,0.000019464554,0.00025409306,0.0003710738,0.000018110606],"category_scores_gemma":[0.00000844616,0.00025468165,0.00010787498,0.00046692725,0.00009324148,0.00018331267,4.904492e-7,0.0003630122,0.000014732331],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013292344,0.00018695333,0.00014207649,0.00033691016,0.0004333578,0.000018586614,0.00021434714,0.92245054,0.073320076,0.0004831132,0.000013828403,0.0022672766],"study_design_scores_gemma":[0.0028686812,0.0007041857,0.00021160016,0.000372287,0.00015247641,0.000279958,0.00014246219,0.9563233,0.038238112,0.000037275462,0.00024312337,0.00042649417],"about_ca_topic_score_codex":0.00009425188,"about_ca_topic_score_gemma":0.00005035402,"teacher_disagreement_score":0.69609994,"about_ca_system_score_codex":0.00016498262,"about_ca_system_score_gemma":0.000073698386,"threshold_uncertainty_score":0.9999905},"labels":[],"label_agreement":null},{"id":"W2135318737","doi":"10.4271/2011-01-0940","title":"An Efficient Lift Control Technique in Electro-hydraulic Camless Valvetrain Using Variable Speed Hydraulic Pump","year":2011,"lang":"en","type":"article","venue":"SAE International Journal of Engines","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Lift (data mining); Variable displacement pump; Hydraulic machinery; Electronic speed control; Automotive engineering; Hydraulic pump; Hydraulic motor; Control theory (sociology); Variable (mathematics); Environmental science; Marine engineering; Engineering; Computer science; Mechanical engineering; Control (management); Mathematics; Electrical engineering; Artificial intelligence","score_opus":0.01572511873834689,"score_gpt":0.24599117715079677,"score_spread":0.23026605841244988,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2135318737","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6948448,0.000371197,0.2988581,0.000047891503,0.001908028,0.00028148456,0.000013639799,0.000095642696,0.0035792163],"genre_scores_gemma":[0.9954319,0.000025274268,0.0038288266,0.000080747646,0.0005619893,0.000007581271,0.0000037718523,0.000047578298,0.000012311237],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981561,0.00008800945,0.0008365185,0.00014296475,0.00045827057,0.0003181862],"domain_scores_gemma":[0.9991063,0.00009423562,0.00021424075,0.00017552795,0.0002672955,0.0001424046],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008374388,0.0002343491,0.00040542436,0.000607931,0.000024489373,0.000053413674,0.0005964795,0.00013403107,0.0001281628],"category_scores_gemma":[0.000091010275,0.00021452732,0.00012868604,0.00026602973,0.000028392787,0.00025457714,0.00001565758,0.0003447064,0.0000096890235],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000053939126,0.00018516181,0.0020590075,0.000046547688,0.00029727953,0.00016282458,0.0012312279,0.8477693,0.14685611,0.000526601,0.00008509656,0.000726876],"study_design_scores_gemma":[0.0024264192,0.00022929058,0.009260237,0.00076778716,0.000076511955,0.0015894227,0.00030005907,0.9576615,0.024226045,0.0010215396,0.0018769631,0.00056422653],"about_ca_topic_score_codex":0.00018840212,"about_ca_topic_score_gemma":0.000015182479,"teacher_disagreement_score":0.30058715,"about_ca_system_score_codex":0.00023555715,"about_ca_system_score_gemma":0.00008625622,"threshold_uncertainty_score":0.874817},"labels":[],"label_agreement":null},{"id":"W2137054283","doi":"10.1109/cdc.2008.4738651","title":"Cycle adaptive feedforward approach control of an electromagnetic valve actuator","year":2008,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta; Simon Fraser University","funders":"","keywords":"Feed forward; Actuator; Soft landing; Control theory (sociology); Controller (irrigation); Adaptive control; Noise (video); Engineering; Control engineering; Valve actuator; Internal combustion engine; Computer science; Active noise control; Constant (computer programming); Control (management); Automotive engineering; Channel (broadcasting)","score_opus":0.009586705892143046,"score_gpt":0.18481067521937125,"score_spread":0.1752239693272282,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2137054283","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7866938,0.00018070516,0.11323534,0.0000076744145,0.00008603094,0.00031343751,0.0000068759127,0.00027155594,0.09920458],"genre_scores_gemma":[0.99443686,0.000011287206,0.0051902565,0.000030223891,0.00006396775,0.000028011571,0.0000041922676,0.0000262466,0.00020897135],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999212,0.000032947984,0.00024697915,0.00011923226,0.0001663998,0.00022243227],"domain_scores_gemma":[0.9995742,0.000046654106,0.000030598763,0.00021986918,0.00002879309,0.00009988549],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000091710266,0.00013239101,0.0002840881,0.00005095203,0.000031551896,0.000005233084,0.00012908404,0.000071814575,0.000113022965],"category_scores_gemma":[0.000009374398,0.00011244783,0.00009224731,0.00010784367,0.000036085734,0.00008834396,0.000005297296,0.000076458724,0.00004870072],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004979931,0.0022835678,0.003191575,0.0020306292,0.0054297247,0.00011262039,0.05350646,0.53198504,0.31066698,0.020074235,0.027055804,0.043165386],"study_design_scores_gemma":[0.0014003669,0.0005235668,0.004558299,0.000014144046,0.00005174675,0.0001433834,0.00045776027,0.98694515,0.0048795016,0.00014754529,0.0005299126,0.00034862827],"about_ca_topic_score_codex":0.000071793,"about_ca_topic_score_gemma":0.000003423876,"teacher_disagreement_score":0.4549601,"about_ca_system_score_codex":0.000026132002,"about_ca_system_score_gemma":0.00001942748,"threshold_uncertainty_score":0.45854896},"labels":[],"label_agreement":null},{"id":"W2138478222","doi":"10.1109/icma.2005.1626519","title":"Experimental comparison of two pneumatic servo position control algorithms","year":2006,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University; Hatch (Canada)","funders":"","keywords":"Control theory (sociology); Payload (computing); Servo; Acceleration; Sine wave; Servomechanism; Position (finance); Trajectory; Linearity; Tracking (education); Computer science; Power (physics); Servo control; Compensation (psychology); Root mean square; Engineering; Control engineering; Control (management); Physics; Artificial intelligence","score_opus":0.01014334569100252,"score_gpt":0.2569447861472128,"score_spread":0.24680144045621025,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2138478222","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.774117,0.00067522126,0.17663024,0.000023274075,0.00035179313,0.00027919636,0.000007996162,0.00027981543,0.04763549],"genre_scores_gemma":[0.9987251,4.644896e-7,0.0010196533,0.000013076435,0.00007467265,0.000019785699,0.000013117063,0.000016178285,0.000117907366],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99925125,0.000022246353,0.00037567224,0.000071257426,0.00014705688,0.00013252463],"domain_scores_gemma":[0.99974704,0.00004018698,0.000040657862,0.00012519212,0.000015797095,0.000031150616],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006739293,0.00010385032,0.00025669314,0.00003954636,0.000022016153,0.000013551031,0.00006774561,0.00003739383,0.00020066221],"category_scores_gemma":[0.000001164687,0.0000936436,0.000048528436,0.00006255332,0.000014537798,0.00006454179,0.0000050925637,0.000040905532,0.00007474349],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010931278,0.0004017922,0.007628021,0.00041851978,0.00015967363,0.0000055912888,0.0021193197,0.4521831,0.5194416,0.00476904,0.010302427,0.0025600218],"study_design_scores_gemma":[0.00087412336,0.000043138407,0.0008320821,0.000047817302,0.000012419545,0.0000102728845,0.00038042013,0.8844424,0.11303141,0.00008308728,0.000113583636,0.00012925293],"about_ca_topic_score_codex":0.0003756473,"about_ca_topic_score_gemma":0.00001475843,"teacher_disagreement_score":0.43225932,"about_ca_system_score_codex":0.000038346276,"about_ca_system_score_gemma":0.0000037155169,"threshold_uncertainty_score":0.3818675},"labels":[],"label_agreement":null},{"id":"W2138750782","doi":"10.1109/afrcon.2009.5308385","title":"Adaptive control of an electrohydraulic position servo system","year":2009,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Control theory (sociology); Lyapunov function; Adaptive control; Linearization; Feedback linearization; Computer science; Control engineering; Tracking error; Nonlinear system; Servomechanism; Position (finance); Controller (irrigation); Lyapunov stability; Reference model; Servo; Control system; Engineering; Control (management); Artificial intelligence","score_opus":0.004616305177338334,"score_gpt":0.18432211178462185,"score_spread":0.17970580660728352,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2138750782","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.37567058,0.00031522365,0.48344064,0.00007700794,0.00022289432,0.00051379227,0.000010798179,0.00096029916,0.13878876],"genre_scores_gemma":[0.9994725,0.0000018068923,0.0003231208,0.000057887435,0.00007407581,0.000007288158,0.000005628584,0.000011403625,0.000046317182],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99933994,0.00003792012,0.0002476059,0.000086844964,0.00012499349,0.00016269121],"domain_scores_gemma":[0.99967617,0.000021107637,0.00003254909,0.00017052134,0.000033766322,0.0000658751],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000110812165,0.00010380877,0.00022283048,0.000054535874,0.00001899161,0.0000100982725,0.000085502164,0.00006467363,0.000021041988],"category_scores_gemma":[0.000002076799,0.000090914116,0.00004270753,0.000108507134,0.0000059566128,0.00011572138,0.0000013876651,0.00005054037,0.0000400558],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020554794,0.00027790887,0.00018754102,0.0009762964,0.00058422453,0.00007037908,0.0034502896,0.42513582,0.42492855,0.08355627,0.0023668436,0.058260318],"study_design_scores_gemma":[0.00053954637,0.00035519828,0.001124001,0.00009054961,0.000024555344,0.00006088088,0.00031945147,0.9841222,0.013002757,0.00011954149,0.00008705047,0.00015426839],"about_ca_topic_score_codex":0.000037339734,"about_ca_topic_score_gemma":0.0000072614275,"teacher_disagreement_score":0.6238019,"about_ca_system_score_codex":0.00005808908,"about_ca_system_score_gemma":0.000007886063,"threshold_uncertainty_score":0.370737},"labels":[],"label_agreement":null},{"id":"W2138930719","doi":"10.1109/robot.1993.292010","title":"Application of force feedback to heavy duty hydraulic machines","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":85,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Heavy duty; Computer science; Hydraulic machinery; Mechanical engineering; Engineering; Automotive engineering","score_opus":0.010613718280635705,"score_gpt":0.20621963443903354,"score_spread":0.19560591615839784,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2138930719","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1501263,0.00031383513,0.4785249,0.0005262759,0.00027754554,0.0006206223,0.000006886605,0.00053422205,0.36906943],"genre_scores_gemma":[0.9956798,0.000011328672,0.00092406,0.00011229817,0.00006843106,0.000038307895,0.0000025411741,0.000018814362,0.0031444118],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994163,0.0000082548195,0.00023777426,0.00009545414,0.00010958838,0.00013263142],"domain_scores_gemma":[0.9996122,0.000031637323,0.000019572131,0.0002463491,0.00001698794,0.0000732597],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005483408,0.00009416992,0.00015971894,0.00004777907,0.000017296245,0.000008021416,0.000113279064,0.00004432644,0.00029745026],"category_scores_gemma":[0.000009219376,0.00008165062,0.00003701,0.00017568839,0.000007763668,0.000044782537,0.000012113086,0.000036389632,0.0007946126],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001403056,0.0001614193,0.0073798923,0.001361222,0.00018181268,0.0000024114515,0.0061084796,0.3987999,0.048820745,0.00528172,0.119159386,0.412729],"study_design_scores_gemma":[0.00015532624,0.000025268004,0.0012913323,0.000024390662,0.000006167403,0.000007801925,0.00004866399,0.9735098,0.0056252438,0.00015053761,0.018996289,0.00015916723],"about_ca_topic_score_codex":0.000099116136,"about_ca_topic_score_gemma":0.000026919011,"teacher_disagreement_score":0.8455535,"about_ca_system_score_codex":0.000018261853,"about_ca_system_score_gemma":0.0000010595027,"threshold_uncertainty_score":0.9999834},"labels":[],"label_agreement":null},{"id":"W2141645751","doi":"10.1109/tmech.2006.886190","title":"Identification and Real-Time Control of an Electrohydraulic Servo System Based on Nonlinear Backstepping","year":2007,"lang":"en","type":"article","venue":"IEEE/ASME Transactions on Mechatronics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":188,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Control theory (sociology); Backstepping; Nonlinear system; Controller (irrigation); PID controller; Control engineering; Servomechanism; System identification; Computer science; Adaptive control; Engineering; Control (management)","score_opus":0.005060296186093813,"score_gpt":0.2088570149566695,"score_spread":0.2037967187705757,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2141645751","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19344291,0.000052232805,0.8040591,0.000031152624,0.0004080708,0.00049867935,0.00006105276,0.00041723286,0.0010296141],"genre_scores_gemma":[0.9984823,0.000029836341,0.0012089232,0.000024352566,0.0000894394,0.0000311888,0.000016608428,0.00006793595,0.00004944911],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982337,0.00009136718,0.0006551312,0.00028662162,0.00034714892,0.00038608146],"domain_scores_gemma":[0.99893415,0.0002054355,0.00012141732,0.0005069662,0.00007210769,0.00015989864],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00086161273,0.00025994712,0.0003889921,0.000300889,0.00012426624,0.00003753553,0.00016158247,0.00020299047,0.000023747489],"category_scores_gemma":[0.0000044479443,0.0002715344,0.0001070138,0.00030138207,0.000027088947,0.0001577099,5.8657196e-7,0.00023834457,0.00007182683],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013868198,0.00016394803,0.0000059918075,0.0006743424,0.00014650497,0.000006103281,0.00033232357,0.7536416,0.23166697,0.00031504568,0.000014615301,0.012893843],"study_design_scores_gemma":[0.0009139089,0.00025997215,0.00003941658,0.00019368119,0.000080635706,0.000014823105,0.00019256279,0.9340585,0.06385414,0.000012375459,0.00015094859,0.0002290671],"about_ca_topic_score_codex":0.000041852363,"about_ca_topic_score_gemma":0.000039352286,"teacher_disagreement_score":0.80503935,"about_ca_system_score_codex":0.0002447114,"about_ca_system_score_gemma":0.000043829707,"threshold_uncertainty_score":0.99997365},"labels":[],"label_agreement":null},{"id":"W2142058316","doi":"10.1139/l99-087","title":"Air-water flow in bottom outlets","year":2000,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":58,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Air entrainment; Entrainment (biomusicology); Flow (mathematics); Airflow; Air water; Water tunnel; Hydraulic jump; Environmental science; Flow velocity; Meteorology; Geotechnical engineering; Mechanics; Geology; Engineering; Vortex; Mechanical engineering; Geography; Physics","score_opus":0.004859658007254162,"score_gpt":0.15732320122442459,"score_spread":0.15246354321717043,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2142058316","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93202376,0.0031445469,0.009252817,0.00036217857,0.0027906515,0.00018683466,0.000014169229,0.000111026246,0.052114],"genre_scores_gemma":[0.99922353,0.000025483834,0.00019931264,0.000039728722,0.00024996858,0.00000210751,0.0000013515297,0.000037812188,0.00022072361],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990169,0.000010378404,0.0004033634,0.000059292794,0.000110211164,0.000399886],"domain_scores_gemma":[0.9993022,0.000020351492,0.00001462021,0.00011929298,0.000020686875,0.00052281533],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00022902584,0.0001379832,0.00024710986,0.0003252234,0.0000184443,0.000027610698,0.0001680337,0.00008137402,0.002282936],"category_scores_gemma":[0.000021660257,0.00012273881,0.000067819274,0.00012788908,0.000009046345,0.00014206099,0.0000017252129,0.0002907398,0.00012859527],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[7.930296e-7,0.0000014137726,0.00052391016,0.000048584763,0.000023803455,0.00023206018,0.0008978786,0.9936954,0.00026441243,0.000005537811,0.002520764,0.0017854731],"study_design_scores_gemma":[0.0010006139,0.00005373737,0.008198887,0.000902252,0.000023498449,0.0009989558,0.00010434234,0.6246552,0.00084820803,0.00007093454,0.362479,0.000664391],"about_ca_topic_score_codex":0.00055845897,"about_ca_topic_score_gemma":0.038332548,"teacher_disagreement_score":0.3690402,"about_ca_system_score_codex":0.0001964873,"about_ca_system_score_gemma":0.00009492135,"threshold_uncertainty_score":0.9986291},"labels":[],"label_agreement":null},{"id":"W2143092842","doi":"10.1109/iros.2008.4650575","title":"A New Method for Online Parameter Estimation of Hunt-Crossley Environment Dynamic Models","year":2008,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":49,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Estimation theory; Initialization; Convergence (economics); Computer science; Sensitivity (control systems); Nonlinear system; Set (abstract data type); Identification (biology); System identification; Applied mathematics; Algorithm; Control theory (sociology); Mathematical optimization; Mathematics; Artificial intelligence; Data modeling; Control (management); Engineering; Physics","score_opus":0.026692078823186194,"score_gpt":0.27315661877042413,"score_spread":0.24646453994723794,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2143092842","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.030167798,0.00009774338,0.96867037,0.000028121767,0.00007372093,0.00027450654,0.000017442311,0.00007535357,0.0005949528],"genre_scores_gemma":[0.43583605,0.000023786068,0.5633808,0.000012523152,0.000012316904,0.000015855687,0.000021068918,0.000014782753,0.0006828529],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993879,0.00001137601,0.0002800625,0.00009433864,0.000103121405,0.00012321069],"domain_scores_gemma":[0.99960935,0.00012923189,0.00003186454,0.00017225678,0.000005972121,0.00005134641],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000088524124,0.00009682727,0.00019646318,0.000035119017,0.000019276664,0.0000041997278,0.000066181725,0.00005610672,0.000069244335],"category_scores_gemma":[0.000011590667,0.000084985855,0.00006229267,0.000033697088,0.000009472114,0.00007422192,0.000008122755,0.000032608634,0.000014530628],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000266654,0.000012785866,0.0000047171643,0.00006564475,0.000027922824,2.49757e-7,0.0004026663,0.9578243,0.0006814575,0.00013591697,0.0004874755,0.040354177],"study_design_scores_gemma":[0.00029026094,0.000027475959,0.000093655566,0.000017658365,0.00001222122,0.000011228561,0.00002159357,0.9965721,0.0009341287,0.0014997524,0.00042806423,0.000091856586],"about_ca_topic_score_codex":0.00009783457,"about_ca_topic_score_gemma":0.000008631986,"teacher_disagreement_score":0.40566826,"about_ca_system_score_codex":0.000037131897,"about_ca_system_score_gemma":0.00001112891,"threshold_uncertainty_score":0.34656227},"labels":[],"label_agreement":null},{"id":"W2144349051","doi":"10.1109/cdc.2010.5717397","title":"A new form of the smooth variable structure filter with a covariance derivation","year":2010,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":70,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Control theory (sociology); Covariance; Kalman filter; Covariance matrix; Filter (signal processing); Estimator; Mathematics; Covariance intersection; Noise (video); Invariant extended Kalman filter; Measure (data warehouse); Computer science; Stability (learning theory); Extended Kalman filter; Algorithm; Estimation of covariance matrices; Artificial intelligence; Statistics; Control (management)","score_opus":0.003662377639902597,"score_gpt":0.16343566628717437,"score_spread":0.15977328864727178,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2144349051","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2909036,0.000010556084,0.6675275,0.00012021752,0.00062152586,0.00027219107,0.0000076173915,0.00010540202,0.040431373],"genre_scores_gemma":[0.9750102,2.9892018e-7,0.023935718,0.00004575051,0.000063835054,0.0000030706688,0.0000013962075,0.000010582776,0.00092912704],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996677,0.0000035717408,0.000105891326,0.00004963552,0.00009037442,0.00008280336],"domain_scores_gemma":[0.9996911,0.000020279767,0.000024868328,0.00022154239,0.000017185901,0.000024978353],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000036456513,0.00006272404,0.000082926825,0.000010864061,0.000018501154,0.000012307203,0.000087053995,0.000050568826,0.0006796446],"category_scores_gemma":[0.000009885466,0.000033517434,0.000012601539,0.00012122493,0.000008915947,0.00006289781,0.000008061868,0.000086837244,0.0000036574102],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000040589242,0.00003039307,0.017635569,0.0010620316,0.00035293598,0.00000227848,0.010267433,0.116224945,0.63164616,0.1363506,0.065308765,0.021078333],"study_design_scores_gemma":[0.0037077754,0.00016111064,0.07512906,0.00063460943,0.0001263028,0.00026447568,0.0004962398,0.50818086,0.14702372,0.028485037,0.23454556,0.0012452338],"about_ca_topic_score_codex":0.00018363073,"about_ca_topic_score_gemma":0.00024231122,"teacher_disagreement_score":0.68410665,"about_ca_system_score_codex":0.000005805059,"about_ca_system_score_gemma":0.000029377079,"threshold_uncertainty_score":0.74416316},"labels":[],"label_agreement":null},{"id":"W2144696323","doi":"10.1109/tcst.2008.2001710","title":"Discrete-Time Elasto-Plastic Friction Estimation","year":2009,"lang":"en","type":"article","venue":"IEEE Transactions on Control Systems Technology","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Estimator; Control theory (sociology); Position (finance); Compensation (psychology); Convergence (economics); Noise (video); Discrete time and continuous time; Dynamical friction; Computer science; Mathematics; Control (management); Physics; Artificial intelligence","score_opus":0.0037618754445020524,"score_gpt":0.19310088350657525,"score_spread":0.1893390080620732,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2144696323","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01663218,0.00018045328,0.9760122,0.00024939573,0.0020980986,0.00059720903,0.000028949375,0.0024401168,0.0017614037],"genre_scores_gemma":[0.9992524,0.000013110422,0.00013791378,0.000020701202,0.000077625984,0.00019181376,0.000002944431,0.00003584754,0.00026767814],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99860746,0.00005124555,0.00052126555,0.00025337999,0.00020913265,0.0003575426],"domain_scores_gemma":[0.9992364,0.00015952329,0.00007730624,0.00039918843,0.000047732516,0.000079874226],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00015073488,0.0002716077,0.00045081112,0.00055493606,0.00015728413,0.000045421126,0.00018148935,0.00040439534,0.000044735556],"category_scores_gemma":[0.000014200762,0.00026196978,0.000093951334,0.0003814855,0.00003973171,0.00015001989,2.583443e-7,0.000333896,0.0008943879],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016833284,0.00003973635,0.0000034044142,0.000041631796,0.00008953188,0.0000051730617,0.000058118094,0.9608424,0.018643765,0.00018426629,0.00028187674,0.01979327],"study_design_scores_gemma":[0.0009365765,0.00029169914,0.000039393246,0.00014217643,0.000072440125,0.0001211718,0.00006231542,0.9954605,0.0015846407,0.0001274989,0.0008950579,0.00026654426],"about_ca_topic_score_codex":0.000014534697,"about_ca_topic_score_gemma":0.00000662368,"teacher_disagreement_score":0.9826202,"about_ca_system_score_codex":0.00017871836,"about_ca_system_score_gemma":0.000015586298,"threshold_uncertainty_score":0.99998325},"labels":[],"label_agreement":null},{"id":"W2147171485","doi":"10.1109/robot.1997.620058","title":"The dynamics of an articulated forestry machine and its applications","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Sizing; Computer science; Degrees of freedom (physics and chemistry); Point (geometry); Control engineering; Base (topology); Double pendulum; Control theory (sociology); Pendulum; Control (management); Inverted pendulum; Artificial intelligence; Engineering; Mechanical engineering; Mathematics; Nonlinear system","score_opus":0.00776409523836104,"score_gpt":0.1926660678406893,"score_spread":0.18490197260232824,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2147171485","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8960759,0.0019269073,0.05091965,0.0002717753,0.0000795362,0.00045842252,0.000015771604,0.0002717024,0.04998035],"genre_scores_gemma":[0.9993095,0.000066001056,0.0000936003,0.0000047122608,0.000010202478,0.000017327673,0.000003726677,0.0000064051374,0.0004885234],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997472,0.0000058776714,0.00010974542,0.000035452562,0.00004039319,0.00006130112],"domain_scores_gemma":[0.99979556,0.000040760493,0.000010587144,0.00011284779,0.000009458092,0.00003076644],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000040876537,0.00003817526,0.000050584084,0.000008780197,0.00003408706,0.000008867352,0.000046950634,0.000023437406,0.000037366084],"category_scores_gemma":[0.0000044860635,0.00002470044,0.000008384223,0.000053796102,0.000010259335,0.000026564,0.0000052053756,0.000027260323,0.000014719516],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000727776,0.0002406394,0.0064512314,0.0010491976,0.00047167795,0.0000059272916,0.0035626322,0.22933306,0.006391629,0.2864294,0.0026916824,0.46336564],"study_design_scores_gemma":[0.000049768245,0.000005359121,0.0004547765,0.0000035661171,0.0000036413605,0.0000070487,0.000050654355,0.9983114,0.00013862878,0.00013577765,0.00080798013,0.00003139845],"about_ca_topic_score_codex":0.0000100745865,"about_ca_topic_score_gemma":0.000068102585,"teacher_disagreement_score":0.76897836,"about_ca_system_score_codex":0.000005637943,"about_ca_system_score_gemma":6.0970507e-7,"threshold_uncertainty_score":0.100725465},"labels":[],"label_agreement":null},{"id":"W2148394594","doi":"10.1177/1077546307087487","title":"Interlaced Backstepping and Integrator Forwarding for Nonlinear Control of an Electrohydraulic Active Suspension","year":2008,"lang":"en","type":"article","venue":"Journal of Vibration and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Backstepping; Control theory (sociology); Integrator; Active suspension; Lyapunov function; Suspension (topology); Control engineering; Computer science; Nonlinear system; Double integrator; Feed forward; Nonlinear control; Actuator; Engineering; Control (management); Mathematics; Adaptive control; Artificial intelligence","score_opus":0.008227742273111382,"score_gpt":0.21818258216948258,"score_spread":0.2099548398963712,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2148394594","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5637995,0.00029994588,0.4354109,0.000091741065,0.00011219259,0.00021053974,0.00000637343,0.000012612078,0.000056213845],"genre_scores_gemma":[0.99870753,0.00008585644,0.00093233655,0.00007528554,0.00017036236,0.000005521316,0.0000025262511,0.000013776041,0.0000067778383],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992083,0.000056659468,0.00044836933,0.000066504705,0.00010882141,0.00011138848],"domain_scores_gemma":[0.99931246,0.00018315652,0.00020798332,0.000050372244,0.00015593939,0.00009011701],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002504427,0.00010518127,0.0003820934,0.00011068694,0.000059153717,0.000021453912,0.000044690572,0.000064481654,0.000004824477],"category_scores_gemma":[0.0000868774,0.000083645326,0.00006862081,0.00005196162,0.000024465353,0.00032431673,0.0000027443118,0.00011745403,2.5582284e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001345514,0.000071920906,0.00078208116,0.00023767844,0.0005841063,0.000013398331,0.0043844236,0.007263803,0.9505664,0.0002099108,0.00018295886,0.034357786],"study_design_scores_gemma":[0.0061496203,0.0009995551,0.0007625938,0.00015016957,0.00008589597,0.00029312712,0.0008985658,0.95978206,0.03002064,0.00006941784,0.0006510252,0.000137319],"about_ca_topic_score_codex":0.0000031053198,"about_ca_topic_score_gemma":0.000007078247,"teacher_disagreement_score":0.9525183,"about_ca_system_score_codex":0.000023394376,"about_ca_system_score_gemma":0.000027817629,"threshold_uncertainty_score":0.34109575},"labels":[],"label_agreement":null},{"id":"W2148401713","doi":"10.1243/09544089jpme78","title":"Research on low cavitation in water hydraulic two-stage throttle poppet valve","year":2006,"lang":"en","type":"article","venue":"Proceedings of the Institution of Mechanical Engineers Part E Journal of Process Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":49,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Throttle; Cavitation; Pressure drop; Inlet; Mechanics; Gate valve; Drop (telecommunication); Materials science; Engineering; Mechanical engineering; Physics","score_opus":0.021285893518646227,"score_gpt":0.27700306545971126,"score_spread":0.255717171941065,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2148401713","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98238415,0.0001772919,0.014294698,0.00019744463,0.0013246395,0.00049962196,0.000008687003,0.00009092176,0.0010225574],"genre_scores_gemma":[0.99887955,0.000030057701,0.0006963674,0.000010650069,0.00027569328,0.000027896698,0.0000021268124,0.000050913797,0.000026734519],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9965374,0.000025648164,0.001497048,0.00021941922,0.0011874654,0.00053302705],"domain_scores_gemma":[0.9986995,0.00017149128,0.00027018433,0.00016747839,0.0005499716,0.00014139077],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022529282,0.000305955,0.0006792776,0.0005754256,0.000056477205,0.00003209619,0.00068277225,0.0002437634,0.000020375748],"category_scores_gemma":[0.00045836606,0.00021679603,0.00029865443,0.0008738389,0.000062429026,0.0004157092,0.000067492154,0.00096270134,0.0000066133525],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000045291694,0.00012491728,0.00000857676,0.0010569344,0.00005793726,0.000003311746,0.00023337847,0.82980067,0.13930394,0.029131455,0.00012858328,0.00010504371],"study_design_scores_gemma":[0.0013319027,0.0002542166,0.000048307495,0.0023407517,0.000043110605,0.000050902403,0.00044974638,0.28861037,0.70395416,0.0021196746,0.00050061895,0.0002962142],"about_ca_topic_score_codex":0.00002728549,"about_ca_topic_score_gemma":0.000003666392,"teacher_disagreement_score":0.56465024,"about_ca_system_score_codex":0.00030075034,"about_ca_system_score_gemma":0.00006779135,"threshold_uncertainty_score":0.88406855},"labels":[],"label_agreement":null},{"id":"W2148652377","doi":"10.1109/robot.1997.614360","title":"Development of a hydraulic manipulator servoactuator model: simulation and experimental validation","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Control theory (sociology); Nonlinear system; Body orifice; Hydraulic machinery; Control engineering; Computer science; Controller (irrigation); Manipulator (device); Joint (building); Robust control; Parallel manipulator; Simulation; Engineering; Control system; Robot; Mechanical engineering; Control (management); Structural engineering; Artificial intelligence","score_opus":0.04711795161952068,"score_gpt":0.2507176408038314,"score_spread":0.20359968918431073,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2148652377","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89772874,0.00011052252,0.09588338,0.0000043431073,0.000045811164,0.00012413511,5.4507206e-7,0.00010952583,0.0059929914],"genre_scores_gemma":[0.9925617,0.0000018117171,0.0072443997,0.000010639487,0.000013835207,0.0000120078375,0.000003274396,0.0000152194525,0.00013713831],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99945986,0.000006032517,0.00025104222,0.00007895492,0.000118194475,0.00008589751],"domain_scores_gemma":[0.99981856,0.000015847123,0.000024664902,0.00008574918,0.000010499218,0.000044648936],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000052029765,0.00008616249,0.000112715905,0.000041531068,0.000026033818,0.00001089529,0.000034368783,0.000042136555,0.00017871516],"category_scores_gemma":[0.0000028338825,0.00008098465,0.000014673717,0.000047481208,0.0000062758136,0.00010470032,0.000010540883,0.000021899254,0.000031157033],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[9.694119e-7,0.000017003224,0.00009130907,0.000062912404,0.000018495095,1.6926995e-7,0.0045189476,0.98545986,0.007846151,0.00007873736,0.00007989072,0.001825564],"study_design_scores_gemma":[0.00016120233,0.0000052496916,0.000080858495,0.000015765001,0.0000031095462,0.0000013806333,0.00017045227,0.961605,0.0375209,0.000008130627,0.00033772294,0.00009021405],"about_ca_topic_score_codex":0.0000023805014,"about_ca_topic_score_gemma":0.000001114436,"teacher_disagreement_score":0.09483293,"about_ca_system_score_codex":0.000030969248,"about_ca_system_score_gemma":0.0000028850377,"threshold_uncertainty_score":0.33024582},"labels":[],"label_agreement":null},{"id":"W2149263782","doi":"10.1109/acc.2000.876666","title":"Stick-slip friction compensation for PID position control","year":2000,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Control theory (sociology); PID controller; Compensation (psychology); Iterative learning control; Position (finance); Iterative method; Limit cycle; Computer science; Limit (mathematics); Slip (aerodynamics); Compensation methods; Control engineering; Engineering; Algorithm; Mathematics; Control (management); Artificial intelligence; Temperature control","score_opus":0.0073032120304851525,"score_gpt":0.1965921851188326,"score_spread":0.18928897308834747,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2149263782","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12051569,0.00004460899,0.80905604,0.00013721341,0.00039823927,0.0005089044,0.000012769421,0.00044361566,0.068882905],"genre_scores_gemma":[0.9984487,0.000008698574,0.000518538,0.00008963724,0.00017594566,0.00005284906,0.000029933308,0.000012803829,0.0006628608],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99960124,0.000012380211,0.00015562582,0.00006284043,0.00006515257,0.0001027283],"domain_scores_gemma":[0.9997997,0.000065072214,0.000010668833,0.00007504784,0.000018827282,0.000030677624],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008345058,0.000064805325,0.000095606934,0.000024750714,0.000042764517,0.000019701984,0.000028756474,0.000045223875,0.0007542919],"category_scores_gemma":[0.000004672701,0.000060106388,0.000031975596,0.000040840714,0.0000038870025,0.00007589146,5.601166e-7,0.000025089266,0.0002702462],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008580423,0.000073098374,0.00045729082,0.00032163737,0.00020302129,0.0000016019908,0.001432277,0.6876901,0.021463055,0.007366427,0.039705306,0.24120037],"study_design_scores_gemma":[0.00073440286,0.000042394884,0.0018507349,0.000019436682,0.00001559692,0.000008021397,0.000043626562,0.97892874,0.0006573006,0.0002631343,0.01732808,0.00010854212],"about_ca_topic_score_codex":0.000025828196,"about_ca_topic_score_gemma":0.000006731332,"teacher_disagreement_score":0.877933,"about_ca_system_score_codex":0.000036552923,"about_ca_system_score_gemma":0.000003052651,"threshold_uncertainty_score":0.82589674},"labels":[],"label_agreement":null},{"id":"W2150335084","doi":"10.1109/tim.2007.907957","title":"Friction Identification and Compensation in Robotic Manipulators","year":2007,"lang":"en","type":"article","venue":"IEEE Transactions on Instrumentation and Measurement","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":112,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University; Western University","funders":"","keywords":"Compensation (psychology); Control theory (sociology); Smoothness; Robot manipulator; Manipulator (device); Control engineering; Micrometer; Identification (biology); Dynamical friction; Computer science; Backlash; Robot; Engineering; Artificial intelligence; Mechanical engineering; Control (management); Mathematics; Materials science","score_opus":0.03517268164195967,"score_gpt":0.23804229540525865,"score_spread":0.20286961376329898,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2150335084","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.44864333,0.000032414704,0.55014735,0.000030054412,0.0005308195,0.0002176166,7.593705e-7,0.00005775242,0.0003399311],"genre_scores_gemma":[0.99965274,0.00008380466,0.00016781516,0.000024373208,0.000013948786,0.000025110938,0.000002502982,0.00001075686,0.000018931196],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9991879,0.000023248609,0.00031497848,0.00012154974,0.00024131952,0.00011099747],"domain_scores_gemma":[0.99979794,0.00001602529,0.000033534077,0.00006989622,0.00002742898,0.000055161545],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00047903054,0.00009465155,0.00009188553,0.00020684334,0.00007674237,0.000032233398,0.000019726584,0.00004838483,0.000013646213],"category_scores_gemma":[0.0000016658634,0.000102522594,0.000014841213,0.00013686574,0.000014569226,0.00014722373,2.0350163e-7,0.00007616381,0.000010176263],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007460628,0.00021999101,0.004499945,0.00044858386,0.00013415987,0.0000032933394,0.007551191,0.2848629,0.13282706,0.00070686423,0.000070498856,0.5686009],"study_design_scores_gemma":[0.004491793,0.00023314953,0.42274246,0.0004985197,0.00013676824,0.00006480726,0.0072546382,0.34586203,0.21694583,0.0003759338,0.00054312474,0.00085094315],"about_ca_topic_score_codex":0.00005807733,"about_ca_topic_score_gemma":0.00037377345,"teacher_disagreement_score":0.56775,"about_ca_system_score_codex":0.0001960922,"about_ca_system_score_gemma":0.0000057363823,"threshold_uncertainty_score":0.418075},"labels":[],"label_agreement":null},{"id":"W2151615999","doi":"10.1061/(asce)be.1943-5592.0000199","title":"Real-Time Dynamic Substructuring Testing of a Bridge Equipped with Friction-Based Seismic Isolators","year":2012,"lang":"en","type":"article","venue":"Journal of Bridge Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal; Université de Sherbrooke","funders":"","keywords":"Dissipation; Structural engineering; Isolator; Pier; Dynamic testing; Displacement (psychology); Bridge (graph theory); Stiffness; Earthquake shaking table; Engineering; Nonlinear system; Bearing (navigation); Computer science","score_opus":0.00966883939558265,"score_gpt":0.20172073182990422,"score_spread":0.19205189243432155,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2151615999","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.79400885,0.00022044251,0.20471278,0.000006848713,0.00055951194,0.00009062688,0.000005757216,0.00013212922,0.00026303617],"genre_scores_gemma":[0.9945038,0.000014123127,0.00503756,0.0000038353637,0.00033179016,0.000003220139,0.0000021183967,0.00009277368,0.000010775416],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983048,0.000022288372,0.00078348373,0.00009338559,0.00034706216,0.0004489882],"domain_scores_gemma":[0.99889886,0.00026251294,0.00030149455,0.00020781255,0.000108807355,0.00022049548],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046124356,0.00026650456,0.00052691036,0.0003402486,0.000038804323,0.000026094862,0.00018723648,0.000091908994,0.00001515337],"category_scores_gemma":[0.000094110175,0.00024251717,0.00012477447,0.0004115588,0.000016376276,0.00034260243,0.000014844341,0.00030867432,0.000008987394],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010504628,0.000014344567,0.006114558,0.00036530988,0.00012681853,0.00001405112,0.00038928646,0.9419687,0.05035383,0.0000019088764,0.00004744769,0.0005932815],"study_design_scores_gemma":[0.0005045598,0.00008108142,0.077369176,0.00068833155,0.0000664496,0.00048136944,0.000023633484,0.9135598,0.006894255,0.0000011783427,0.00007776263,0.00025242963],"about_ca_topic_score_codex":0.000050234004,"about_ca_topic_score_gemma":0.000001027411,"teacher_disagreement_score":0.20049493,"about_ca_system_score_codex":0.00020326357,"about_ca_system_score_gemma":0.00005264952,"threshold_uncertainty_score":0.9889563},"labels":[],"label_agreement":null},{"id":"W2152076444","doi":"10.23919/acc.2004.1384654","title":"Adaptive output force tracking control of hydraulic cylinders","year":2004,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Space Agency","funders":"","keywords":"Hydraulic cylinder; Control theory (sociology); Piston (optics); Hydraulic motor; Torque; Cylinder; Pneumatic cylinder; Friction torque; Mechanics; Dynamical friction; Hydraulic machinery; Computer science; Physics; Mechanical engineering; Engineering; Control (management)","score_opus":0.017245101761396788,"score_gpt":0.20727327283214989,"score_spread":0.1900281710707531,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2152076444","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06218623,0.00024261924,0.8237009,0.00007713152,0.00025583137,0.0002539449,0.0000041013263,0.00025709884,0.11302216],"genre_scores_gemma":[0.99911344,0.0000065397903,0.00045160958,0.00007884437,0.00005725986,0.00001087566,0.0000011852029,0.000023960938,0.00025628388],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992527,0.000012099574,0.00029251087,0.000096056945,0.00014960718,0.00019704479],"domain_scores_gemma":[0.99965155,0.00006222054,0.00003675848,0.00015806968,0.000027721931,0.00006367614],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011622711,0.00012249294,0.00024851406,0.000055098288,0.000020946181,0.00000950381,0.00010400722,0.00007335147,0.00004235248],"category_scores_gemma":[0.000015853819,0.00010766515,0.00007856461,0.00009351077,0.000025210467,0.00008992326,0.000005098448,0.00007760702,0.0000731916],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009138626,0.0000236168,0.00021941768,0.000093951014,0.00014684691,0.0000056036874,0.0021191963,0.9845661,0.0013736046,0.0038996928,0.00016378121,0.007379055],"study_design_scores_gemma":[0.009088013,0.0003627647,0.004736053,0.00060687197,0.00013378754,0.00008132667,0.005436568,0.9373772,0.033104885,0.0052793617,0.0026582344,0.0011349152],"about_ca_topic_score_codex":0.00012376401,"about_ca_topic_score_gemma":0.000029664048,"teacher_disagreement_score":0.9369272,"about_ca_system_score_codex":0.000048136997,"about_ca_system_score_gemma":0.00001781847,"threshold_uncertainty_score":0.43904576},"labels":[],"label_agreement":null},{"id":"W2152136596","doi":"10.1109/aim.2010.5695939","title":"Modeling, simulation &amp;amp; fault detection in excavators with time-varying loading","year":2010,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Excavator; Fault (geology); Process (computing); Fault detection and isolation; Engineering; Focus (optics); Computer science; Structural engineering; Artificial intelligence; Actuator","score_opus":0.01577860400594949,"score_gpt":0.23760719891515478,"score_spread":0.22182859490920528,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2152136596","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6107996,0.0000064007763,0.3822682,0.0000031711238,0.00015545893,0.00010101988,2.6084095e-7,0.00022311861,0.006442789],"genre_scores_gemma":[0.9975104,0.000001267785,0.0019805473,0.000009524713,0.0000908042,0.000013350585,0.000005315004,0.000032341984,0.00035646875],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993024,0.000013236969,0.00023521215,0.00012947991,0.00013622947,0.00018342916],"domain_scores_gemma":[0.9996685,0.0000503572,0.000018872406,0.0001828215,0.000025424819,0.000054059703],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018096113,0.00012565467,0.00014017071,0.00012336657,0.00004216325,0.0000362302,0.000060228234,0.000108138905,0.0001955151],"category_scores_gemma":[0.00003140237,0.00010808145,0.000021868527,0.00019030417,0.0000071101813,0.00018324207,0.000007343901,0.00020172335,0.0003981461],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000032051948,0.000004134225,0.00041789844,0.00002729661,0.000007668391,4.0072123e-7,0.0005111355,0.9677252,0.028513756,0.0000057068123,0.000010965654,0.0027726085],"study_design_scores_gemma":[0.00019886336,0.00000430923,0.000043354794,0.00003889162,0.0000040631508,0.000006717323,0.000023964321,0.9973899,0.0011771793,0.000026815876,0.0009315595,0.00015438587],"about_ca_topic_score_codex":0.00025584915,"about_ca_topic_score_gemma":0.0015376703,"teacher_disagreement_score":0.3867108,"about_ca_system_score_codex":0.0000406345,"about_ca_system_score_gemma":0.000007012063,"threshold_uncertainty_score":0.5117495},"labels":[],"label_agreement":null},{"id":"W2152380567","doi":"10.1109/cca.2005.1507289","title":"Friction identification in robotic manipulators: case studies","year":2005,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Control theory (sociology); Robot manipulator; Compensation (psychology); Computer science; Control engineering; Manipulator (device); Robot; Engineering; Artificial intelligence; Control (management)","score_opus":0.03285783375329909,"score_gpt":0.2712011998761395,"score_spread":0.2383433661228404,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2152380567","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9633448,0.0009005274,0.028077604,0.00008709769,0.00058185926,0.00016997174,2.5897177e-7,0.00030420508,0.0065336586],"genre_scores_gemma":[0.9990991,0.000042814812,0.00023341765,0.000010339007,0.00009733725,0.000018708724,0.0000010498721,0.000008817493,0.0004884382],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995588,0.000012043391,0.00022292898,0.00006627587,0.00005440484,0.00008556129],"domain_scores_gemma":[0.99983025,0.000023536399,0.000012870553,0.00010334092,0.000011445745,0.000018563493],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012253942,0.000058076716,0.00009168393,0.00006819678,0.000020406467,0.000012894209,0.000026088053,0.000029462151,0.000034585897],"category_scores_gemma":[0.000012075121,0.00005283972,0.000014432077,0.00010948386,0.000004478122,0.00011927311,0.000004560041,0.000036244823,0.0002709217],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[5.0063534e-7,0.000017497006,0.0014067495,0.00013306987,0.000042395535,0.000081136524,0.003473698,0.9800618,0.0007650365,0.00080718903,0.0028069017,0.010403973],"study_design_scores_gemma":[0.00018480048,0.0000058612686,0.0023616706,0.000044460718,0.000011462241,0.0006235414,0.0027926443,0.99147516,0.0010172036,0.000102299644,0.0012214871,0.00015939983],"about_ca_topic_score_codex":0.000044330125,"about_ca_topic_score_gemma":0.00035570416,"teacher_disagreement_score":0.03575426,"about_ca_system_score_codex":0.00009188406,"about_ca_system_score_gemma":0.0000015188141,"threshold_uncertainty_score":0.34822407},"labels":[],"label_agreement":null},{"id":"W2152480829","doi":"10.1109/acc.2001.945683","title":"Fault tolerant control of electrohydraulic servo positioning systems","year":2001,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"University of Manitoba","keywords":"Control theory (sociology); Actuator; Controller (irrigation); Control engineering; Computer science; Fault (geology); Hydraulic machinery; Servomechanism; Hydraulic cylinder; Fault tolerance; Servo; Engineering; Control (management)","score_opus":0.005620465733117608,"score_gpt":0.1869994874620957,"score_spread":0.18137902172897807,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2152480829","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3836834,0.0018773691,0.4681161,0.0000912975,0.0006443178,0.0004631181,0.0000072697735,0.0005665011,0.14455062],"genre_scores_gemma":[0.99909323,0.00003326343,0.00006957424,0.00004813402,0.00011854069,0.000029218918,0.000005563652,0.000024930832,0.0005775324],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99902415,0.000034245328,0.0004025439,0.00010257036,0.00017909879,0.00025736823],"domain_scores_gemma":[0.9995742,0.000063967156,0.000043589305,0.00019873668,0.000048101705,0.00007141396],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015037459,0.00013415286,0.00031184184,0.00007180292,0.000033772118,0.000028091566,0.00011296003,0.00007604512,0.000108427324],"category_scores_gemma":[0.00000708376,0.00011705408,0.00006269651,0.00018175467,0.000011769439,0.00008590955,0.0000048413667,0.000076011784,0.00009728888],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018390683,0.00003717468,0.002144963,0.00043148588,0.000268608,0.000027441713,0.00065676245,0.9345656,0.054454442,0.0030604696,0.0025040705,0.001830566],"study_design_scores_gemma":[0.0006333936,0.000048355574,0.00039533075,0.00014042757,0.000023182798,0.00017072735,0.00017772733,0.99024945,0.0016953622,0.00002662339,0.0062501365,0.0001892955],"about_ca_topic_score_codex":0.00023123717,"about_ca_topic_score_gemma":0.000013156172,"teacher_disagreement_score":0.61540985,"about_ca_system_score_codex":0.00004004552,"about_ca_system_score_gemma":0.00000975315,"threshold_uncertainty_score":0.47733268},"labels":[],"label_agreement":null},{"id":"W2152534333","doi":"10.22260/isarc2005/0080","title":"Simulation Study of a Control Procedure for Automated Loading of Bulk Media","year":2005,"lang":"en","type":"article","venue":"Proceedings of the ... ISARC","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Excavator; Automation; Process (computing); Task (project management); Computer science; Work (physics); Control (management); Commercialization; Automatic control; Operator (biology); Trajectory; Control engineering; Engineering; Mechanical engineering; Systems engineering; Artificial intelligence","score_opus":0.013461757941941958,"score_gpt":0.2417716024494097,"score_spread":0.22830984450746775,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2152534333","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9972465,0.000078224584,0.00029602012,0.000053530523,0.00010793941,0.0011049096,0.000011827841,0.000156387,0.0009446386],"genre_scores_gemma":[0.99951524,0.0000011815011,0.0002913921,0.0000068841123,0.00008783758,0.00004664856,5.37144e-7,0.000024793031,0.000025500674],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99900794,0.000003720266,0.00050416245,0.00009857852,0.00024265084,0.000142928],"domain_scores_gemma":[0.99919647,0.0002115165,0.00024176858,0.000081292914,0.00024002281,0.000028904153],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031054384,0.000116977135,0.0003400368,0.000074092364,0.000027889606,0.0000072641524,0.00023081245,0.00006336244,0.000006285319],"category_scores_gemma":[0.00037260502,0.00008685318,0.000071825816,0.00019338288,0.000025925305,0.000108158645,0.000019165875,0.000055109715,0.0000011252268],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009443524,0.00033518922,0.013719101,0.0032101662,0.00034007832,4.3468262e-8,0.03593933,0.84075516,0.102519736,0.00022151589,0.001476218,0.0013890289],"study_design_scores_gemma":[0.0013761823,0.00009994592,0.002352772,0.00025414312,0.000079247,0.000001144563,0.0020203593,0.97978854,0.013757042,0.00008525949,0.000091728434,0.00009364815],"about_ca_topic_score_codex":0.000010279239,"about_ca_topic_score_gemma":0.0000035952455,"teacher_disagreement_score":0.13903336,"about_ca_system_score_codex":0.00002865406,"about_ca_system_score_gemma":0.000011083154,"threshold_uncertainty_score":0.35417697},"labels":[],"label_agreement":null},{"id":"W2152640207","doi":"10.1109/tcst.2002.1014682","title":"A QFT fault-tolerant control for electrohydraulic positioning systems","year":2002,"lang":"en","type":"article","venue":"IEEE Transactions on Control Systems Technology","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":63,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Control theory (sociology); Quantitative feedback theory; Actuator; Control engineering; Controller (irrigation); Engineering; Fault tolerance; Fault (geology); Robust control; Control system; Hydraulic cylinder; Hydraulic machinery; Computer science; Control (management); Reliability engineering","score_opus":0.008733235202322383,"score_gpt":0.19687282778253684,"score_spread":0.18813959258021445,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2152640207","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0065714186,0.0035701748,0.9785864,0.00048658514,0.0035971503,0.0030840114,0.0002097616,0.002626028,0.0012684808],"genre_scores_gemma":[0.99483794,0.000062492654,0.00007145837,0.00008050102,0.00025301974,0.00395938,0.000003843234,0.00013280002,0.00059856335],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99713224,0.00012268196,0.0010328518,0.00049211807,0.00031360087,0.0009065244],"domain_scores_gemma":[0.9984104,0.00040782994,0.00016917744,0.00068649213,0.00016620246,0.00015989835],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00034107768,0.0005109017,0.0010709848,0.0007871106,0.00036927755,0.00013602585,0.0003953993,0.0006963125,0.000034504683],"category_scores_gemma":[0.0000145913145,0.00050318555,0.00026987624,0.00047461427,0.00008615509,0.00015804413,6.2546417e-7,0.0005144876,0.0003181194],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000054224798,0.00012493438,0.000010315026,0.00045154896,0.000833063,0.000020598067,0.00020742838,0.97018087,0.0211994,0.0011236802,0.0014334985,0.004360453],"study_design_scores_gemma":[0.0045153364,0.0003946607,0.0000020069551,0.0003104983,0.0001872257,0.00044304182,0.0002201613,0.98262215,0.0011406234,0.000034293134,0.009624535,0.0005054589],"about_ca_topic_score_codex":0.00008578462,"about_ca_topic_score_gemma":0.000034234024,"teacher_disagreement_score":0.9882665,"about_ca_system_score_codex":0.0003089757,"about_ca_system_score_gemma":0.000018890189,"threshold_uncertainty_score":0.999742},"labels":[],"label_agreement":null},{"id":"W2152765547","doi":"10.1109/cca.2008.4629701","title":"Fault tolerant control for an electric power steering system","year":2008,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Torque; Power steering; Control theory (sociology); Reliability (semiconductor); Fault tolerance; Power (physics); Automotive engineering; Hydraulic machinery; Torque steering; Fault (geology); Engineering; Computer science; Observer (physics); Electric power system; Control system; Steering wheel; Control engineering; Control (management); Electrical engineering; Reliability engineering","score_opus":0.012883915883296099,"score_gpt":0.2013058217246633,"score_spread":0.1884219058413672,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2152765547","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40363973,0.00030256287,0.55691665,0.000010955104,0.0006274842,0.0006736083,0.000007414437,0.0010468224,0.03677475],"genre_scores_gemma":[0.9989505,0.00000348891,0.00033917,0.00003286109,0.00011885628,0.00009884135,0.0000026238877,0.000037797603,0.00041585052],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99918044,0.000016379916,0.0002733145,0.00012422592,0.0001227053,0.00028294502],"domain_scores_gemma":[0.99958074,0.00006541454,0.000020021227,0.00020060012,0.00003469918,0.0000985467],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013067463,0.00013695445,0.00026001476,0.000059778933,0.00007152342,0.00001815106,0.00010814586,0.000070978866,0.000024364997],"category_scores_gemma":[0.00000796955,0.000115433,0.00006320857,0.00009127358,0.0000050625094,0.00009578788,0.0000028512713,0.000053463984,0.0000665537],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009220074,0.00012697774,0.0013423888,0.0022158523,0.0006737767,0.000081406295,0.0067169284,0.87195617,0.07412189,0.008868497,0.026730828,0.007073093],"study_design_scores_gemma":[0.00077294285,0.000094329676,0.00025268085,0.000034911234,0.000010244855,0.00014994369,0.00023705525,0.9912564,0.0009909164,0.000002737455,0.0059976224,0.00020018332],"about_ca_topic_score_codex":0.00003598074,"about_ca_topic_score_gemma":0.000005318626,"teacher_disagreement_score":0.59531075,"about_ca_system_score_codex":0.000064745895,"about_ca_system_score_gemma":0.00001212521,"threshold_uncertainty_score":0.4707221},"labels":[],"label_agreement":null},{"id":"W2152969430","doi":"10.1115/1.4003686","title":"Parameter Identification in Multibody Systems Using Lie Series Solutions and Symbolic Computation","year":2011,"lang":"en","type":"article","venue":"Journal of Computational and Nonlinear Dynamics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Toyota Motor Engineering and Manufacturing North America; Ontario Centres of Excellence","keywords":"Series (stratigraphy); Computation; Multibody system; Symbolic computation; Identification (biology); Lie group; System identification; Computer science; Mechanical system; Taylor series; Applied mathematics; Function (biology); Mathematics; Algorithm; Control theory (sociology); Mathematical analysis; Artificial intelligence; Geometry; Data modeling","score_opus":0.0329762203748373,"score_gpt":0.2439009518058554,"score_spread":0.2109247314310181,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2152969430","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7526143,0.0004401511,0.24652742,0.000015593896,0.00026782556,0.00007172967,0.000009875436,0.000011711364,0.000041371935],"genre_scores_gemma":[0.9825855,0.00009708737,0.017209336,0.000004891965,0.0000692271,0.0000011396676,0.000015477704,0.000010966642,0.0000063964544],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991618,0.00004354634,0.0005073184,0.00006196151,0.00013164275,0.00009375008],"domain_scores_gemma":[0.99954903,0.00010208419,0.00015009881,0.000032267337,0.00011442083,0.000052113643],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028138666,0.000085823835,0.00018512526,0.00016923872,0.000049148755,0.00004410236,0.000039253602,0.000051605115,0.0000011049989],"category_scores_gemma":[0.000021077873,0.00008023525,0.000024901141,0.00010341437,0.000038614042,0.00024456586,0.0000110219335,0.000102568454,0.0000011104437],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014848775,0.000040490904,0.0048821764,0.00015456826,0.000055755092,0.000008477626,0.0014066233,0.9890485,0.00012554374,0.0010726159,0.000008710271,0.0031816962],"study_design_scores_gemma":[0.00024820876,0.000028760418,0.028475339,0.00010167987,0.0000173064,0.0003873225,0.0003650657,0.9686466,0.0000036129131,0.0016350657,0.000012227873,0.00007883436],"about_ca_topic_score_codex":0.00003322672,"about_ca_topic_score_gemma":0.000015775267,"teacher_disagreement_score":0.22997114,"about_ca_system_score_codex":0.000051383682,"about_ca_system_score_gemma":0.000024461326,"threshold_uncertainty_score":0.32718983},"labels":[],"label_agreement":null},{"id":"W2153182992","doi":"10.1109/tmech.2010.2092785","title":"Indirect Adaptive Control of an Electrohydraulic Servo System Based on Nonlinear Backstepping","year":2011,"lang":"en","type":"article","venue":"IEEE/ASME Transactions on Mechatronics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":128,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Backstepping; Control theory (sociology); Nonlinear system; Adaptive control; Controller (irrigation); Control engineering; Computer science; Servomechanism; Position (finance); Hydraulic machinery; Control (management); Engineering; Artificial intelligence","score_opus":0.017142569817442756,"score_gpt":0.1982485259491704,"score_spread":0.18110595613172764,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2153182992","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.048817895,0.00009142196,0.9420826,0.000012707623,0.0009391471,0.00073067663,0.00015152282,0.00071015663,0.0064638844],"genre_scores_gemma":[0.99578214,0.000010925217,0.0038159299,0.000052521198,0.0000888893,0.00010840606,0.000009614242,0.00010350476,0.000028047203],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99796164,0.00018628438,0.0006061759,0.0003362193,0.00040130888,0.000508378],"domain_scores_gemma":[0.99881804,0.00014386079,0.00012760122,0.000638276,0.000081440696,0.00019075842],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00040582736,0.00038281007,0.0005964191,0.00034480635,0.00012367684,0.000018986993,0.00030553353,0.00025919004,0.00009546093],"category_scores_gemma":[0.0000036776964,0.00037968432,0.00022931135,0.00038980183,0.000032602213,0.00017433474,8.3002413e-7,0.0004565518,0.00012863654],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029695063,0.0003405772,0.000006494722,0.00044959094,0.0003947126,0.000013900135,0.0011710108,0.9829184,0.004898242,0.0004504741,0.000015039529,0.009044609],"study_design_scores_gemma":[0.0012569943,0.0008695332,0.000014195145,0.0003241462,0.00012361417,0.000014279121,0.00045903685,0.9410841,0.055297174,0.000022263755,0.0001904341,0.00034425638],"about_ca_topic_score_codex":0.00007289712,"about_ca_topic_score_gemma":0.000071669325,"teacher_disagreement_score":0.94696426,"about_ca_system_score_codex":0.00032135574,"about_ca_system_score_gemma":0.00010068229,"threshold_uncertainty_score":0.99986553},"labels":[],"label_agreement":null},{"id":"W2153794483","doi":"10.1109/acc.2002.1025281","title":"Nonlinear observer for pneumatic system with non-negligible connection port restriction","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Control theory (sociology); Observer (physics); Nonlinear system; Pneumatic cylinder; Cylinder; State observer; Servomechanism; Port (circuit theory); Connection (principal bundle); Mathematics; Linear matrix inequality; Control valves; Computer science; Engineering; Control engineering; Physics; Control (management); Mechanical engineering; Mathematical optimization; Geometry","score_opus":0.02013307959865027,"score_gpt":0.19855339245338788,"score_spread":0.1784203128547376,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2153794483","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46304548,0.00012247774,0.4415034,0.000060244798,0.0012330748,0.0013078916,0.000012039868,0.0014307002,0.09128469],"genre_scores_gemma":[0.9956217,0.000022180435,0.0024148014,0.000013278745,0.00017762385,0.00014452063,0.000013673749,0.00004284741,0.0015493869],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99916613,0.000010837339,0.00031228474,0.00014583184,0.0001517941,0.00021313541],"domain_scores_gemma":[0.9995393,0.000066378794,0.00004655735,0.00022413484,0.000052275678,0.00007134388],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012013562,0.00015061203,0.00022634809,0.00007684115,0.0000743773,0.000038849692,0.00007000144,0.0000860324,0.00006866657],"category_scores_gemma":[0.000010141288,0.00011766193,0.000050738687,0.00020375974,0.000008024276,0.00014415823,0.0000044140606,0.00006014204,0.00019961705],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009896508,0.00042354254,0.011006831,0.0198167,0.0013312653,0.00006734591,0.0040872763,0.79087484,0.008178769,0.0060817185,0.14840034,0.009632389],"study_design_scores_gemma":[0.0005309704,0.00011995853,0.00030215146,0.00017988482,0.000027901313,0.00006341669,0.00052337773,0.9941632,0.0007151192,0.000004517861,0.003180368,0.00018909032],"about_ca_topic_score_codex":0.00010242185,"about_ca_topic_score_gemma":0.000032745753,"teacher_disagreement_score":0.5325762,"about_ca_system_score_codex":0.00010037691,"about_ca_system_score_gemma":0.000005949094,"threshold_uncertainty_score":0.47981146},"labels":[],"label_agreement":null},{"id":"W2154760066","doi":"10.1109/tmech.2010.2043850","title":"A Fully Flexible Valve Actuation System for Internal Combustion Engines","year":2010,"lang":"en","type":"article","venue":"IEEE/ASME Transactions on Mechatronics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Valve timing; Valve actuator; Electrohydraulic servo valve; Automotive engineering; Automotive industry; Actuator; Fuel efficiency; Ignition system; Internal combustion engine; Energy consumption; Camshaft; Engineering; Control theory (sociology); Mechanical engineering; Computer science; Electrical engineering; Aerospace engineering","score_opus":0.01065202056852892,"score_gpt":0.22403854419290012,"score_spread":0.2133865236243712,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2154760066","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0742104,0.000042031414,0.9178437,0.000057837642,0.005799519,0.0005634822,0.00007463542,0.0008320012,0.0005763839],"genre_scores_gemma":[0.9952358,0.00002149513,0.0037744937,0.0000126542745,0.00026501957,0.00027228435,0.00002162795,0.00006954114,0.00032705982],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988141,0.000021219419,0.00039213395,0.00021558597,0.00022851671,0.00032843498],"domain_scores_gemma":[0.99926454,0.00014203944,0.00006209829,0.00033315344,0.00008673988,0.00011141984],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031945325,0.00024352761,0.0002603091,0.00019054736,0.0001577008,0.00006765597,0.00018643054,0.00022826903,0.00007310858],"category_scores_gemma":[0.000008301412,0.00024372758,0.00024819776,0.00016211867,0.000017312177,0.00018889554,9.485802e-7,0.00040567038,0.00016058846],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000059890863,0.00009715971,0.0000040804316,0.00084221165,0.00032055547,0.0000011497581,0.0008063273,0.8828465,0.062119182,0.003898908,0.0006212043,0.048382834],"study_design_scores_gemma":[0.0011552509,0.00022850862,0.000010760846,0.00022093454,0.00015922755,0.00006042679,0.0005246447,0.8950128,0.09284636,0.0002627871,0.009082523,0.00043576348],"about_ca_topic_score_codex":0.000026305446,"about_ca_topic_score_gemma":0.000083694424,"teacher_disagreement_score":0.9210254,"about_ca_system_score_codex":0.00018322948,"about_ca_system_score_gemma":0.000045822228,"threshold_uncertainty_score":0.99389225},"labels":[],"label_agreement":null},{"id":"W2156548667","doi":"10.1115/1.4001338","title":"Inner-Loop Control for Electro-Hydraulic Actuation Systems","year":2011,"lang":"en","type":"article","venue":"Journal of Dynamic Systems Measurement and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Backlash; Control theory (sociology); Nonlinear system; Actuator; Piping; Passivity; Hydraulic machinery; Inner loop; Control system; Engineering; Control engineering; Control (management); Computer science; Controller (irrigation); Mechanical engineering; Physics","score_opus":0.022257690467541936,"score_gpt":0.1995358162790878,"score_spread":0.17727812581154587,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2156548667","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.071946986,0.02166133,0.8978528,0.00008266738,0.004665665,0.002191171,0.000023816905,0.000121350975,0.00145425],"genre_scores_gemma":[0.99909794,0.00010806612,0.000041302028,0.000032206855,0.0004418029,0.00014149431,0.0000016909783,0.00005133415,0.00008416217],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99727845,0.00016062448,0.0013002625,0.00016027357,0.0006990547,0.0004013611],"domain_scores_gemma":[0.9982252,0.00013647728,0.00059765804,0.0002094376,0.00063737587,0.000193814],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0026829012,0.0003037394,0.0008874121,0.00023679143,0.00008996011,0.000107526124,0.00021519538,0.00016493267,0.000005476086],"category_scores_gemma":[0.00012155688,0.00024071384,0.00018585281,0.00010987712,0.000023963848,0.00024589562,0.0000040754003,0.00018552408,0.0000069787748],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0041862875,0.001128833,0.015308299,0.015621973,0.025802027,0.0001759625,0.013578332,0.14674865,0.668882,0.0062113455,0.02094443,0.08141183],"study_design_scores_gemma":[0.011526926,0.0009104069,0.0019862738,0.0011238933,0.00074232044,0.00047951358,0.001062069,0.9764842,0.00019080746,0.00011754691,0.004815994,0.0005600536],"about_ca_topic_score_codex":0.00005886493,"about_ca_topic_score_gemma":0.000011075323,"teacher_disagreement_score":0.92715096,"about_ca_system_score_codex":0.00030174604,"about_ca_system_score_gemma":0.00008195685,"threshold_uncertainty_score":0.98160255},"labels":[],"label_agreement":null},{"id":"W2159295625","doi":"10.1520/jai101985","title":"Comparison of CANDU Fuel Bundle Finite Element Model with Unirradiated Mechanical Load Experiments","year":2009,"lang":"en","type":"article","venue":"Journal of ASTM International","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nuclear Waste Management Organization","funders":"","keywords":"Finite element method; Bundle; Materials science; Nuclear engineering; Structural engineering; Composite material; Engineering","score_opus":0.02830347038322496,"score_gpt":0.29860327357923416,"score_spread":0.2702998031960092,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2159295625","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.61886466,0.00043219852,0.36076453,0.00047635933,0.0010790728,0.00014976224,0.00002490699,0.000032062217,0.018176489],"genre_scores_gemma":[0.9962457,0.000016904114,0.0034596182,0.000041818097,0.0001097463,0.0000011256911,0.0000042540537,0.000009002306,0.00011182845],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985057,0.000017997292,0.000684031,0.000057715846,0.0006299259,0.00010463475],"domain_scores_gemma":[0.99930024,0.000034440174,0.00027430322,0.000083513856,0.00022952748,0.00007795567],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002266943,0.000100665915,0.00027393564,0.00009440829,0.000011589683,0.000019296827,0.00021746937,0.000041308314,0.00012839041],"category_scores_gemma":[0.000024105688,0.00007791717,0.00006681274,0.000059391095,0.000009605199,0.000112941314,0.0000086446435,0.00013568401,0.000005553623],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010461062,0.00028703106,0.001060363,0.000016462967,0.0003026447,0.000007097822,0.0015369885,0.98413837,0.007082567,0.0007841988,0.0034466824,0.0012329692],"study_design_scores_gemma":[0.0011183006,0.00041105092,0.0008150309,0.00015415438,0.000018825718,0.000037744234,0.00025467158,0.98959184,0.0054677534,0.00021191112,0.0018175493,0.0001011553],"about_ca_topic_score_codex":0.000008007042,"about_ca_topic_score_gemma":0.0000064609003,"teacher_disagreement_score":0.3773811,"about_ca_system_score_codex":0.00016522007,"about_ca_system_score_gemma":0.000068957066,"threshold_uncertainty_score":0.31773698},"labels":[],"label_agreement":null},{"id":"W2159544141","doi":"10.1109/icsmc.1995.538017","title":"Position and force control of an electrohydraulic manipulator in the presence of friction","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Control theory (sociology); Trajectory; Position (finance); Acceleration; Controller (irrigation); Work (physics); Computer science; Tracking (education); Control engineering; Engineering; Control (management); Mechanical engineering; Physics; Artificial intelligence; Classical mechanics","score_opus":0.009391294178135296,"score_gpt":0.19344717004021622,"score_spread":0.18405587586208091,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2159544141","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9663737,0.00036057105,0.023807576,0.000042388878,0.000031478583,0.00020130207,0.0000011883212,0.00002507744,0.009156764],"genre_scores_gemma":[0.9998565,0.000028438213,0.000045574317,0.0000166782,0.000014814204,0.0000088026145,8.063803e-7,0.0000043417353,0.000024080166],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996101,0.00003414683,0.00015814716,0.00004761434,0.00008079276,0.00006917299],"domain_scores_gemma":[0.9997971,0.000053188884,0.0000222656,0.0001052767,0.000009049931,0.000013114607],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011667747,0.000043637614,0.00009363052,0.000036180685,0.0000087899525,0.000004643077,0.00005115058,0.000030030204,0.000021234975],"category_scores_gemma":[0.0000070978367,0.00003100213,0.0000120167415,0.00008505235,0.000009170319,0.00008262736,0.0000017230225,0.00003281467,0.0000015361372],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000057949004,0.00038856597,0.014170937,0.001444431,0.00018623892,0.000012043575,0.028462578,0.18297225,0.7143433,0.018870763,0.0014793415,0.03761159],"study_design_scores_gemma":[0.00027832622,0.00007925248,0.006480083,0.000023311279,0.0000068501195,0.000013467231,0.0001716795,0.98676,0.005950124,0.0001545167,0.000039108498,0.000043257205],"about_ca_topic_score_codex":0.000081753395,"about_ca_topic_score_gemma":0.000024182422,"teacher_disagreement_score":0.80378777,"about_ca_system_score_codex":0.000006718778,"about_ca_system_score_gemma":7.8010294e-7,"threshold_uncertainty_score":0.12642302},"labels":[],"label_agreement":null},{"id":"W2159575363","doi":"10.1109/robot.2006.1641968","title":"Modeling and control of a miniature servo pneumatic actuator","year":2006,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Control theory (sociology); Pneumatic actuator; Actuator; Servomechanism; Nonlinear system; Tracking error; Controller (irrigation); Backstepping; Rotary actuator; Servomotor; Servo; Trajectory; Control engineering; Engineering; Computer science; Adaptive control; Mechanical engineering; Physics; Control (management)","score_opus":0.004502541001998794,"score_gpt":0.1734890883051134,"score_spread":0.1689865473031146,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2159575363","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8428855,0.0005078397,0.14786415,0.000036275494,0.00007995021,0.00012742312,0.0000046045175,0.000112517606,0.008381723],"genre_scores_gemma":[0.99896264,0.000007134823,0.0008259691,0.000018892992,0.000040264524,0.000006906578,0.0000015358175,0.000012858448,0.00012378013],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995344,0.000008636276,0.00021855239,0.000058196423,0.000078460376,0.00010175121],"domain_scores_gemma":[0.99979955,0.000040710456,0.00001438974,0.00010172697,0.000014551987,0.00002906796],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007172322,0.00008078129,0.00018674796,0.000030272506,0.000011921332,0.000010119773,0.000041926425,0.00005672089,0.000031787764],"category_scores_gemma":[0.000006272777,0.000064650325,0.000024914016,0.000043779208,0.000006985936,0.000041965555,0.000004244932,0.000040405954,0.000008406457],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008614947,0.0000354058,0.001383166,0.0017255003,0.00014477114,0.0000044166386,0.0014991115,0.951014,0.038401857,0.0020956956,0.0015335978,0.0021539107],"study_design_scores_gemma":[0.00029570246,0.0000068202144,0.00015086462,0.000052355634,0.000011862043,0.0000073801816,0.00009152238,0.99869704,0.00030005502,0.0001978125,0.000115154566,0.000073405376],"about_ca_topic_score_codex":0.000110774025,"about_ca_topic_score_gemma":0.00002762988,"teacher_disagreement_score":0.15607715,"about_ca_system_score_codex":0.000007123395,"about_ca_system_score_gemma":0.000004422904,"threshold_uncertainty_score":0.26363638},"labels":[],"label_agreement":null},{"id":"W2159753986","doi":"10.1109/acc.2006.1657214","title":"Coordination of hydraulic manipulators by reinforcement learning","year":2006,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Reinforcement learning; Actuator; Trajectory; Computer science; Control theory (sociology); Controller (irrigation); Artificial neural network; Position (finance); Object (grammar); Control engineering; Artificial intelligence; Control (management); Engineering","score_opus":0.005189883905121357,"score_gpt":0.18319464062572077,"score_spread":0.17800475672059943,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2159753986","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.39571968,0.00019655527,0.14035194,0.00003346018,0.00018956017,0.00016106562,4.6839583e-7,0.00031938645,0.4630279],"genre_scores_gemma":[0.99211466,0.000003806972,0.000055246855,0.0000068498794,0.000029541918,0.0000064655696,0.000019654139,0.000012924626,0.007750829],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99946254,0.00000886371,0.0002463736,0.000053630087,0.00012318003,0.00010538794],"domain_scores_gemma":[0.9998399,0.00001690766,0.000032388154,0.00007698007,0.000013971436,0.000019824012],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008393869,0.000071223134,0.0001094254,0.000040077026,0.00001903621,0.000007657788,0.00004670389,0.0000389634,0.00018254445],"category_scores_gemma":[0.0000045935944,0.00006646684,0.000026973346,0.00008564132,0.0000074874215,0.000052412408,0.0000059696504,0.000042159398,0.000053847925],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[6.260139e-7,0.0000067327246,0.0033742697,0.00009377491,0.000017162254,3.7106366e-7,0.000102066144,0.9517543,0.008110937,0.0022341064,0.033292327,0.0010133438],"study_design_scores_gemma":[0.0002501238,0.000028068047,0.0010290835,0.000029299754,0.0000075789058,0.0000026753914,0.000104729304,0.92844564,0.016783737,0.000073646785,0.053098504,0.00014689117],"about_ca_topic_score_codex":0.00043261016,"about_ca_topic_score_gemma":0.000007177995,"teacher_disagreement_score":0.596395,"about_ca_system_score_codex":0.000028237939,"about_ca_system_score_gemma":0.000002316837,"threshold_uncertainty_score":0.27104393},"labels":[],"label_agreement":null},{"id":"W2160818152","doi":"10.1109/icsmc.2004.1401358","title":"A robust feedback linearization force control of a pneumatic actuator","year":2005,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Actuator; Control theory (sociology); Feedback linearization; Pneumatic actuator; Linearization; Robust control; Computer science; Control engineering; Control (management); Feedback control; Control system; Engineering; Nonlinear system; Physics; Artificial intelligence","score_opus":0.011914765200411567,"score_gpt":0.18869136965704036,"score_spread":0.1767766044566288,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2160818152","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08274431,0.00011075201,0.88717955,0.00011644934,0.0001346514,0.00028566038,0.0000049406563,0.0002470847,0.029176624],"genre_scores_gemma":[0.9956824,0.000009608999,0.003169631,0.0000557417,0.00009828981,0.000014970448,0.0000039786255,0.000020108953,0.00094526116],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993504,0.0000149267435,0.00031849273,0.0000665988,0.00011901011,0.00013054992],"domain_scores_gemma":[0.9996487,0.00007679933,0.000038680035,0.00015609399,0.000029430536,0.000050329625],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000116045754,0.000093535535,0.00020151531,0.000045248216,0.0000150260275,0.000012610762,0.00007938352,0.000058399117,0.0003284978],"category_scores_gemma":[0.00003339795,0.00007913435,0.00004393185,0.00010016729,0.000010630606,0.000093819115,0.0000047930207,0.000043313114,0.00018754297],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000061457877,0.000034587105,0.00029776126,0.00041652698,0.00010904096,4.6999799e-7,0.0013724044,0.96883273,0.0124352295,0.00088517444,0.0022275455,0.013382397],"study_design_scores_gemma":[0.0004916736,0.000015585516,0.0001797314,0.000053648768,0.000013629884,0.000004880105,0.000074425385,0.9957144,0.0018443642,0.000019428902,0.0014957712,0.00009244576],"about_ca_topic_score_codex":0.000011513186,"about_ca_topic_score_gemma":0.000014457305,"teacher_disagreement_score":0.9129381,"about_ca_system_score_codex":0.000026696067,"about_ca_system_score_gemma":0.0000101077985,"threshold_uncertainty_score":0.35968205},"labels":[],"label_agreement":null},{"id":"W2160823818","doi":"10.1007/978-3-540-79224-6_12","title":"Physics-Based Model of Control Valve Stiction","year":2008,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Stiction; Materials science; Nanotechnology; Microelectromechanical systems","score_opus":0.03211643520673056,"score_gpt":0.22582678697784797,"score_spread":0.1937103517711174,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2160823818","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00012597041,0.00908579,0.5212288,0.000034593588,0.003587206,0.0023912704,0.0008457372,0.0003303587,0.46237028],"genre_scores_gemma":[0.99476516,0.00061804533,0.00007831459,0.000048755577,0.0011467849,0.00008278828,0.00003449871,0.00010204098,0.0031235805],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981934,0.000034233843,0.00087268633,0.0002537858,0.00036813153,0.00027776678],"domain_scores_gemma":[0.99875003,0.00044110275,0.00030942232,0.00034523857,0.00007829142,0.00007593775],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00018309493,0.0004118787,0.0010729422,0.00014617496,0.000031352418,0.0000092625505,0.00020590634,0.0006274075,0.00005051528],"category_scores_gemma":[0.0000683642,0.00042117562,0.00029573523,0.000047947862,0.000095722,0.00016705199,0.0000063403686,0.00063740823,0.000025802912],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010116534,0.000012131155,0.000037576905,0.00008371289,0.0001332468,0.0000044012722,0.000048150814,0.979778,0.000054110085,0.0020290741,0.00042577268,0.017292675],"study_design_scores_gemma":[0.009087499,0.00011477279,0.0000019002489,0.00078082405,0.00017602296,0.0000023998277,0.0000063080242,0.94667447,0.00005055829,0.002280037,0.040304616,0.0005205865],"about_ca_topic_score_codex":0.000014930463,"about_ca_topic_score_gemma":0.000021145112,"teacher_disagreement_score":0.9946392,"about_ca_system_score_codex":0.00017383024,"about_ca_system_score_gemma":0.0001280768,"threshold_uncertainty_score":0.999824},"labels":[],"label_agreement":null},{"id":"W2161700699","doi":"10.1109/tie.2009.2032198","title":"A Wavelet-Based Approach to Internal Seal Damage Diagnosis in Hydraulic Actuators","year":2009,"lang":"en","type":"article","venue":"IEEE Transactions on Industrial Electronics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":112,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Actuator; Leakage (economics); Control theory (sociology); Root mean square; Wavelet; Pressure sensor; Fault (geology); Wavelet transform; Engineering; Computer science; Acoustics; Artificial intelligence; Mechanical engineering; Physics; Electrical engineering; Geology","score_opus":0.02298590668879067,"score_gpt":0.22897417457097913,"score_spread":0.20598826788218846,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2161700699","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.29593736,0.000043827808,0.6965075,0.0005404772,0.00091676624,0.0009091478,0.000035974295,0.0004007758,0.0047081453],"genre_scores_gemma":[0.99889714,0.00002721033,0.00033788136,0.00028969726,0.00017827781,0.00014722112,0.000007522013,0.000044200977,0.00007087915],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981916,0.00008822129,0.00047754392,0.0003015112,0.00030717743,0.0006339583],"domain_scores_gemma":[0.9992733,0.00012979202,0.000037997466,0.00032405165,0.000019076117,0.00021578759],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00027764658,0.00030499135,0.00037138726,0.00041109542,0.00007564494,0.00006199639,0.0002854357,0.0003309258,0.000053627144],"category_scores_gemma":[0.000013321288,0.00031798487,0.00013503555,0.0007911432,0.00001673294,0.00011249794,5.674455e-7,0.0010010897,0.000066027096],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012342517,0.0004246615,0.000022822107,0.0000202474,0.00006965024,0.000008514882,0.0005839029,0.7882783,0.00043799976,0.0000854888,0.002342086,0.2076029],"study_design_scores_gemma":[0.0073119327,0.0021583755,0.00018480301,0.00046493538,0.00013054363,0.000036141868,0.00029752028,0.8689483,0.08886249,0.00014407259,0.029761545,0.0016993292],"about_ca_topic_score_codex":0.000094696356,"about_ca_topic_score_gemma":0.0001386019,"teacher_disagreement_score":0.7029597,"about_ca_system_score_codex":0.0006504155,"about_ca_system_score_gemma":0.00015248053,"threshold_uncertainty_score":0.9999272},"labels":[],"label_agreement":null},{"id":"W2161718960","doi":"10.1109/robot.1999.769967","title":"Robust force controller design for an electrohydraulic actuator based on nonlinear model","year":2003,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Actuator; Control theory (sociology); Nonlinear system; Computer science; Control engineering; Nonlinear model; Controller (irrigation); Robust control; Pneumatic actuator; Engineering; Control (management); Artificial intelligence; Physics","score_opus":0.049083304753300444,"score_gpt":0.23482785095001835,"score_spread":0.1857445461967179,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2161718960","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0024858944,0.000022242495,0.9660666,0.000025758607,0.00010444738,0.0008568492,0.0000072179755,0.0003431456,0.030087817],"genre_scores_gemma":[0.88856375,0.0000020477644,0.109694645,0.0004683435,0.00009079243,0.00021776005,0.000011686307,0.00007572097,0.00087524066],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989183,0.00005218101,0.0002722388,0.00020531387,0.00015853731,0.00039344793],"domain_scores_gemma":[0.99926627,0.00024069467,0.000027485574,0.0002738054,0.0000411155,0.0001506607],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003690734,0.00022231559,0.00029120332,0.00007993471,0.000065766544,0.000039560204,0.00012769851,0.00012168805,0.000052599185],"category_scores_gemma":[0.000072089395,0.00018535604,0.00009251001,0.000098939454,0.000009492827,0.00009480743,0.0000016668547,0.00008543756,0.000045595527],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033070835,0.000035936577,0.0000013334616,0.0000364314,0.000025620291,3.2968157e-7,0.000059264174,0.9930119,0.0032227929,0.00080466067,0.0023865267,0.00038212023],"study_design_scores_gemma":[0.0014103564,0.00021534588,7.7783534e-7,0.000017455295,0.00001683714,0.0000020916154,0.000021241658,0.98799783,0.008069471,0.00037475236,0.0016380516,0.0002358119],"about_ca_topic_score_codex":0.0000029344717,"about_ca_topic_score_gemma":0.0000048176103,"teacher_disagreement_score":0.8860779,"about_ca_system_score_codex":0.00006387708,"about_ca_system_score_gemma":0.000052928663,"threshold_uncertainty_score":0.75586003},"labels":[],"label_agreement":null},{"id":"W2162900424","doi":"10.1002/eqe.884","title":"A Rosenbrock‐W method for real‐time dynamic substructuring and pseudo‐dynamic testing","year":2009,"lang":"en","type":"article","venue":"Earthquake Engineering & Structural Dynamics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Jacobian matrix and determinant; Nonlinear system; Dynamic testing; Eigenvalues and eigenvectors; Modal; Control theory (sociology); Applied mathematics; Damping matrix; Dissipation; Stability (learning theory); Dynamic equation; Matrix (chemical analysis); Algorithm; Mathematics; Stiffness matrix; Stiffness; Structural engineering; Computer science; Engineering","score_opus":0.004929071872749216,"score_gpt":0.22108185665174582,"score_spread":0.2161527847789966,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2162900424","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8415603,0.00019497653,0.1553937,0.000043881366,0.0005899531,0.00056165224,0.00008471297,0.0012909039,0.00027990068],"genre_scores_gemma":[0.8830587,0.000030777657,0.11637941,0.00001526074,0.00011328783,0.000023707116,0.000096016076,0.00012084018,0.00016197766],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99778706,0.000028176419,0.0006456532,0.00048020316,0.00024684286,0.0008120947],"domain_scores_gemma":[0.9988001,0.00039023682,0.00009695086,0.00041245267,0.00007202535,0.00022823997],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00023848124,0.0006007616,0.0006504267,0.00022807045,0.00017579395,0.00015567738,0.00027036457,0.00024470472,0.0000091092625],"category_scores_gemma":[0.00014970581,0.0006162283,0.00013751085,0.00037732586,0.000027359009,0.0002587797,0.000036493846,0.00034941,0.000008598644],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012101683,0.0000036554022,0.00015785197,0.00044431692,0.000101546044,0.000014258991,0.0004383336,0.41376472,0.016043857,0.00067059725,0.000017621085,0.5683311],"study_design_scores_gemma":[0.00041030996,0.00007123277,0.1937462,0.00011689325,0.000037752565,0.00025102388,0.00003087641,0.80410206,0.000046807098,0.00057141116,0.000050648385,0.00056477345],"about_ca_topic_score_codex":0.000033579727,"about_ca_topic_score_gemma":0.000045695364,"teacher_disagreement_score":0.56776637,"about_ca_system_score_codex":0.00023134747,"about_ca_system_score_gemma":0.000021808017,"threshold_uncertainty_score":0.9996289},"labels":[],"label_agreement":null},{"id":"W2163980729","doi":"10.23919/oceans.2009.5422276","title":"Design and operational performance of a standalone passive heave compensation system for a work class ROV","year":2009,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"OceanWorks International (Canada)","funders":"","keywords":"Compensation (psychology); Process (computing); Computer science; Work (physics); Design process; Control engineering; Factory (object-oriented programming); Engineering; Engineering design process; Marine engineering; Control theory (sociology); Work in process; Control (management); Mechanical engineering","score_opus":0.015126644019811846,"score_gpt":0.20703029223793237,"score_spread":0.19190364821812053,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2163980729","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.27949026,0.000101049714,0.7175244,0.000081292885,0.000106719446,0.0005970187,0.0000045946176,0.00008934173,0.0020053023],"genre_scores_gemma":[0.9914095,0.000006822042,0.008403954,0.000019402869,0.00003884872,0.00003206472,0.0000066127545,0.000006737509,0.00007607393],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995135,0.000017075832,0.00021564183,0.00006841686,0.000094916395,0.00009043877],"domain_scores_gemma":[0.9997291,0.00008956979,0.0000278361,0.000068976464,0.000053140047,0.000031355998],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015032403,0.0000736953,0.00016060357,0.000030936062,0.00003703073,0.00001723903,0.00003227991,0.00004088119,0.0000066475445],"category_scores_gemma":[0.0000056409162,0.00006158255,0.000015511496,0.00006328388,0.000008555156,0.0000718273,0.0000022289782,0.00002559172,0.000004015133],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027430092,0.000050280036,0.0013749007,0.0018575907,0.00017481046,0.0000019575984,0.003910272,0.9342219,0.012693118,0.016918339,0.006764655,0.021757843],"study_design_scores_gemma":[0.0004971709,0.00015705275,0.0029508916,0.00020953572,0.0000091240045,0.00000937303,0.00018097072,0.99040574,0.00525091,0.000013168143,0.0002192471,0.00009684295],"about_ca_topic_score_codex":0.0000021122169,"about_ca_topic_score_gemma":4.4549256e-7,"teacher_disagreement_score":0.7119192,"about_ca_system_score_codex":0.000043653443,"about_ca_system_score_gemma":0.000014080621,"threshold_uncertainty_score":0.25112635},"labels":[],"label_agreement":null},{"id":"W2164102621","doi":"10.1109/acc.2000.876995","title":"Stable control of an electro-hydraulic actuator during contact tasks: Theory and experiments","year":2000,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Control theory (sociology); Controller (irrigation); Actuator; Lyapunov function; Piecewise; Position (finance); Stability (learning theory); Uniqueness; Computer science; Lyapunov stability; Hydraulic cylinder; Control engineering; Mathematics; Engineering; Control (management); Nonlinear system; Mechanical engineering; Artificial intelligence; Physics","score_opus":0.004778491746916537,"score_gpt":0.20910300628232587,"score_spread":0.20432451453540934,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2164102621","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9754973,0.00060338585,0.0024209744,0.0000047523076,0.000048192273,0.00022261488,0.000006670954,0.00016650466,0.02102961],"genre_scores_gemma":[0.9990231,0.00005072733,0.0000812778,0.000046444027,0.00004441266,0.000025838255,0.0000029908078,0.000028997767,0.0006962233],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99915516,0.00007133894,0.00026522583,0.00013301443,0.000120865785,0.00025440147],"domain_scores_gemma":[0.99955827,0.000076514996,0.000024407027,0.00021748309,0.00001117968,0.00011215268],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002093774,0.000149198,0.0002835077,0.00004237101,0.000039488757,0.000023322875,0.00009266849,0.00006245741,0.00174918],"category_scores_gemma":[0.000008375392,0.00012715193,0.00003158118,0.000057353107,0.000017393844,0.00018396681,0.0000046930454,0.00006343742,0.000036229598],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00035913466,0.00015656604,0.0009125905,0.0004291886,0.0005740432,0.000019185893,0.0067340755,0.0057615144,0.9619051,0.0023279833,0.00034206806,0.020478545],"study_design_scores_gemma":[0.008844293,0.00058822957,0.010679581,0.0002479976,0.00010987098,0.00013849176,0.0025034538,0.10934475,0.8565944,0.0007747052,0.008948512,0.0012257588],"about_ca_topic_score_codex":0.00006513712,"about_ca_topic_score_gemma":0.0000037026095,"teacher_disagreement_score":0.105310746,"about_ca_system_score_codex":0.000029016868,"about_ca_system_score_gemma":0.000009486613,"threshold_uncertainty_score":0.9991633},"labels":[],"label_agreement":null},{"id":"W2164427921","doi":"10.1109/robot.2005.1570176","title":"Overall Stability Analysis of Hydraulic Actuator’s Switching Contact Control Using the Concept of Lyapunov Exponents","year":2006,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Linearization; Control theory (sociology); Lyapunov function; Lyapunov exponent; Nonlinear system; Actuator; Lyapunov equation; Lyapunov redesign; Stability (learning theory); Discontinuity (linguistics); Computation; Lyapunov stability; Mathematics; Nonlinear control; Computer science; Control (management); Mathematical analysis; Physics; Algorithm","score_opus":0.014594942295718566,"score_gpt":0.22397284535089146,"score_spread":0.2093779030551729,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2164427921","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8551871,0.0001672797,0.1410217,0.000011714808,0.000113883274,0.0002498285,0.000026854237,0.000060741546,0.0031608527],"genre_scores_gemma":[0.9996956,0.0000019108131,0.00018715938,0.00002814485,0.00004055776,0.0000058447513,0.000008456373,0.00001773358,0.000014569321],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984309,0.00010626985,0.00078312133,0.00014901468,0.00030622963,0.00022448544],"domain_scores_gemma":[0.9988748,0.00038268795,0.00018905866,0.0004458492,0.00006434103,0.00004326172],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042062323,0.0001795981,0.00068459846,0.000113845956,0.000041848052,0.0000167865,0.00019694459,0.00007811657,0.00031116896],"category_scores_gemma":[0.000030636784,0.00012332166,0.00027108105,0.00035797054,0.000035038283,0.00010817846,0.00001727932,0.00009260027,0.0000020129423],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030123518,0.00011173125,0.04998008,0.00015795426,0.0029484143,0.0000024498217,0.0037964196,0.7265775,0.21395847,0.0016290687,0.00017691878,0.0006308647],"study_design_scores_gemma":[0.0008142123,0.00002119813,0.03632371,0.000039851846,0.0006758809,0.0000018671636,0.00058494485,0.94366705,0.017515404,0.00007778417,0.000090330665,0.00018774868],"about_ca_topic_score_codex":0.0048247557,"about_ca_topic_score_gemma":0.00024432156,"teacher_disagreement_score":0.21708956,"about_ca_system_score_codex":0.0000731248,"about_ca_system_score_gemma":0.000021210455,"threshold_uncertainty_score":0.72936195},"labels":[],"label_agreement":null},{"id":"W2165561557","doi":"10.1115/imece2005-81092","title":"Inner-Loop Feedback for Deadband Compensation in Electromechanical Flight Surface Actuation Systems","year":2005,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Actuator; Inner loop; Control theory (sociology); Aileron; Compensation (psychology); Flight control surfaces; Control system; Modular design; Loop (graph theory); Feedback loop; Computer science; Engineering; Control engineering; Controller (irrigation); Control (management); Aerospace engineering; Aerodynamics","score_opus":0.014650009915154505,"score_gpt":0.22534993549712945,"score_spread":0.21069992558197495,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2165561557","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7363912,0.00023761051,0.25625795,0.00021175624,0.00038338936,0.0007698424,0.0000040001614,0.0002478067,0.005496451],"genre_scores_gemma":[0.9977901,0.000017505115,0.0011182103,0.000026371848,0.00015613809,0.000049505485,0.000030887775,0.000026029462,0.000785224],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990741,0.000027444385,0.00038499662,0.00013661504,0.00013498036,0.00024189093],"domain_scores_gemma":[0.999589,0.00015002451,0.000034083736,0.00014061473,0.000035172186,0.000051092324],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003425835,0.00012742054,0.00022431176,0.000060796145,0.000028571105,0.00004565495,0.00008397731,0.00011666514,0.000046781097],"category_scores_gemma":[0.000023237919,0.00011651387,0.000033630848,0.00015167224,0.000004804366,0.00014957436,0.000005438813,0.00007429683,0.00012614336],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028269797,0.00007088817,0.0004967222,0.00046535887,0.00007450796,0.0000010751994,0.0010527308,0.8727087,0.09755931,0.009185155,0.009214022,0.00914328],"study_design_scores_gemma":[0.0006339943,0.000034753415,0.00025491742,0.000054003343,0.0000066071507,0.000008003188,0.00010275035,0.98366463,0.006840461,0.000053704454,0.008176786,0.00016935958],"about_ca_topic_score_codex":0.00006176454,"about_ca_topic_score_gemma":0.00022015268,"teacher_disagreement_score":0.26139894,"about_ca_system_score_codex":0.0001679934,"about_ca_system_score_gemma":0.000014496386,"threshold_uncertainty_score":0.47512978},"labels":[],"label_agreement":null},{"id":"W2166011811","doi":"10.1002/eqe.886","title":"Kinematic transformations for planar multi‐directional pseudodynamic testing","year":2009,"lang":"en","type":"article","venue":"Earthquake Engineering & Structural Dynamics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Kinematics; Transformation (genetics); Position (finance); Displacement (psychology); Nonlinear system; Rotation (mathematics); Algorithm; Block (permutation group theory); Trigonometry; Trigonometric functions; Mathematics; Control theory (sociology); Computer science; Geometry; Classical mechanics; Artificial intelligence; Physics","score_opus":0.010983104356513174,"score_gpt":0.211420536765595,"score_spread":0.20043743240908182,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2166011811","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.44005015,0.00009387355,0.5565935,0.00006514768,0.0009289486,0.00051146507,0.00012634319,0.0010425093,0.00058806007],"genre_scores_gemma":[0.9494411,0.000004681147,0.05001769,0.000019479841,0.00016821573,0.000038757662,0.00017304395,0.000048528655,0.0000885164],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986875,0.000009826537,0.0004957568,0.00018328363,0.00018568845,0.00043793654],"domain_scores_gemma":[0.99939865,0.00018349531,0.000046207482,0.00019940356,0.000056750745,0.000115496245],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000118340555,0.00031474174,0.00031880065,0.00015336038,0.00013431543,0.000070463924,0.00017242855,0.00012281943,0.000011986066],"category_scores_gemma":[0.000096963144,0.0003157432,0.000121834055,0.00029987152,0.000013303671,0.00022240928,0.0000036496108,0.00021594577,0.000014986757],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000030822807,0.0000059828058,0.00011430712,0.00029405524,0.00005535688,0.0000023865766,0.00034065405,0.8703892,0.0007246536,0.0018004348,0.000074810065,0.12619507],"study_design_scores_gemma":[0.00036838083,0.000040048682,0.145883,0.00009275127,0.000020536161,0.00009266146,0.00002900192,0.8527831,0.000012951795,0.00021665214,0.00014287437,0.00031808444],"about_ca_topic_score_codex":0.000012332266,"about_ca_topic_score_gemma":0.000042717267,"teacher_disagreement_score":0.5093909,"about_ca_system_score_codex":0.00013873934,"about_ca_system_score_gemma":0.000016969072,"threshold_uncertainty_score":0.9999295},"labels":[],"label_agreement":null},{"id":"W2166660691","doi":"10.1109/tie.2010.2095396","title":"A Wavelet-Based Approach for External Leakage Detection and Isolation From Internal Leakage in Valve-Controlled Hydraulic Actuators","year":2010,"lang":"en","type":"article","venue":"IEEE Transactions on Industrial Electronics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":76,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Leakage (economics); Actuator; Fault detection and isolation; Root mean square; Control theory (sociology); Wavelet; Wavelet transform; Engineering; Acoustics; Computer science; Physics; Electrical engineering; Artificial intelligence","score_opus":0.014188536431759203,"score_gpt":0.2148317009013494,"score_spread":0.20064316446959019,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2166660691","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.37587398,0.000034280456,0.6222596,0.000016179945,0.00085331977,0.0007174114,0.00002031385,0.00011218693,0.00011267988],"genre_scores_gemma":[0.997935,0.000016453914,0.0012372703,0.000028759208,0.0003744302,0.00029683972,0.000010792487,0.00006163635,0.00003882524],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99842453,0.000081267244,0.00054495805,0.0003187891,0.00020783147,0.00042259708],"domain_scores_gemma":[0.9991743,0.00035888585,0.0000974431,0.00022866063,0.000027845124,0.00011283906],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00041871058,0.0002946832,0.0004505468,0.00029166247,0.00012478078,0.000087327724,0.00014372142,0.000495016,0.000032524647],"category_scores_gemma":[0.000029611527,0.00029399976,0.00021375642,0.00022267204,0.000033592583,0.00017061183,7.119297e-7,0.0012375453,0.0000058321034],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002726905,0.0003847665,0.000073442054,0.00008254597,0.00048374853,0.0000031982534,0.00092609756,0.2677313,0.21079576,0.00006753095,0.000057674868,0.516667],"study_design_scores_gemma":[0.009814824,0.0002606367,0.000033961274,0.000045960645,0.0000937035,0.00000876592,0.00005181788,0.93844014,0.050402325,0.00013366112,0.00041836305,0.00029581637],"about_ca_topic_score_codex":0.00029064453,"about_ca_topic_score_gemma":0.00090568553,"teacher_disagreement_score":0.6707089,"about_ca_system_score_codex":0.0002258797,"about_ca_system_score_gemma":0.000094600924,"threshold_uncertainty_score":0.99995124},"labels":[],"label_agreement":null},{"id":"W2166700987","doi":"10.24908/pceea.v0i0.4016","title":"ESTIMATION OF STRUCTURAL DYNAMICS OF A MODEL BOOM OF DRAGLINE DRE-23 BY OUTPUT-ONLY SYSTEM IDENTIFICATION METHODS","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Boom; Modal; Frequency domain; Impulse response; Modal analysis; Shaker; System identification; Substructure; Time domain; Impulse (physics); Control theory (sociology); Structural engineering; Acoustics; Mathematics; Physics; Computer science; Engineering; Mathematical analysis; Materials science; Vibration; Classical mechanics","score_opus":0.01062664162961689,"score_gpt":0.2298585387110757,"score_spread":0.21923189708145882,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2166700987","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9492349,0.00025262314,0.043040432,0.00015909866,0.0017538593,0.00080252264,0.00034043088,0.000136469,0.0042796633],"genre_scores_gemma":[0.9893954,0.0000041216867,0.010109438,0.0000039148795,0.000025744974,0.000024913656,0.00003945538,0.00003570153,0.00036131905],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99854165,0.000013469492,0.00083400117,0.0001259703,0.0003011654,0.00018374728],"domain_scores_gemma":[0.998287,0.00005094052,0.0008404755,0.0001547037,0.0005655714,0.00010126986],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007214192,0.0001554663,0.00034154745,0.00029378876,0.000041038882,0.000016106535,0.0003010744,0.00017533751,0.0000048046336],"category_scores_gemma":[0.00046397015,0.00015918368,0.00010006256,0.00042285956,0.000021768603,0.00020861287,0.000013403318,0.00011622753,8.6930135e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018720977,0.00017011093,0.04633722,0.01945109,0.0011909775,5.7407153e-8,0.036147345,0.7062725,0.05837897,0.08798492,0.0125489775,0.031499133],"study_design_scores_gemma":[0.00010516545,0.000009511314,0.015612802,0.00028654607,0.00007821055,0.0000020502032,0.00070544705,0.9670393,0.01579178,0.00020274104,0.00003198493,0.0001344639],"about_ca_topic_score_codex":0.004251854,"about_ca_topic_score_gemma":0.00064048346,"teacher_disagreement_score":0.2607668,"about_ca_system_score_codex":0.0012396636,"about_ca_system_score_gemma":0.0002798017,"threshold_uncertainty_score":0.6491322},"labels":[],"label_agreement":null},{"id":"W2166868970","doi":"10.1080/14399776.2002.10781143","title":"An Empirical Discharge Coefficient Model for Orifice Flow","year":2002,"lang":"en","type":"article","venue":"International Journal of Fluid Power","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":71,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada; University of Illinois at Urbana-Champaign; Nanjing University of Science and Technology; University of Science and Technology of China; Zhejiang University of Technology; University of Saskatchewan","keywords":"Flow coefficient; Body orifice; Discharge coefficient; Bernoulli's principle; Pressure drop; Orifice plate; Mechanics; Reynolds number; Bandwidth throttling; Pressure coefficient; Flow (mathematics); Flow conditioning; Mathematics; Control theory (sociology); Thermodynamics; Physics; Engineering; Turbulence; Mechanical engineering; Computer science","score_opus":0.028010488193593332,"score_gpt":0.2893657071314977,"score_spread":0.26135521893790437,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2166868970","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12047224,0.0003334887,0.8718964,0.000525775,0.0037634065,0.00009259487,0.000050721686,0.000039061393,0.0028263077],"genre_scores_gemma":[0.9959386,0.000028375667,0.0030400995,0.0001686189,0.00048043494,0.000004247943,0.000004354838,0.000021596223,0.00031364657],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989546,0.000014977844,0.0004306069,0.00007216143,0.00039319918,0.00013447407],"domain_scores_gemma":[0.999392,0.00006108833,0.00006925783,0.00010229357,0.00026300942,0.00011240309],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021968242,0.000100189456,0.00015661142,0.000107808,0.000022373382,0.00005551281,0.0003389661,0.0000532551,0.00036572095],"category_scores_gemma":[0.00004364486,0.000081934486,0.000120174074,0.00004142114,0.000013045783,0.00019408853,0.000007909151,0.00010082775,0.000051238072],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002825079,0.00016245339,0.00019735172,0.0000115830535,0.00016885172,0.000015603042,0.0031892753,0.9050125,0.0037101768,0.00025651275,0.08477014,0.0024773038],"study_design_scores_gemma":[0.0004346536,0.00006269305,0.000059046855,0.00003630867,0.000009013185,0.000108716486,0.000053315198,0.9748368,0.00028026514,0.000053829503,0.02397298,0.00009236614],"about_ca_topic_score_codex":5.9778534e-7,"about_ca_topic_score_gemma":6.445677e-7,"teacher_disagreement_score":0.8754664,"about_ca_system_score_codex":0.0000762754,"about_ca_system_score_gemma":0.0000128926395,"threshold_uncertainty_score":0.4004388},"labels":[],"label_agreement":null},{"id":"W2167189748","doi":"10.1109/acc.2006.1657453","title":"Design of a tracking controller for cooperating hydraulic manipulators handling a rigid object","year":2006,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Control theory (sociology); Lyapunov function; Controller (irrigation); Actuator; Control engineering; Computer science; Payload (computing); Acceleration; Parametric statistics; Hydraulic cylinder; Observer (physics); Tracking error; Lyapunov stability; Kinematics; Engineering; Mathematics; Artificial intelligence; Nonlinear system; Control (management)","score_opus":0.02193040672372059,"score_gpt":0.2212430391370921,"score_spread":0.1993126324133715,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2167189748","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05181559,0.0003410378,0.9394886,0.000008756558,0.00018286715,0.0006969888,0.000002537595,0.00024068111,0.007222924],"genre_scores_gemma":[0.99207044,0.0000031135273,0.0073749973,0.000022193755,0.0001533859,0.00008242592,0.000004232182,0.00004322667,0.0002460127],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99892735,0.000028844663,0.00051830796,0.00013507796,0.00012585183,0.0002645491],"domain_scores_gemma":[0.999433,0.0002957903,0.000059545724,0.00012052494,0.000055427903,0.000035736837],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036654598,0.00016535156,0.00037433923,0.000076335156,0.000068834604,0.0000419351,0.000091002374,0.00008184822,0.000030594238],"category_scores_gemma":[0.000039069535,0.00014173915,0.00008557656,0.00012200057,0.000013834405,0.00008876956,0.0000056713643,0.000056827666,0.000010266282],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001176938,0.000014702044,0.00024165756,0.00018596178,0.00006239882,0.0000012057393,0.00032367755,0.9662839,0.029623767,0.0006302136,0.0006852575,0.0019354995],"study_design_scores_gemma":[0.0010128961,0.000039933977,0.000087621615,0.000102900885,0.000024205885,0.000009470672,0.00010448681,0.9792749,0.018534685,0.00014567311,0.00048105692,0.00018214055],"about_ca_topic_score_codex":0.00014403956,"about_ca_topic_score_gemma":0.000018542923,"teacher_disagreement_score":0.9402548,"about_ca_system_score_codex":0.00003293724,"about_ca_system_score_gemma":0.000016007021,"threshold_uncertainty_score":0.5779954},"labels":[],"label_agreement":null},{"id":"W2168268912","doi":"10.1115/1.2807182","title":"Force Control Loop Affected by Bounded Uncertainties and Unbounded Inputs for Pneumatic Actuator Systems","year":2007,"lang":"en","type":"article","venue":"Journal of Dynamic Systems Measurement and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure; Université du Québec à Montréal; Royal Military College of Canada","funders":"","keywords":"Control theory (sociology); Actuator; Nonlinear system; Parametric statistics; Linearization; Bounded function; Feedback linearization; Robust control; Computer science; Linear matrix inequality; Mathematics; Control (management); Physics; Mathematical optimization; Mathematical analysis","score_opus":0.007919905148569087,"score_gpt":0.2038145912812478,"score_spread":0.1958946861326787,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2168268912","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3178053,0.02834956,0.6478641,0.00013940253,0.0030727067,0.0024113196,0.00004808896,0.00011182826,0.00019766182],"genre_scores_gemma":[0.99925774,0.00011524523,0.000041398373,0.000049470877,0.00024920751,0.00007277169,0.0000033744027,0.000058546633,0.00015225155],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9967279,0.00017943751,0.0015094556,0.0002014217,0.0008519872,0.0005298016],"domain_scores_gemma":[0.9977454,0.0004705253,0.0006689819,0.00020682262,0.0006059794,0.00030230443],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0043058638,0.0003999259,0.0012010414,0.00024177281,0.00016419188,0.0003203218,0.00018970827,0.00020774346,0.0000019157321],"category_scores_gemma":[0.00024027792,0.00031857204,0.00015343117,0.00009201668,0.00006551323,0.00024147354,0.0000075618814,0.00020726371,0.0000019424983],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0027521732,0.00058420125,0.0054220613,0.0268082,0.017730618,0.00011778929,0.007171186,0.021853812,0.8819194,0.0018059852,0.013529931,0.02030463],"study_design_scores_gemma":[0.023019817,0.0010786898,0.001296117,0.0031446468,0.0010202405,0.0007775105,0.0034460092,0.9613356,0.00019672293,0.00015953656,0.0035664823,0.0009586336],"about_ca_topic_score_codex":0.000053174273,"about_ca_topic_score_gemma":0.00004975887,"teacher_disagreement_score":0.9394818,"about_ca_system_score_codex":0.0004318997,"about_ca_system_score_gemma":0.000079219426,"threshold_uncertainty_score":0.9999266},"labels":[],"label_agreement":null},{"id":"W2168552743","doi":"10.1109/robot.2000.844774","title":"On the nonlinear control of hydraulic servo-systems","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":89,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Backstepping; Control theory (sociology); Nonlinear system; Electrohydraulic servo valve; Control engineering; Hydraulic machinery; Lyapunov function; Servomechanism; Computer science; Servo; Controller (irrigation); Hydraulic cylinder; Nonlinear control; Engineering; Adaptive control; Control (management); Mechanical engineering; Artificial intelligence","score_opus":0.015047365121117245,"score_gpt":0.18025534909667454,"score_spread":0.1652079839755573,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2168552743","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23099281,0.0012525612,0.034289826,0.00096357806,0.0012721557,0.000864302,0.000025032099,0.0005022299,0.72983754],"genre_scores_gemma":[0.99789464,0.000017208251,0.000020425294,0.00016837749,0.00010156743,0.000022677004,6.994667e-7,0.000019174491,0.0017552287],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992981,0.000039686165,0.00026950293,0.00007170638,0.00017187769,0.00014912822],"domain_scores_gemma":[0.9993304,0.00027544273,0.000030928077,0.00030207608,0.000019543912,0.00004159919],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00016261458,0.00010592951,0.0001997371,0.000030375328,0.000025972378,0.000015786383,0.00015433932,0.000053500065,0.00076691277],"category_scores_gemma":[0.000025316676,0.00006259735,0.00005469124,0.00010070121,0.000017622868,0.000027498792,0.000004861354,0.00007809661,0.00077911565],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009731631,0.00014757043,0.0006683319,0.00059196213,0.0004886412,0.000012866768,0.002775979,0.78496414,0.002697321,0.037053216,0.16641955,0.0041706967],"study_design_scores_gemma":[0.00025742286,0.000029014518,0.000045875993,0.000047463487,0.0000072279195,0.0000070149417,0.00011609843,0.9775893,0.0002768514,0.00002743834,0.021513147,0.00008314861],"about_ca_topic_score_codex":0.000060146987,"about_ca_topic_score_gemma":0.0000039529955,"teacher_disagreement_score":0.76690185,"about_ca_system_score_codex":0.000012714538,"about_ca_system_score_gemma":0.0000017988449,"threshold_uncertainty_score":0.99999887},"labels":[],"label_agreement":null},{"id":"W2169806265","doi":"","title":"Design and experimental evaluation of robust variable structure control for hydraulic actuators","year":2004,"lang":"en","type":"article","venue":"Asian Control Conference","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure; University of Manitoba","funders":"","keywords":"Control theory (sociology); Actuator; Robust control; Hydraulic cylinder; Stiffness; Controller (irrigation); Nonlinear system; Electro-hydraulic actuator; Hydraulic machinery; Control engineering; Sliding mode control; Stability (learning theory); Computer science; Engineering; Control system; Control (management); Structural engineering; Mechanical engineering","score_opus":0.025315009089001528,"score_gpt":0.23887558113948526,"score_spread":0.21356057205048373,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2169806265","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.029777074,0.00041235838,0.9664613,0.000095574,0.000215539,0.0014873847,0.000038565864,0.00006976222,0.0014424153],"genre_scores_gemma":[0.9947638,0.0000019403763,0.0049106744,0.000054547032,0.000057831912,0.00017306395,0.000007886292,0.000024330768,0.0000059438976],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989336,0.00008789826,0.0003122793,0.00018278383,0.00025824335,0.00022516304],"domain_scores_gemma":[0.99935514,0.00013120395,0.000081933715,0.00019170213,0.00015209963,0.0000879485],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000462499,0.00018682466,0.00035744044,0.00005630654,0.00005295008,0.000041486193,0.00012090848,0.000117881405,0.00009409814],"category_scores_gemma":[0.00007596228,0.00017361346,0.000036581943,0.00006778423,0.000043221393,0.00013391048,0.0000052529417,0.000071631,0.0000028570998],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000081177845,0.000028385095,0.000065642336,0.00011427949,0.00023834934,7.926233e-7,0.0019480203,0.94085085,0.040997796,0.0053025107,0.0000963917,0.010275782],"study_design_scores_gemma":[0.009134035,0.000165299,0.00019698415,0.00009858017,0.00016199597,0.000013173219,0.00047355407,0.97669077,0.009013407,0.0036804404,0.00013101636,0.00024076646],"about_ca_topic_score_codex":0.00003300422,"about_ca_topic_score_gemma":0.0000051265833,"teacher_disagreement_score":0.9649867,"about_ca_system_score_codex":0.00008172134,"about_ca_system_score_gemma":0.00014483753,"threshold_uncertainty_score":0.70797515},"labels":[],"label_agreement":null},{"id":"W2172110944","doi":"10.1002/eqe.2307","title":"Model updating method for substructure pseudo‐dynamic hybrid simulation","year":2013,"lang":"en","type":"article","venue":"Earthquake Engineering & Structural Dynamics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":50,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"National Science Council","keywords":"Substructure; Weighting; Computer science; Algorithm; Engineering; Structural engineering","score_opus":0.007049287435470167,"score_gpt":0.23220062803786112,"score_spread":0.22515134060239095,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2172110944","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.47614467,0.00005067208,0.52214926,0.000018896602,0.00055154663,0.00043796864,0.000070124566,0.00050323264,0.00007365239],"genre_scores_gemma":[0.8600976,0.0000039137926,0.13916548,0.00002054841,0.00013919921,0.000084323285,0.0002390696,0.00013283257,0.00011706472],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99823713,0.000019880783,0.0005720647,0.00033027402,0.0002410343,0.00059961656],"domain_scores_gemma":[0.99902475,0.00024850178,0.00008237602,0.00038445153,0.00010269789,0.00015720411],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00014784065,0.0004560912,0.00044090342,0.00014136685,0.000116663985,0.0001411252,0.000257816,0.00017117256,0.000056792684],"category_scores_gemma":[0.000077581004,0.00044966847,0.00017035914,0.0001701501,0.000015831009,0.00037808917,0.000030840325,0.00031421657,0.000030579216],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000017072674,0.0000010091516,0.00003767531,0.00019965497,0.000042127125,8.015591e-7,0.00015911597,0.88228184,0.0011162244,0.000536757,0.000044940443,0.11557815],"study_design_scores_gemma":[0.0003119116,0.000016665372,0.016022293,0.000047100762,0.000025967762,0.000035437883,0.00004390397,0.9818269,0.00007255419,0.0010170601,0.00006654618,0.0005136655],"about_ca_topic_score_codex":0.000025205736,"about_ca_topic_score_gemma":0.00002272424,"teacher_disagreement_score":0.38395292,"about_ca_system_score_codex":0.00018251147,"about_ca_system_score_gemma":0.000017555834,"threshold_uncertainty_score":0.9997955},"labels":[],"label_agreement":null},{"id":"W2172484115","doi":"10.1115/dscc2009-2586","title":"Inner-Loop Control for Electro-Hydraulic (EHA) Actuation Systems","year":2009,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Backlash; Control theory (sociology); Actuator; Nonlinear system; Piping; Hydraulic machinery; Electro-hydraulic actuator; Hydraulic motor; Control system; Inner loop; Passivity; Engineering; Control engineering; Computer science; Control (management); Controller (irrigation); Mechanical engineering; Physics","score_opus":0.009340565538625513,"score_gpt":0.21558449592816828,"score_spread":0.20624393038954278,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2172484115","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.040613547,0.00066851126,0.9140617,0.00042799325,0.0008354985,0.0013136737,0.0000092097935,0.00091633707,0.041153476],"genre_scores_gemma":[0.9978126,0.000014540138,0.00014816948,0.00025963737,0.00032675825,0.00011956535,0.000019236975,0.00002550241,0.0012739473],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99901485,0.000020223612,0.00034649752,0.00014114393,0.00015254888,0.0003247483],"domain_scores_gemma":[0.9994924,0.000120529076,0.000040837833,0.00021328591,0.00005085053,0.00008210277],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002407817,0.00016796873,0.00028660896,0.0000774866,0.00005222663,0.00006630784,0.00011939334,0.00011286085,0.00002984783],"category_scores_gemma":[0.000037498045,0.0001440918,0.00007215958,0.00012757507,0.000006129609,0.00012000199,0.0000018539537,0.00007093293,0.00010617395],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007992475,0.000143925,0.00026071945,0.00083163095,0.0005027751,0.000007364801,0.0013181992,0.50866383,0.1602671,0.030983973,0.1985051,0.09843547],"study_design_scores_gemma":[0.0012303605,0.00018006841,0.00035141836,0.000049634225,0.000033508484,0.000019849665,0.00008524165,0.95381856,0.0025402508,0.0003440797,0.041049678,0.00029737124],"about_ca_topic_score_codex":0.000025009374,"about_ca_topic_score_gemma":0.0000039177303,"teacher_disagreement_score":0.9571991,"about_ca_system_score_codex":0.00007426364,"about_ca_system_score_gemma":0.0000155121,"threshold_uncertainty_score":0.5875893},"labels":[],"label_agreement":null},{"id":"W2176139209","doi":"10.1007/978-3-319-04546-7_26","title":"Development and Performance Analysis of Single Axis Simulation Table for Durability Testing","year":2014,"lang":"en","type":"book-chapter","venue":"Conference proceedings of the Society for Experimental Mechanics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Durability; Table (database); Reliability engineering; Computer science; Engineering; Data mining; Database","score_opus":0.048631681360514156,"score_gpt":0.2386669951856507,"score_spread":0.19003531382513655,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2176139209","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85474384,0.0011857818,0.119108275,0.000021569269,0.0007423793,0.0048367158,0.00025654433,0.0002508073,0.018854106],"genre_scores_gemma":[0.98665106,0.000008709464,0.011875288,0.000006627037,0.000026884858,0.00008805269,0.000015254461,0.00003832627,0.0012898017],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988748,8.6233223e-7,0.0005368107,0.00022558073,0.00019607335,0.00016591717],"domain_scores_gemma":[0.99898875,0.00012426857,0.00038104018,0.0001106578,0.00035589017,0.00003936953],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031980654,0.0002442393,0.0005614977,0.000041197367,0.00011465222,0.000025588532,0.00020725113,0.00021413692,0.000008445332],"category_scores_gemma":[0.000055136286,0.00021124176,0.00038247445,0.000087532906,0.00004495407,0.000070167494,0.0000756382,0.00007730182,1.892385e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014083803,0.00017557293,0.00034024232,0.02514049,0.010491451,1.863783e-8,0.050753202,0.030210102,0.7445567,0.106947176,0.000518733,0.03072542],"study_design_scores_gemma":[0.00021238049,0.00012112416,0.0000059854437,0.0004405911,0.00044899303,3.5892805e-7,0.00090207823,0.87613237,0.119389735,0.00063333334,0.0014743344,0.0002386916],"about_ca_topic_score_codex":0.0000017407012,"about_ca_topic_score_gemma":6.2173245e-7,"teacher_disagreement_score":0.8459223,"about_ca_system_score_codex":0.00013715333,"about_ca_system_score_gemma":0.000032751715,"threshold_uncertainty_score":0.86141884},"labels":[],"label_agreement":null},{"id":"W2183053133","doi":"10.17221/32/2013-rae","title":"Performance parameters monitoring of the hydraulic system with bio-oil","year":2014,"lang":"en","type":"article","venue":"Research in Agricultural Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Transport Canada","funders":"Vedecká Grantová Agentúra MŠVVaŠ SR a SAV; Kultúrna a Edukacná Grantová Agentúra MŠVVaŠ SR; Slovenská Akadémia Vied","keywords":"Hydraulic fluid; Hydraulic machinery; Petroleum engineering; Engineering; Durability; Environmental science; Hydraulic pump; Waste management; Mechanical engineering; Computer science","score_opus":0.023673305841514156,"score_gpt":0.22906317378208424,"score_spread":0.20538986794057007,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2183053133","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9941664,0.0001326626,0.00023675877,0.000030360963,0.00033005138,0.0001481554,7.5407445e-7,0.00014525783,0.004809624],"genre_scores_gemma":[0.9994089,0.00003049797,0.00029995057,5.1247616e-7,0.00011815507,0.00006849861,8.0060676e-7,0.000021799373,0.000050899987],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99853575,0.000056985617,0.00028145936,0.00014267411,0.000514232,0.00046888363],"domain_scores_gemma":[0.9993893,0.00017240887,0.000026183407,0.00026843738,0.000059503425,0.00008415145],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00063465006,0.00016026638,0.00023279087,0.00012750392,0.000056787718,0.000032958153,0.00034784438,0.00007183869,8.128223e-7],"category_scores_gemma":[0.000032484782,0.00008502075,0.00004438732,0.00088779564,0.000035155175,0.00015550062,0.00004602029,0.00038820604,0.000013481367],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002319102,0.000005066294,0.007940798,0.0014174347,0.000023609102,0.0000014031665,0.0003417902,0.97834146,0.009364764,0.0001390962,0.000017282675,0.002404986],"study_design_scores_gemma":[0.00036134088,0.000063139545,0.1446184,0.0038910678,0.0000059085446,0.00005586616,0.0008992865,0.8291099,0.020293776,8.116401e-7,0.00041809698,0.00028238056],"about_ca_topic_score_codex":0.00008438017,"about_ca_topic_score_gemma":0.000004156481,"teacher_disagreement_score":0.14923152,"about_ca_system_score_codex":0.00023656576,"about_ca_system_score_gemma":0.000009129909,"threshold_uncertainty_score":0.34670454},"labels":[],"label_agreement":null},{"id":"W2186814183","doi":"10.25103/jestr.074.24","title":"Hydraulic System Design of Hydraulic Actuators for Large Butterfly Valves","year":2014,"lang":"en","type":"article","venue":"Journal of Engineering Science and Technology Review","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Bandwidth throttling; Hydraulic motor; Hydraulic cylinder; Hydraulic machinery; Electrohydraulic servo valve; Hydraulic pump; Hydraulic circuit; Butterfly valve; Engineering; Variable displacement pump; Electro-hydraulic actuator; Control theory (sociology); Valve actuator; Fluid power; Control valves; Telescopic cylinder; Actuator; Control engineering; Mechanical engineering; Computer science; Gas compressor; Electrical engineering","score_opus":0.01092462349643478,"score_gpt":0.22936990057555595,"score_spread":0.21844527707912118,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2186814183","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.022554126,0.05108768,0.92422205,0.00050031045,0.00072063395,0.0005344696,0.0000021879932,0.000195225,0.00018329396],"genre_scores_gemma":[0.98893845,0.00420779,0.0067098984,0.000042998206,0.000058394722,0.000018904699,1.5235359e-7,0.000019219011,0.000004201746],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998625,0.000016247051,0.00067100045,0.00012454757,0.00026189687,0.00030133346],"domain_scores_gemma":[0.9990468,0.00015005622,0.00023028447,0.00023786635,0.00024081106,0.000094179864],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0026791252,0.00016202535,0.0006502257,0.00047983788,0.000054594762,0.000017317792,0.00044284013,0.00009673525,0.0000017667102],"category_scores_gemma":[0.00069814135,0.00012564466,0.000077642464,0.0008638355,0.00008499975,0.00019074685,0.000028932804,0.00016157431,0.0000027971607],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028828157,0.00025850243,0.0021619163,0.15958026,0.0013322507,0.00005974664,0.0015942944,0.10741205,0.12976575,0.11303806,0.014256034,0.4705123],"study_design_scores_gemma":[0.0016110208,0.001129451,0.00034983616,0.037536446,0.000514012,0.0022943688,0.0002670775,0.8196625,0.02003674,0.00065153564,0.114965744,0.0009812778],"about_ca_topic_score_codex":3.5554473e-7,"about_ca_topic_score_gemma":6.4124194e-8,"teacher_disagreement_score":0.9663843,"about_ca_system_score_codex":0.00005480992,"about_ca_system_score_gemma":0.00006455856,"threshold_uncertainty_score":0.51236403},"labels":[],"label_agreement":null},{"id":"W2197363756","doi":"10.4271/2000-01-2619","title":"Model Identification and Analysis of a High Performance Hydrostatic Actuation System","year":2000,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; University of Saskatchewan","funders":"","keywords":"Identification (biology); Hydrostatic equilibrium; Computer science; System identification; Data modeling; Physics; Database","score_opus":0.00959285614603764,"score_gpt":0.21511165785390113,"score_spread":0.2055188017078635,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2197363756","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9827592,0.00018064758,0.000043168107,0.00017358383,0.00007645852,0.0005819576,0.00007458992,0.0014092143,0.01470121],"genre_scores_gemma":[0.99791914,0.00046851172,0.00080636627,0.00008120269,0.00003118792,0.00021886769,0.000100537625,0.000068479334,0.0003057335],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.997073,0.00006862907,0.0012348692,0.0005556881,0.0006397712,0.00042806246],"domain_scores_gemma":[0.9984167,0.0002247134,0.00017314775,0.000940685,0.00006306575,0.0001816846],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005618301,0.00043788782,0.00094598456,0.00033415988,0.00016334128,0.00006404788,0.0004072215,0.00041771252,0.00020524475],"category_scores_gemma":[0.00008460108,0.000391852,0.00022429295,0.0011532125,0.00029250997,0.00040461746,0.00004895849,0.00036784544,0.00006482068],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007128649,0.00007633494,0.00016920826,0.00042849593,0.000281745,0.0000033347608,0.0001611339,0.058643278,0.92471427,0.0022488793,0.00020823143,0.012993831],"study_design_scores_gemma":[0.00034027317,0.00020435563,0.9935385,0.00029602024,0.00059271784,0.000026609481,0.00009493627,0.0036822616,0.0001790226,0.00019732417,0.00041688845,0.00043109324],"about_ca_topic_score_codex":0.00004566456,"about_ca_topic_score_gemma":0.0052697207,"teacher_disagreement_score":0.9933693,"about_ca_system_score_codex":0.00021706142,"about_ca_system_score_gemma":0.000028811382,"threshold_uncertainty_score":0.9998533},"labels":[],"label_agreement":null},{"id":"W2224476144","doi":"10.1139/tcsme-2005-0002","title":"CONTROLLER DESIGN FOR PNEUMATIC SYSTEM WITH CONNECTION PORT RESTRICTION: AN LMI APPROACH","year":2005,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure; Université du Québec à Montréal","funders":"","keywords":"Control theory (sociology); Controller (irrigation); Singularity; Pneumatic cylinder; Feedback linearization; Servomechanism; Nonlinear system; Connection (principal bundle); Linearization; Linear matrix inequality; Mathematics; Computer science; Control engineering; Cylinder; Engineering; Control (management); Mathematical optimization; Physics; Mechanical engineering","score_opus":0.017181523308383104,"score_gpt":0.19060357076219503,"score_spread":0.17342204745381193,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2224476144","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0017099497,0.000051853716,0.99605113,0.00011314399,0.00033594485,0.0013659062,0.00006450608,0.00022173036,0.00008582418],"genre_scores_gemma":[0.94995356,0.000004537736,0.04921531,0.000020248744,0.00011796902,0.0005638679,0.000007806266,0.000059209982,0.000057517642],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990445,0.000013477782,0.0003323327,0.00015567431,0.00014212492,0.0003119191],"domain_scores_gemma":[0.9993116,0.00012507699,0.0000457738,0.00023849173,0.000069024405,0.00021000023],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036317122,0.00017631274,0.00028726348,0.00005417062,0.00023755705,0.00002751956,0.00017951963,0.0001718476,0.000004691205],"category_scores_gemma":[0.000011480136,0.00014435372,0.0003211372,0.0002177507,0.00001556374,0.00013374642,0.0000010067889,0.00014623151,7.606288e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009060719,0.000010404604,2.4586691e-7,0.0004187471,0.00021410486,4.355503e-8,0.00021632812,0.99523616,0.00090524275,0.0023938676,0.0001729268,0.00042284775],"study_design_scores_gemma":[0.0007231404,0.000074715535,0.000004082196,0.000080720456,0.0001353534,0.000028858702,0.0004828115,0.9957436,0.0012205216,0.000014397597,0.0013205829,0.000171261],"about_ca_topic_score_codex":0.0011276981,"about_ca_topic_score_gemma":0.002394125,"teacher_disagreement_score":0.94824356,"about_ca_system_score_codex":0.00053993275,"about_ca_system_score_gemma":0.00010316545,"threshold_uncertainty_score":0.5886574},"labels":[],"label_agreement":null},{"id":"W2231614916","doi":"10.4271/2002-01-0763","title":"A Process for Modeling and Analysis of Prototyped Products and its Application to a Variable Fan Drive","year":2002,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Process (computing); Computer science; Variable (mathematics); Manufacturing engineering; Engineering drawing; Engineering; Operating system; Mathematics","score_opus":0.016271351278666864,"score_gpt":0.24383993352729538,"score_spread":0.22756858224862853,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2231614916","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9758579,0.0010629636,0.0007538392,0.0014322258,0.0000763284,0.008104336,0.00013565645,0.0018825236,0.010694185],"genre_scores_gemma":[0.9942214,0.0001201164,0.0027218007,0.00014285656,0.00004731923,0.0025827906,0.00002391636,0.00006707817,0.00007272305],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99774027,0.00003554625,0.0007503725,0.0006888915,0.00035521298,0.00042968415],"domain_scores_gemma":[0.9987774,0.00016761514,0.00010009575,0.0005769917,0.00015786622,0.0002200551],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00040684987,0.00038261176,0.0008425638,0.00027194482,0.00013048082,0.00003604403,0.00030278641,0.00034520618,0.000035608584],"category_scores_gemma":[0.0004384598,0.00033844454,0.000111840665,0.0013267766,0.000107722684,0.00021006788,0.00007745009,0.00026428318,0.0000070257574],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006707573,0.000096514625,0.00006224678,0.0006112038,0.00020062274,8.537131e-7,0.00024557876,0.008522859,0.9852467,0.0027706304,0.00010308506,0.0020726123],"study_design_scores_gemma":[0.0051810215,0.0063642296,0.8887992,0.0028079902,0.00527295,0.00019148493,0.001330756,0.040953293,0.00539667,0.0077525475,0.029878788,0.0060710534],"about_ca_topic_score_codex":0.000014276828,"about_ca_topic_score_gemma":0.0025515633,"teacher_disagreement_score":0.97985005,"about_ca_system_score_codex":0.000066967885,"about_ca_system_score_gemma":0.000018460258,"threshold_uncertainty_score":0.9999068},"labels":[],"label_agreement":null},{"id":"W2239555352","doi":"10.1115/fpmc2015-9636","title":"Design and Stability Analysis of a QFT Pressure Controller of a Hydraulic Actuator Using Takagi-Sugeno Fuzzy Model","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Control theory (sociology); Quantitative feedback theory; Controller (irrigation); Parametric statistics; Actuator; Fuzzy logic; Nonlinear system; Stability (learning theory); Fuzzy control system; Hydraulic cylinder; Control engineering; Robust control; Computer science; Mathematics; Control system; Engineering; Control (management)","score_opus":0.06304926424264642,"score_gpt":0.2515969009919032,"score_spread":0.18854763674925676,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2239555352","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.47193992,0.0004402499,0.5254399,0.000005754259,0.000022997765,0.0002681638,0.000013301496,0.00004354135,0.0018261342],"genre_scores_gemma":[0.9881469,0.000006847274,0.011760393,0.000009285792,0.000009657449,0.000009892397,0.0000017928522,0.000016369202,0.000038832575],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988908,0.00008893885,0.00046880145,0.00015286841,0.00023462108,0.0001639558],"domain_scores_gemma":[0.9992276,0.0001451072,0.00009405865,0.00028212508,0.00011784908,0.00013328715],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006424865,0.00014861708,0.00068523036,0.00014386652,0.000014002024,0.000010890527,0.000099242,0.00009535836,0.00003746728],"category_scores_gemma":[0.000067060035,0.00012101812,0.00009199839,0.00035170506,0.000046140605,0.00009260475,0.000022169746,0.00005342843,0.0000012356585],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027240389,0.00002466868,0.000841019,0.00014556471,0.0012391799,3.058426e-7,0.0028347962,0.9808812,0.01367911,0.00006059548,0.00008749195,0.0001788126],"study_design_scores_gemma":[0.0005335826,0.000025358366,0.00016844727,0.00001608229,0.0008626769,0.0000012406657,0.00025190518,0.99557936,0.002246432,0.00017525614,0.000025074563,0.00011459032],"about_ca_topic_score_codex":0.00028055388,"about_ca_topic_score_gemma":0.00001776539,"teacher_disagreement_score":0.51620704,"about_ca_system_score_codex":0.000024997456,"about_ca_system_score_gemma":0.00005199727,"threshold_uncertainty_score":0.49349758},"labels":[],"label_agreement":null},{"id":"W2242757684","doi":"10.1115/ajkfluids2015-33220","title":"Operational Parametric Study of a Tesla Pump: Disk Pack Spacing and Rotational Speed","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Rotational speed; Volumetric efficiency; Spinning; Axial-flow pump; Parametric statistics; Variable displacement pump; Rotodynamic pump; Progressive cavity pump; Mechanical engineering; Materials science; Automotive engineering; Acoustics; Physics; Reciprocating pump; Engineering; Mathematics","score_opus":0.03577277029548859,"score_gpt":0.24781185210686912,"score_spread":0.21203908181138054,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2242757684","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98410773,0.000061361316,0.0030922764,0.000023176468,0.00010920969,0.000235052,0.0000031651869,0.000049184928,0.012318856],"genre_scores_gemma":[0.9990999,0.0000017350106,0.0005232052,0.000009573884,0.00004818766,0.000007656236,0.0000047051612,0.000008980205,0.0002960521],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99938065,0.000023612914,0.00021359719,0.00008021079,0.00022145115,0.00008048052],"domain_scores_gemma":[0.9996706,0.000100170066,0.000019789431,0.00008462775,0.0000513419,0.0000734216],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019237676,0.00007383069,0.00014148411,0.00008562934,0.000017428756,0.000025329195,0.000040326155,0.000024919447,0.00004506819],"category_scores_gemma":[0.00008597838,0.000060365106,0.00001174248,0.00019736026,0.000010662796,0.000086028034,0.000012492031,0.00003846965,0.000022723314],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019178402,0.00043917217,0.35093355,0.00019213684,0.00036222025,0.000010037412,0.017140971,0.6151467,0.0010825244,0.0027820386,0.0073311487,0.0045602997],"study_design_scores_gemma":[0.0020719492,0.00026291783,0.08883027,0.000034255885,0.00002892805,0.00002939219,0.009559115,0.89786774,0.00035644893,0.00028318015,0.0004113818,0.00026441942],"about_ca_topic_score_codex":0.00015683845,"about_ca_topic_score_gemma":0.000025705263,"teacher_disagreement_score":0.282721,"about_ca_system_score_codex":0.000018979765,"about_ca_system_score_gemma":0.000016698472,"threshold_uncertainty_score":0.24616176},"labels":[],"label_agreement":null},{"id":"W2249621199","doi":"10.4271/2000-01-2594","title":"Condition Monitoring of a Hydraulic Valve Through On-Line Estimation of the Valve Orifice Area Profile","year":2000,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Body orifice; Hydraulic machinery; Line (geometry); Marine engineering; Computer science; Environmental science; Engineering; Mechanical engineering; Mathematics","score_opus":0.018749476240739596,"score_gpt":0.2580194068761009,"score_spread":0.23926993063536134,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2249621199","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8977506,0.00035040546,0.000020269634,0.00047656617,0.00051089405,0.00143299,0.00011800647,0.0015142659,0.09782602],"genre_scores_gemma":[0.9967543,0.0002270249,0.002015814,0.00015536003,0.00014461696,0.00030531565,0.00004187166,0.000104091494,0.00025159717],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9965024,0.00015009422,0.0013290478,0.0005486327,0.0009330138,0.00053682114],"domain_scores_gemma":[0.9976432,0.0005801045,0.00026913124,0.0012823794,0.00008717232,0.00013805191],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004769685,0.00057220395,0.000900941,0.00010226897,0.00018404306,0.00003370162,0.0007600032,0.0005965587,0.00070100423],"category_scores_gemma":[0.00037863414,0.00043129336,0.000658864,0.0007827653,0.0005243031,0.0003470409,0.00008114034,0.000779884,0.00011792648],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013699249,0.0003429175,0.00019729506,0.00041083051,0.00017601541,0.000005171257,0.00027895346,0.037313785,0.94592273,0.0023502347,0.0015438113,0.011321274],"study_design_scores_gemma":[0.00084399217,0.0009972624,0.97916603,0.0019191304,0.0001947936,0.00006547304,0.0001918553,0.000040190313,0.0072233994,0.0027088223,0.0059663267,0.00068270025],"about_ca_topic_score_codex":0.00006220988,"about_ca_topic_score_gemma":0.00073061604,"teacher_disagreement_score":0.97896874,"about_ca_system_score_codex":0.00020574869,"about_ca_system_score_gemma":0.000054350563,"threshold_uncertainty_score":0.9998139},"labels":[],"label_agreement":null},{"id":"W2258577786","doi":"10.4271/2002-01-1395","title":"Utilization of Statistical Techniques in a Two Step Parameter Estimation for a Hydraulic Valve","year":2002,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Computer science; Hydraulic machinery; Estimation theory; Estimation; Engineering; Mechanical engineering; Algorithm; Systems engineering","score_opus":0.02472635088104196,"score_gpt":0.2817572714773369,"score_spread":0.25703092059629495,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2258577786","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.64924186,0.0049797664,0.032940887,0.0049802386,0.0020397075,0.025104942,0.0013832584,0.025482437,0.25384688],"genre_scores_gemma":[0.9554868,0.00020839767,0.042520672,0.00038736692,0.00007124871,0.0010452245,0.0000791484,0.00013330918,0.00006787497],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.996228,0.00015087803,0.0015648861,0.0006813155,0.0006469696,0.00072794163],"domain_scores_gemma":[0.99728703,0.0013183586,0.00019685988,0.0008871328,0.00008853352,0.0002221025],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000691575,0.00061363756,0.0010674293,0.0003368783,0.00010334419,0.000059581853,0.00053843705,0.0005500183,0.00035208874],"category_scores_gemma":[0.0011717704,0.00056352286,0.00035036795,0.00072374375,0.000429849,0.00036212621,0.000092258655,0.00059893436,0.000052788077],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002066197,0.00073256675,0.00033337504,0.00093971204,0.00013326388,0.000025501842,0.00025715618,0.0023296736,0.83071035,0.025882617,0.011963084,0.12648605],"study_design_scores_gemma":[0.0032000435,0.0028524061,0.91529334,0.0019945942,0.00028921,0.00018794299,0.00021314314,0.0020828093,0.0016249176,0.01656808,0.053459123,0.0022343944],"about_ca_topic_score_codex":0.000065557964,"about_ca_topic_score_gemma":0.013006101,"teacher_disagreement_score":0.91495997,"about_ca_system_score_codex":0.00028266473,"about_ca_system_score_gemma":0.000026906768,"threshold_uncertainty_score":0.99968165},"labels":[],"label_agreement":null},{"id":"W2261078532","doi":"10.1115/1.4032554","title":"Generic Modeling and Control of an Open-Circuit Piston Pump—Part II: Control Strategies and Designs","year":2016,"lang":"en","type":"article","venue":"Journal of Dynamic Systems Measurement and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of Saskatchewan","keywords":"Control theory (sociology); Piston pump; Control engineering; Engineering; Torque; Piston (optics); Controller (irrigation); State-space representation; Pressure control; State space; Computer science; Control (management); Hydraulic pump; Mechanical engineering","score_opus":0.04460740122300145,"score_gpt":0.22497647500694276,"score_spread":0.18036907378394132,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2261078532","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.45915717,0.013246035,0.5259378,0.00008647567,0.00055126153,0.00075465435,0.000024658295,0.00002707228,0.00021487505],"genre_scores_gemma":[0.99935263,0.0003099232,0.000029095028,0.00002331815,0.00018761757,0.000033524087,4.075754e-7,0.00003723276,0.000026250236],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99742025,0.000284429,0.0011957382,0.00020682462,0.0005817292,0.00031101322],"domain_scores_gemma":[0.99855995,0.00012577415,0.00048608173,0.00021570269,0.00036187918,0.00025058797],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0026335644,0.00029916927,0.0010702501,0.00015724362,0.0001229108,0.00023052987,0.00024229685,0.0001291229,0.000005669998],"category_scores_gemma":[0.000059878206,0.00020110814,0.00006701112,0.000059884827,0.00006464838,0.00073072745,0.000016249394,0.00012297151,6.1482314e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008851031,0.00024074195,0.003611189,0.001815663,0.0037188835,0.0000592813,0.0022607064,0.079516046,0.8750668,0.0020835346,0.000094440256,0.030647606],"study_design_scores_gemma":[0.015647078,0.0009412002,0.00072222966,0.0015456162,0.0004602113,0.00040552253,0.0014637836,0.9778361,0.000080512735,0.00030751716,0.00019699044,0.00039325806],"about_ca_topic_score_codex":0.00008725084,"about_ca_topic_score_gemma":0.000046019068,"teacher_disagreement_score":0.89832,"about_ca_system_score_codex":0.00012852781,"about_ca_system_score_gemma":0.000115509465,"threshold_uncertainty_score":0.8200952},"labels":[],"label_agreement":null},{"id":"W2261983082","doi":"10.6084/m9.figshare.1004149.v1","title":"Quantification of cavitation in mechanical heart valves","year":2014,"lang":"en","type":"dataset","venue":"Figshare","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Cavitation; Mechanical heart; Marine engineering; Cardiology; Biomedical engineering; Engineering; Medicine; Mechanics; Physics","score_opus":0.03713210919127659,"score_gpt":0.26695485725730733,"score_spread":0.22982274806603076,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2261983082","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00000845336,0.00011867253,0.000011066184,0.000007867012,0.0001510489,0.00017729688,0.99940974,0.00003508237,0.00008078966],"genre_scores_gemma":[0.0044259224,0.0000049466507,0.000022770624,0.000010523289,0.00007937807,0.00011856467,0.9953135,0.000015169924,0.000009171847],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992503,0.000045110348,0.00033700114,0.00011745955,0.00014699878,0.0001031172],"domain_scores_gemma":[0.9994103,0.00015279213,0.00007482061,0.0003032221,0.000029553197,0.000029311967],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008342439,0.000120364035,0.00027012127,0.0001040892,0.000007688466,0.000012082128,0.00014986805,0.00023578519,0.013874632],"category_scores_gemma":[0.00039398135,0.00012403843,0.000052697334,0.00010471451,0.0000015476319,0.000033503602,0.000014495784,0.00014220615,0.0022310957],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[4.5895752e-7,0.000005898379,2.4719648e-7,0.0016937141,0.0000069811413,4.6247726e-7,0.00001649829,0.0015860357,0.000059967864,0.0000018229222,0.99653023,0.00009768108],"study_design_scores_gemma":[0.000063819665,0.000010597376,0.000104627165,0.0028052344,0.000005468916,0.0000020691357,0.000007771531,0.0051307925,0.00019083559,0.000009335257,0.9915453,0.00012413884],"about_ca_topic_score_codex":0.000055172295,"about_ca_topic_score_gemma":0.00011563132,"teacher_disagreement_score":0.011643536,"about_ca_system_score_codex":0.000028434983,"about_ca_system_score_gemma":0.000020842816,"threshold_uncertainty_score":0.99854577},"labels":[],"label_agreement":null},{"id":"W2264952219","doi":"10.4271/2010-01-0421","title":"An Energy-Based Proper Model of an Automotive Fuel Delivery System","year":2010,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Automotive industry; Automotive engineering; Computer science; Energy (signal processing); Engineering; Aerospace engineering; Physics","score_opus":0.00965026426841799,"score_gpt":0.21243938933438192,"score_spread":0.20278912506596392,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2264952219","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92758924,0.00016428642,0.00009359972,0.00025668662,0.00059592666,0.0010658595,0.0001858938,0.007400888,0.062647596],"genre_scores_gemma":[0.9915461,0.000030638435,0.007031445,0.00040037045,0.00018843307,0.00039273335,0.00007452195,0.00022981159,0.000105976884],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99563485,0.00018220145,0.0013628165,0.00096605293,0.00097480835,0.00087927165],"domain_scores_gemma":[0.9965252,0.00023319876,0.00021421576,0.0021625636,0.00023234845,0.0006324288],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000755553,0.00086063525,0.0012144039,0.00026973948,0.00020031589,0.000092959344,0.0013532538,0.001193527,0.00016576197],"category_scores_gemma":[0.00016974549,0.0007164401,0.00039737034,0.0005401872,0.0007039631,0.0006704253,0.00012428158,0.001186189,0.000054592583],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011636503,0.00034031217,0.00003188861,0.00038193236,0.00005374746,0.000025917889,0.00007849439,0.012707294,0.97367007,0.0095353965,0.0003664029,0.0026922044],"study_design_scores_gemma":[0.0046306625,0.006974118,0.9338255,0.0026300696,0.00062066526,0.00049867586,0.0013927049,0.009143384,0.011636411,0.0026519317,0.020040384,0.005955504],"about_ca_topic_score_codex":0.0001246862,"about_ca_topic_score_gemma":0.042589992,"teacher_disagreement_score":0.9620336,"about_ca_system_score_codex":0.00022894915,"about_ca_system_score_gemma":0.00017879797,"threshold_uncertainty_score":0.99952865},"labels":[],"label_agreement":null},{"id":"W2266416691","doi":"10.1115/1.4031768","title":"Comparison of Four Friction Models: Feature Prediction","year":2015,"lang":"en","type":"article","venue":"Journal of Computational and Nonlinear Dynamics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Feature (linguistics); Work (physics); Computer science; Range (aeronautics); Engineering; Mechanical engineering","score_opus":0.03642288777415004,"score_gpt":0.2673919981915349,"score_spread":0.23096911041738488,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2266416691","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.48666212,0.0004474714,0.51150745,0.00010351425,0.00050175795,0.00004137185,0.000023990997,0.000017781724,0.00069456786],"genre_scores_gemma":[0.9789754,0.00002814969,0.020725608,0.0000063024972,0.00020825177,3.2339523e-7,0.000023298555,0.000008496585,0.00002417789],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99927264,0.000020550668,0.0003569299,0.000036012596,0.000259519,0.000054357424],"domain_scores_gemma":[0.9994299,0.00005657151,0.00015520601,0.000031688272,0.00025320266,0.0000734756],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002005074,0.00006642395,0.00019969931,0.00008534871,0.000017966682,0.000011966314,0.000045598616,0.000059917733,0.0000010129818],"category_scores_gemma":[0.000014910941,0.000056417393,0.000040003408,0.00008359889,0.000014339641,0.0001454846,0.000006679017,0.00012949295,7.932422e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016144666,0.000023670838,0.001843103,0.00004310235,0.00004373467,0.0000011633152,0.0004847948,0.9930663,0.000010548807,0.000255102,0.0008422866,0.0033700513],"study_design_scores_gemma":[0.00034981227,0.000111423775,0.0015325432,0.00005610925,0.00002049897,0.00012825476,0.000318497,0.99353707,0.000008427712,0.0035364071,0.00035587014,0.000045063443],"about_ca_topic_score_codex":0.000002450418,"about_ca_topic_score_gemma":0.0000032492187,"teacher_disagreement_score":0.49231327,"about_ca_system_score_codex":0.00005037706,"about_ca_system_score_gemma":0.000038049635,"threshold_uncertainty_score":0.23006345},"labels":[],"label_agreement":null},{"id":"W2268129942","doi":"10.1115/1.4032553","title":"Generic Modeling and Control of an Open-Circuit Piston Pump—Part I: Theoretical Model and Analysis","year":2016,"lang":"en","type":"article","venue":"Journal of Dynamic Systems Measurement and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of Saskatchewan","keywords":"Swash; Piston pump; Axial piston pump; Control theory (sociology); Piston (optics); Variable displacement pump; Control engineering; Engineering; Computer science; Simulation; Mechanical engineering; Control (management); Hydraulic pump","score_opus":0.023043118071611163,"score_gpt":0.21663633330715096,"score_spread":0.1935932152355398,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2268129942","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3750731,0.004299426,0.6198853,0.000060378898,0.00016529315,0.00029455332,0.00002011029,0.000012708067,0.00018907375],"genre_scores_gemma":[0.99953085,0.00025808046,0.000053688236,0.000017603554,0.00008172273,0.000015664144,5.407456e-7,0.00002453302,0.000017339602],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99782896,0.00020051739,0.0010058243,0.0001825773,0.0005526918,0.00022940837],"domain_scores_gemma":[0.99886924,0.000088484165,0.00031668454,0.00021202007,0.00028056104,0.0002330242],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025167305,0.00021919106,0.0010030409,0.00021573891,0.000058664977,0.000105218685,0.00019947415,0.00010405638,0.000006118412],"category_scores_gemma":[0.000059271326,0.00014098382,0.00009014119,0.00010364184,0.00007689087,0.0002753459,0.000016855887,0.00009483266,3.8037055e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000632959,0.0002255342,0.008965749,0.0012061363,0.010818093,0.000033773184,0.0017465611,0.68056226,0.2593899,0.010479997,0.000038686077,0.025900373],"study_design_scores_gemma":[0.0037065968,0.00016412241,0.00034147812,0.00036773813,0.0009946927,0.00008400802,0.0001635604,0.99351597,0.00001839532,0.00045639995,0.00001240145,0.0001746543],"about_ca_topic_score_codex":0.00002705039,"about_ca_topic_score_gemma":0.000020066633,"teacher_disagreement_score":0.6244577,"about_ca_system_score_codex":0.00009964833,"about_ca_system_score_gemma":0.000046243425,"threshold_uncertainty_score":0.57491535},"labels":[],"label_agreement":null},{"id":"W2268571332","doi":"10.4271/2000-01-0833","title":"Kinematic Solution and Force Layout of a Roller Pump with Internal Outlets","year":2000,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Kinematics; Mechanical engineering; Internal forces; Computer science; Engineering drawing; Engineering; Structural engineering; Physics; Classical mechanics","score_opus":0.00791485660495908,"score_gpt":0.21110220079444078,"score_spread":0.2031873441894817,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2268571332","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8711374,0.00041224694,0.000022487204,0.0008100937,0.000126521,0.00088748254,0.000031849413,0.001596075,0.12497588],"genre_scores_gemma":[0.99662614,0.00021507672,0.0012745643,0.00027392837,0.00008903522,0.00023717822,0.000013877333,0.00010368925,0.0011665332],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9971685,0.00007886504,0.0009757162,0.0005541615,0.0006247966,0.000597996],"domain_scores_gemma":[0.99848586,0.0002462913,0.00012580113,0.00083223794,0.000048630693,0.00026114698],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004047807,0.0005541616,0.0009306094,0.00013879314,0.00012188356,0.00005581136,0.00047790815,0.00045827148,0.0010802739],"category_scores_gemma":[0.000120733916,0.00042281306,0.00019974644,0.00036575343,0.00053178833,0.0002887065,0.00009115745,0.0006082613,0.00009885236],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033262582,0.00017094727,0.00032200463,0.0004772598,0.0001564809,0.00003820502,0.0002586185,0.0013651776,0.9837039,0.0012476097,0.002162767,0.009764371],"study_design_scores_gemma":[0.0015712195,0.0014256508,0.97622436,0.0014929307,0.00014519578,0.00046615142,0.00018408793,0.000032451702,0.00017381329,0.0006898374,0.016717492,0.00087681605],"about_ca_topic_score_codex":0.000063814616,"about_ca_topic_score_gemma":0.014791246,"teacher_disagreement_score":0.9835301,"about_ca_system_score_codex":0.0001238464,"about_ca_system_score_gemma":0.00002991529,"threshold_uncertainty_score":0.99983287},"labels":[],"label_agreement":null},{"id":"W2271407426","doi":"","title":"16. Efficient Cavitation Detection Technology for Optimizing Hydro Turbine Operation and Maintenance","year":2004,"lang":"en","type":"article","venue":"Tunnelling and Underground Space Technology","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Cavitation; Turbine; Vibration; Field (mathematics); Mechanical engineering; Hydraulic turbines; Marine engineering; Engineering; Shock (circulatory); Computer science; Acoustics; Mathematics; Physics","score_opus":0.007240126682155407,"score_gpt":0.2068681449007241,"score_spread":0.1996280182185687,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2271407426","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.43023208,0.0010176183,0.56645185,0.0012031809,0.00017127614,0.00025909516,0.000001345363,0.0005339473,0.00012962647],"genre_scores_gemma":[0.99080664,0.00034229286,0.00859381,0.00001724326,0.000043492564,0.000089689725,0.0000051229654,0.00003375973,0.00006795204],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991003,0.000008370754,0.00024679233,0.00027543172,0.0000662201,0.00030282806],"domain_scores_gemma":[0.9996356,0.00005462346,0.00005528635,0.00017102929,0.000040590767,0.000042875377],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018108355,0.00018587516,0.00025055034,0.0003900186,0.00021275594,0.00004676774,0.00007210615,0.00033495008,0.0000012811289],"category_scores_gemma":[0.000045034132,0.00018401172,0.000023218572,0.00028100298,0.00012156431,0.00007028161,0.000021152644,0.00019038835,0.000005387308],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020578136,0.00003290343,0.0000655202,0.00028537892,0.00006910222,0.000005126535,0.0007475282,0.84201616,0.08475106,0.049933083,0.000026830601,0.022046704],"study_design_scores_gemma":[0.0026748101,0.00046329986,0.00003507694,0.0003240026,0.00007081502,0.0004874138,0.005665663,0.8727127,0.05912793,0.055936303,0.0018475633,0.0006544628],"about_ca_topic_score_codex":0.000045886733,"about_ca_topic_score_gemma":0.0001313456,"teacher_disagreement_score":0.5605746,"about_ca_system_score_codex":0.00016443229,"about_ca_system_score_gemma":0.000013063925,"threshold_uncertainty_score":0.750378},"labels":[],"label_agreement":null},{"id":"W2273250672","doi":"10.4271/2004-01-0499","title":"Opportunities for P/M in Variable Valve Timing Devices","year":2004,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Drive & Gear (Canada)","funders":"","keywords":"Variable (mathematics); Computer science; Environmental science; Mathematics","score_opus":0.035053090601318115,"score_gpt":0.2512624802371958,"score_spread":0.21620938963587766,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2273250672","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.52707404,0.0023804512,0.00016834978,0.0052975835,0.0016117772,0.0045178584,0.00028550663,0.010532872,0.44813156],"genre_scores_gemma":[0.9893125,0.00027129558,0.007786875,0.0010663304,0.00018893326,0.00081397936,0.00006127732,0.00016720175,0.00033159615],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99645716,0.00006718302,0.0012147612,0.00069009856,0.0005618769,0.0010088973],"domain_scores_gemma":[0.99800324,0.00057768065,0.00012938272,0.000901959,0.000069008376,0.00031870848],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00082116463,0.0006871667,0.0009976415,0.0002650437,0.00021811263,0.000114544695,0.0007953628,0.0007504924,0.00022322848],"category_scores_gemma":[0.00035201348,0.00062996376,0.0003897575,0.0005604842,0.00033604642,0.00049839256,0.00014259519,0.00073862297,0.0000708246],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000104461775,0.00026040772,0.00010237666,0.000636751,0.00012663737,0.000066630346,0.0001923171,0.006103007,0.93864316,0.04505781,0.003909026,0.0047974163],"study_design_scores_gemma":[0.0026988934,0.0012497746,0.69153774,0.0022790933,0.00017510097,0.0002361884,0.0014831293,0.000004767429,0.0002871186,0.012843494,0.2851213,0.0020834338],"about_ca_topic_score_codex":0.0000923452,"about_ca_topic_score_gemma":0.043466177,"teacher_disagreement_score":0.93835604,"about_ca_system_score_codex":0.00044968826,"about_ca_system_score_gemma":0.00012909301,"threshold_uncertainty_score":0.9996152},"labels":[],"label_agreement":null},{"id":"W2275344011","doi":"10.1115/detc2015-47436","title":"Condition Monitoring of an Electro-Hydrostatic Actuator Using the Dynamic 2nd-Order Smooth Variable Structure Filter","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"McMaster University","keywords":"Control theory (sociology); Robustness (evolution); Actuator; Kalman filter; State variable; Filter (signal processing); Computer science; Subspace topology; Sliding mode control; Mathematics; Nonlinear system; Physics","score_opus":0.015161715765198645,"score_gpt":0.25521806063353364,"score_spread":0.240056344868335,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2275344011","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91847295,0.00007435392,0.079441726,0.000009581647,0.00049579516,0.00018358395,0.000016062355,0.000107391905,0.0011985806],"genre_scores_gemma":[0.9905398,0.0000020880498,0.009198918,0.000015709424,0.0000965892,0.0000058904434,0.000019491004,0.00003232419,0.00008920065],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991911,0.00004687167,0.0002447279,0.000104799685,0.00019772742,0.00021478922],"domain_scores_gemma":[0.99948806,0.00005337189,0.000050330127,0.00026570985,0.000064487445,0.00007807457],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016031803,0.00013869809,0.00018499477,0.000045684767,0.000044287095,0.000037746617,0.00013487111,0.00007625793,0.0001569373],"category_scores_gemma":[0.00002700904,0.00009544144,0.000021355501,0.00018817357,0.00002073343,0.00019317148,0.0000116602,0.00011186059,0.0000052027904],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000130083845,0.00002732871,0.0011680482,0.0002923967,0.00018442684,0.000003552657,0.005075753,0.7184535,0.27231646,0.0004103532,0.0005462101,0.0015089397],"study_design_scores_gemma":[0.00033491148,0.000046908823,0.00036246,0.00006336725,0.000036184883,0.000026513975,0.0013542519,0.9838789,0.01210717,0.0011500204,0.00046036797,0.00017895707],"about_ca_topic_score_codex":0.00018226389,"about_ca_topic_score_gemma":0.00000991728,"teacher_disagreement_score":0.26542535,"about_ca_system_score_codex":0.00009697687,"about_ca_system_score_gemma":0.000046441124,"threshold_uncertainty_score":0.3891989},"labels":[],"label_agreement":null},{"id":"W2276425280","doi":"10.1177/1687814015583249","title":"A throttle-less single-rod hydraulic cylinder positioning system: Design and experimental evaluation","year":2015,"lang":"en","type":"article","venue":"Advances in Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Hydraulic circuit; Throttle; Hydraulic cylinder; Hydraulic motor; Hydraulic machinery; Electrohydraulic servo valve; Bandwidth throttling; Hydraulic pump; Engineering; Valve actuator; Gear pump; Cylinder; Mechanical engineering; Control theory (sociology); Control valves; Ball valve; Computer science; Gas compressor","score_opus":0.03533356938877243,"score_gpt":0.2641535693109766,"score_spread":0.22881999992220417,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2276425280","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06782717,0.009618947,0.9190109,0.000011886768,0.0010216599,0.00056296634,0.0000011454742,0.000417087,0.0015282638],"genre_scores_gemma":[0.98643583,0.000023888295,0.013161875,0.000011058726,0.00012007376,0.00019154881,0.0000050022586,0.000048288024,0.0000024370374],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986426,0.000074896496,0.0003851756,0.0002383946,0.0003612955,0.00029759135],"domain_scores_gemma":[0.99947023,0.00013118685,0.00003597338,0.00017510518,0.000036975183,0.00015052025],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007776407,0.00021734103,0.00029221276,0.000109537985,0.000030730716,0.000045825145,0.000114890936,0.000111902904,0.0000056326753],"category_scores_gemma":[0.00008690504,0.0002258608,0.000029709769,0.00020244872,0.000016179843,0.0004325703,0.00003209677,0.00016198555,0.000012155786],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000071617887,0.000016286935,0.000006570679,0.00012701604,0.0000129850105,0.0000084520525,0.00044811447,0.9874011,0.008174992,0.0013068452,0.000007330809,0.0024831314],"study_design_scores_gemma":[0.00078587217,0.00007309675,0.0000064134147,0.00039940796,0.000014490553,0.00007634308,0.0009803296,0.98360056,0.013509,0.00014413998,0.00015622513,0.00025410583],"about_ca_topic_score_codex":0.0000069969246,"about_ca_topic_score_gemma":0.0000020452817,"teacher_disagreement_score":0.91860867,"about_ca_system_score_codex":0.0004024613,"about_ca_system_score_gemma":0.000016078584,"threshold_uncertainty_score":0.9210336},"labels":[],"label_agreement":null},{"id":"W2276432471","doi":"10.1680/ijpmg.14.00021","title":"Development of a real-time hybrid testing method in a centrifuge","year":2015,"lang":"en","type":"article","venue":"International Journal of Physical Modelling in Geotechnics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada)","funders":"Australian Research Council; Lloyd's Register; Lloyd's Register Foundation","keywords":"Centrifuge; Stiffness; Footprint; Moment (physics); Soil structure interaction; Structural engineering; Engineering; Boundary value problem; Computer science; Geology; Finite element method; Mathematics; Mathematical analysis","score_opus":0.04350837521128082,"score_gpt":0.2881088303173934,"score_spread":0.2446004551061126,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2276432471","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5028454,0.00003286304,0.49613443,0.000015628457,0.00014470743,0.000051767936,0.0000020025175,0.000019026103,0.0007541891],"genre_scores_gemma":[0.87696934,0.000008720473,0.12288252,0.000003373221,0.00011275039,0.0000024257288,0.0000013421417,0.000014619634,0.000004891554],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984788,0.000034579898,0.0007790325,0.0000758108,0.0004920143,0.00013978951],"domain_scores_gemma":[0.9992055,0.00021133448,0.00020220519,0.00007407782,0.00024017015,0.00006666457],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008088847,0.000104730854,0.00030434178,0.00025811192,0.00000520989,0.000012757316,0.00031212714,0.000041113828,0.0000016142725],"category_scores_gemma":[0.00010340687,0.00009880284,0.000058144127,0.00017700785,0.000010596857,0.00011247439,0.000033529228,0.0002432621,0.0000053715366],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014698042,0.00008095973,0.000037164824,0.000019626706,0.000029481942,0.00003260771,0.0013380601,0.98517764,0.005318362,0.00020168352,0.000013633442,0.007736075],"study_design_scores_gemma":[0.00041765088,0.000025102743,0.000016867316,0.00048488702,0.000004146335,0.000042657222,0.00005116078,0.9918197,0.0040062326,0.002706046,0.00033670192,0.00008888699],"about_ca_topic_score_codex":0.0000389125,"about_ca_topic_score_gemma":0.0000015615738,"teacher_disagreement_score":0.37412396,"about_ca_system_score_codex":0.00025314649,"about_ca_system_score_gemma":0.00011424611,"threshold_uncertainty_score":0.4029063},"labels":[],"label_agreement":null},{"id":"W2290754823","doi":"","title":"Etude thermo-aeraulique d'une piscine interieure","year":2012,"lang":"fr","type":"article","venue":"Knowledge UdeS (Institutional Deposit of the University of Sherbrooke)","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology","score_opus":0.01227034635548645,"score_gpt":0.2012220910636074,"score_spread":0.18895174470812093,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2290754823","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.55861133,0.079924285,0.19398323,0.0010018556,0.006029251,0.00059888704,0.000042683307,0.000101305945,0.15970716],"genre_scores_gemma":[0.9866451,0.0010298553,0.0030902976,0.000017259135,0.00035507666,6.229388e-7,0.0000065812264,0.000025461622,0.008829715],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985072,0.00017356071,0.00040761865,0.00019433397,0.0003124004,0.00040487546],"domain_scores_gemma":[0.9990121,0.00009810925,0.00012138222,0.00044944003,0.0001242174,0.00019475856],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003146244,0.00030644954,0.00049047876,0.000105090294,0.00028272544,0.0000115086195,0.0007494351,0.000290159,0.0003141284],"category_scores_gemma":[0.0000389441,0.00028750882,0.00036974397,0.00039203247,0.00073063234,0.00038669872,0.00028285303,0.0003245093,0.00024358816],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000321759,0.0023156381,0.035871077,0.041605577,0.0027541788,0.00004517683,0.17075966,0.34342614,0.24804002,0.089828484,0.036652904,0.028379377],"study_design_scores_gemma":[0.003005896,0.0002515437,0.16156141,0.030148681,0.0010745979,0.0004822525,0.0029662235,0.09572366,0.09992157,0.0004379562,0.6031262,0.0012999793],"about_ca_topic_score_codex":0.0032938449,"about_ca_topic_score_gemma":0.0045381994,"teacher_disagreement_score":0.5664733,"about_ca_system_score_codex":0.0009777325,"about_ca_system_score_gemma":0.00011447504,"threshold_uncertainty_score":0.9999577},"labels":[],"label_agreement":null},{"id":"W2295255565","doi":"10.1299/jsmemovic.2014.12._1d34-1_","title":"1D34 NMPC Approach on Nonlinear Model Reduction Techniques : Application to an ultrasonic motor(The 12th International Conference on Motion and Vibration Control)","year":2014,"lang":"en","type":"article","venue":"The Proceedings of the Symposium on the Motion and Vibration Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Cybernet Systems Corporation (Canada)","funders":"","keywords":"Ultrasonic motor; Control theory (sociology); Nonlinear system; Reduction (mathematics); Finite element method; Constant (computer programming); Vibration; Computer science; Nonlinear element; Engineering; Mathematics; Control (management); Physics; Acoustics; Structural engineering; Artificial intelligence","score_opus":0.010684554051719313,"score_gpt":0.2126790994782694,"score_spread":0.2019945454265501,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2295255565","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1646142,0.000012098594,0.7911003,0.029864546,0.00037018573,0.0037096136,0.000038472273,0.00030922127,0.00998137],"genre_scores_gemma":[0.99804795,0.000026777187,0.00019699136,0.0008361766,0.00040518717,0.00037813457,0.000012540177,0.000029006622,0.00006721795],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99866515,0.00009473286,0.0003946211,0.00029103603,0.00039296743,0.00016151291],"domain_scores_gemma":[0.9991006,0.00011130636,0.0002504156,0.0002798474,0.00019524616,0.00006254012],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011778498,0.0002359764,0.00021251112,0.00009579298,0.00036930773,0.00020996292,0.00037306678,0.000119234035,0.0000053194244],"category_scores_gemma":[0.00009028919,0.0001261261,0.00006246277,0.00014246324,0.00009538312,0.00029719603,0.000020539623,0.0002487,0.0000059139993],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003271112,0.00013983119,0.000050182378,0.00007601748,0.00008151043,7.718232e-9,0.0026616084,0.12134328,0.72080404,0.14238742,0.00024547274,0.011883525],"study_design_scores_gemma":[0.0005131992,0.00022659964,0.00043504557,0.00006568474,0.00004325423,0.0000065512463,0.00034193933,0.9710583,0.0250945,0.001979071,0.0001036153,0.00013225022],"about_ca_topic_score_codex":0.000012473602,"about_ca_topic_score_gemma":0.0000017903179,"teacher_disagreement_score":0.849715,"about_ca_system_score_codex":0.00006848986,"about_ca_system_score_gemma":0.000009090943,"threshold_uncertainty_score":0.5143273},"labels":[],"label_agreement":null},{"id":"W2295500009","doi":"10.3233/jid-2015-0017","title":"Adaptive Neuro-Fuzzy Inference System Models for Force Prediction of a Mechatronic Flexible Structure","year":2016,"lang":"en","type":"article","venue":"Journal of Integrated Design and Process Science","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Adaptive neuro fuzzy inference system; Computer science; Set (abstract data type); Sampling (signal processing); SIGNAL (programming language); Artificial intelligence; Control theory (sociology); Fuzzy logic; Fuzzy control system","score_opus":0.028545433051530674,"score_gpt":0.24255632695501508,"score_spread":0.2140108939034844,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2295500009","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04359718,0.00038791436,0.95518166,0.000017278275,0.00026381423,0.0002353801,0.000026857597,0.000036635218,0.00025325269],"genre_scores_gemma":[0.9952943,0.000074674244,0.0045535816,0.0000053730428,0.000033576875,0.000008291795,2.0799199e-7,0.000009769858,0.000020251777],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989025,0.000030631694,0.00044635896,0.0001207927,0.00030872074,0.00019100044],"domain_scores_gemma":[0.99868697,0.00021419539,0.00024293938,0.00008876971,0.0006633649,0.00010377226],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007178157,0.00012300652,0.0002569476,0.000201619,0.00006636245,0.000037565136,0.00026621384,0.000064035754,0.0000023476762],"category_scores_gemma":[0.00016374733,0.00006791016,0.00003627462,0.0003903488,0.00011376271,0.0007323824,0.000007775534,0.0001001939,2.6491762e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033443104,0.00002123164,0.00012019606,0.001039551,0.00009178291,0.0000039677175,0.0028708247,0.5800744,0.37231308,0.012698405,0.00017199133,0.030260107],"study_design_scores_gemma":[0.00046792414,0.00050973584,0.000019829702,0.0011844835,0.00002551452,0.00014228308,0.0009930223,0.90918535,0.078005314,0.0093622785,0.000013961431,0.000090325215],"about_ca_topic_score_codex":0.0000037606353,"about_ca_topic_score_gemma":6.607368e-7,"teacher_disagreement_score":0.9516971,"about_ca_system_score_codex":0.00009790412,"about_ca_system_score_gemma":0.00035283476,"threshold_uncertainty_score":0.2769296},"labels":[],"label_agreement":null},{"id":"W2313681257","doi":"10.1080/14399776.2003.10781170","title":"Hydraulic Bridge for Pressure Control in a P-Q Multiple Line Segment Control Valve","year":2003,"lang":"en","type":"article","venue":"International Journal of Fluid Power","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Flow control valve; Body orifice; Pressure control; Control theory (sociology); Control valves; Relief valve; Port (circuit theory); Linearity; Flow coefficient; Engineering; Volumetric flow rate; Mechanics; Mechanical engineering; Computer science; Electronic engineering; Physics; Control (management)","score_opus":0.012142333420292353,"score_gpt":0.24247909823098654,"score_spread":0.23033676481069418,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2313681257","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23052672,0.0053333314,0.7498393,0.001042419,0.008172998,0.00095426914,0.00020815709,0.000060897695,0.0038618704],"genre_scores_gemma":[0.99881876,0.00003419105,0.0003235599,0.0003764176,0.00030608644,0.000023479854,0.0000035961639,0.000025506264,0.000088394656],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985894,0.000058440837,0.00069710636,0.00008977038,0.00037331847,0.00019197838],"domain_scores_gemma":[0.9990654,0.0003206157,0.00014702545,0.000099406345,0.00027891473,0.00008865126],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005615304,0.00014508552,0.00031851712,0.00017071595,0.000015278592,0.000040612602,0.00025337536,0.00007564912,0.00012257548],"category_scores_gemma":[0.0002878734,0.00012730254,0.00023655903,0.000050564086,0.000012759785,0.0001460835,0.0000050552585,0.0001513572,0.00001476873],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00062028057,0.00046801986,0.01601889,0.000120841054,0.004052976,0.00016789442,0.002544263,0.90605253,0.03230129,0.0012861165,0.033413235,0.002953666],"study_design_scores_gemma":[0.026165104,0.0004264602,0.011229384,0.00052923936,0.00016566864,0.0006593362,0.00013886306,0.5030453,0.0038028813,0.0004561223,0.45285603,0.0005255971],"about_ca_topic_score_codex":0.000010780477,"about_ca_topic_score_gemma":0.000009241418,"teacher_disagreement_score":0.76829207,"about_ca_system_score_codex":0.00009619315,"about_ca_system_score_gemma":0.00004371277,"threshold_uncertainty_score":0.5191247},"labels":[],"label_agreement":null},{"id":"W2314895672","doi":"10.1115/imece2010-38691","title":"A Robust Lift Control Technique in Electro-Hydraulic Camless Valves Using System Average Model","year":2010,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Control theory (sociology); Electrohydraulic servo valve; Lift (data mining); Valve actuator; Control system; Computer science; Hydraulic machinery; Servomotor; Servo; Actuator; Control engineering; Engineering; Ball valve; Mechanical engineering; Control (management)","score_opus":0.013420790781967304,"score_gpt":0.20416719380341808,"score_spread":0.19074640302145077,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2314895672","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20021084,0.000058884645,0.7770056,0.000018046956,0.00026316274,0.0006608984,0.0000052341225,0.0006496313,0.021127671],"genre_scores_gemma":[0.9938259,0.0000036960296,0.005676524,0.000043627926,0.000115175724,0.00014849595,0.0000024268559,0.00006614426,0.000117979725],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986039,0.000046200796,0.00048062854,0.00022416598,0.00018732887,0.00045777953],"domain_scores_gemma":[0.9993557,0.00006779788,0.00004778712,0.0003803455,0.000031975535,0.00011640855],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044165298,0.0002577888,0.0004409331,0.00019247673,0.000051423496,0.000055667773,0.00022850669,0.0002583015,0.00002950549],"category_scores_gemma":[0.000018343033,0.0002339496,0.00008833224,0.00022614244,0.000020575968,0.00014125418,0.000017222013,0.00043439184,0.00003158894],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000028728864,0.000012604545,0.00025562305,0.00024561211,0.000025789153,0.000011886556,0.00023036175,0.86444455,0.13299115,0.0015628559,0.000097648044,0.00011906169],"study_design_scores_gemma":[0.00043145975,0.000008603381,0.000046070327,0.00013770063,0.000012434633,0.0001052841,0.00007642992,0.99217826,0.006549185,0.00006331496,0.00011641277,0.00027486062],"about_ca_topic_score_codex":0.00039763568,"about_ca_topic_score_gemma":0.00024287168,"teacher_disagreement_score":0.7936151,"about_ca_system_score_codex":0.00013220936,"about_ca_system_score_gemma":0.000064000444,"threshold_uncertainty_score":0.9540188},"labels":[],"label_agreement":null},{"id":"W2314941331","doi":"10.1115/icef2010-35050","title":"A New Valve Lift Control Technique in Electrohydraulic Variable Valve Actuation Systems","year":2010,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Valve actuator; Electrohydraulic servo valve; Control theory (sociology); Lift (data mining); Actuator; Flow control valve; Control system; Valve timing; Hydraulic machinery; Needle valve; Engineering; Butterfly valve; Computer science; Control engineering; Automotive engineering; Mechanical engineering; Control (management)","score_opus":0.003968561531584804,"score_gpt":0.19471890172336356,"score_spread":0.19075034019177875,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2314941331","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011644559,0.00019740609,0.9098626,0.000048792146,0.0010449489,0.0012589402,0.0000032601176,0.0007230734,0.07521644],"genre_scores_gemma":[0.995437,0.000009394709,0.0031587617,0.000054070362,0.0003156655,0.0002813019,0.000008618767,0.000049236078,0.000685928],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99866873,0.00004181657,0.0004761812,0.00020080799,0.00021023453,0.00040220522],"domain_scores_gemma":[0.9992352,0.00016396398,0.000054328262,0.0003611908,0.000036423105,0.00014887996],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005601966,0.00021995972,0.00036216146,0.00019132966,0.000030361549,0.0000801148,0.0002044519,0.0002823282,0.00027685304],"category_scores_gemma":[0.000073072115,0.00020021886,0.00010623183,0.00036929862,0.000009214826,0.00017554082,0.000010143016,0.0003896936,0.00020264371],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019999485,0.000085951426,0.0020814808,0.0005832045,0.00044262825,0.000010807378,0.0014208341,0.10056113,0.83944964,0.024620455,0.023748102,0.0069757737],"study_design_scores_gemma":[0.002965697,0.0001485675,0.0019885402,0.0003711953,0.00010801432,0.00023713117,0.00018745218,0.90833277,0.015712949,0.0029900835,0.06572404,0.0012335745],"about_ca_topic_score_codex":0.0015973246,"about_ca_topic_score_gemma":0.00024665103,"teacher_disagreement_score":0.9837925,"about_ca_system_score_codex":0.00008134193,"about_ca_system_score_gemma":0.000090702146,"threshold_uncertainty_score":0.81646883},"labels":[],"label_agreement":null},{"id":"W2316846166","doi":"10.1504/ijvnv.2015.075169","title":"Numerical modelling of multiphase flow-induced noise and vibration in a poppet valve","year":2015,"lang":"en","type":"article","venue":"International Journal of Vehicle Noise and Vibration","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Defence Research and Development Canada; University of Waterloo","funders":"","keywords":"Vibration; Noise (video); Mechanics; Flow (mathematics); Transient (computer programming); Turbulence; Multiphase flow; Acoustics; Vortex; Compressibility; Engineering; Physics; Computer science","score_opus":0.038487459699130346,"score_gpt":0.26318693907457413,"score_spread":0.2246994793754438,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2316846166","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.75165,0.00020114132,0.2475433,0.00015550977,0.0002474934,0.0000612936,0.0000028365785,0.000008817536,0.00012960263],"genre_scores_gemma":[0.99578935,0.00008345361,0.0038828189,0.000038053895,0.00018421162,0.0000023700632,0.0000061090086,0.0000108591885,0.0000027561935],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99898446,0.000045192643,0.0005138808,0.00007516723,0.00030249506,0.000078837926],"domain_scores_gemma":[0.99945605,0.000061397805,0.00015193141,0.000048805563,0.00018548839,0.00009631343],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027661823,0.00009059945,0.00018341244,0.00012364658,0.0000130997205,0.000046309447,0.00007875467,0.000064435575,0.000005286711],"category_scores_gemma":[0.00004430147,0.00008373383,0.000043035332,0.000077074415,0.000012423082,0.00052501954,0.000011896141,0.000111424735,0.0000016964909],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013207235,0.000075313794,0.0034535823,0.000035598685,0.000079786834,0.000015846917,0.003306384,0.9425558,0.037235394,0.00008801707,0.00005657587,0.012965643],"study_design_scores_gemma":[0.001274934,0.00010187535,0.002354233,0.00014118542,0.000011342529,0.00005788719,0.0002084516,0.98830354,0.007145532,0.00027078297,0.000050210885,0.00008004221],"about_ca_topic_score_codex":0.00006600884,"about_ca_topic_score_gemma":0.0000072055273,"teacher_disagreement_score":0.24413937,"about_ca_system_score_codex":0.00005055645,"about_ca_system_score_gemma":0.00003916921,"threshold_uncertainty_score":0.34145665},"labels":[],"label_agreement":null},{"id":"W2318352630","doi":"10.1115/imece2015-51255","title":"Parameter Identification of LuGre Friction Model: Experimental Set-up Design and Measurement","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Flexibility (engineering); Dynamical friction; Compensation (psychology); Range (aeronautics); Control theory (sociology); Controller (irrigation); Work (physics); Set (abstract data type); Experimental data; Lag; Computer science; Control engineering; Engineering; Mechanical engineering; Control (management); Materials science; Mathematics; Artificial intelligence","score_opus":0.11850779569744954,"score_gpt":0.2642504806647677,"score_spread":0.14574268496731815,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2318352630","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17369962,0.00031758726,0.8243614,0.0000068145255,0.00022319422,0.00017403011,7.038728e-7,0.000078160265,0.0011385307],"genre_scores_gemma":[0.99784666,0.0000051136894,0.0019826007,0.0000043225996,0.000013213459,0.000026072017,0.0000013082841,0.000009860326,0.00011083706],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99942625,0.000024703786,0.00020714919,0.00007141056,0.00020481843,0.00006565057],"domain_scores_gemma":[0.9997639,0.000011267154,0.000025977322,0.00010567184,0.00004343235,0.00004973303],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037346137,0.00006311018,0.00008914458,0.000030892857,0.000011515379,0.000014085941,0.000033394026,0.000035103258,0.00000774424],"category_scores_gemma":[0.000014117752,0.000055589404,0.000013533969,0.000036657715,0.000008461943,0.0000871474,0.000005870819,0.000020860381,0.000013483214],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014195368,0.000026347087,0.00012365323,0.00009903342,0.00007269067,3.1381379e-7,0.0123338485,0.74769646,0.22801775,0.00034328646,0.00931136,0.0019610452],"study_design_scores_gemma":[0.0001633986,0.00001722076,0.000025234707,0.000010452221,0.000006379226,0.000002377102,0.00081064564,0.8650958,0.13364491,0.000119405086,0.000047827998,0.000056374865],"about_ca_topic_score_codex":0.000018658033,"about_ca_topic_score_gemma":8.641796e-7,"teacher_disagreement_score":0.82414705,"about_ca_system_score_codex":0.000057297715,"about_ca_system_score_gemma":0.000008510982,"threshold_uncertainty_score":0.22668701},"labels":[],"label_agreement":null},{"id":"W2321787706","doi":"10.2514/6.2002-4609","title":"To Tail or Two Tails? - The Effective Design and Modeling of Yaw Control Devices","year":2002,"lang":"en","type":"article","venue":"AIAA Modeling and Simulation Technologies Conference and Exhibit","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Lockheed Martin (Canada)","funders":"","keywords":"Control (management); Computer science; Control theory (sociology); Artificial intelligence","score_opus":0.0515478190789649,"score_gpt":0.258072305478157,"score_spread":0.20652448639919213,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2321787706","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.43095762,0.0010220526,0.56721497,0.00015660818,0.00001924847,0.00032813457,0.0000018037956,0.00020627202,0.00009329111],"genre_scores_gemma":[0.99841887,0.00039166232,0.00106923,0.000034571338,0.0000114298855,0.000049393802,6.312858e-7,0.000012260407,0.000011926655],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992136,0.00003651832,0.000276001,0.00019481475,0.0001026596,0.0001764551],"domain_scores_gemma":[0.99932694,0.00034456584,0.00003871389,0.00017691747,0.00007764432,0.000035217516],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024765593,0.00016319547,0.00027548187,0.00009643043,0.00012840756,0.00007532515,0.00009738964,0.00012011445,0.0000053891117],"category_scores_gemma":[0.00012402191,0.00010793639,0.000018120254,0.00011908037,0.0000598841,0.00014483879,0.00003880363,0.00012278925,0.000002401875],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014019078,0.0000033462945,0.00015285371,0.00005952079,0.00002362874,5.189363e-7,0.0010442175,0.9393313,0.0002707198,0.00020303382,0.000004618045,0.058892228],"study_design_scores_gemma":[0.00042652746,0.00008099861,0.0000071727277,0.00015177827,0.000026406717,0.000003824159,0.0018676181,0.9958303,0.0001843475,0.0012541501,0.000023555061,0.00014330751],"about_ca_topic_score_codex":0.000050319326,"about_ca_topic_score_gemma":0.00001298561,"teacher_disagreement_score":0.56746125,"about_ca_system_score_codex":0.000009174105,"about_ca_system_score_gemma":0.000005071189,"threshold_uncertainty_score":0.44015178},"labels":[],"label_agreement":null},{"id":"W2322589336","doi":"10.2514/6.2008-5961","title":"Application of Reduced Order Modelling to Fluid-Structure Interaction Analysis","year":2008,"lang":"en","type":"article","venue":"12th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Computer science; Order (exchange); Fluid–structure interaction; Finite element method; Physics; Thermodynamics","score_opus":0.018621291910381383,"score_gpt":0.24952368857615162,"score_spread":0.23090239666577023,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2322589336","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2679027,0.000053725795,0.7313758,0.00006196409,0.000050270755,0.00018871731,0.00002773283,0.000072027535,0.00026705794],"genre_scores_gemma":[0.95511746,0.00019456846,0.044185426,0.000013036035,0.00003192631,0.000032227636,0.00034197854,0.000018732417,0.0000646392],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99846184,0.000052957148,0.0006525456,0.00039096794,0.00024625583,0.00019544213],"domain_scores_gemma":[0.9988018,0.000067765926,0.0001704296,0.0004105506,0.00036008246,0.00018935297],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013852345,0.00024075051,0.00061643816,0.000827182,0.00018982227,0.00004033121,0.00015998156,0.00013019948,0.00021027523],"category_scores_gemma":[0.00003228573,0.00022886126,0.0001631583,0.0033560104,0.000046351277,0.00025679762,0.00004931757,0.00011177535,0.000004554492],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016885344,0.000023253364,0.007269483,0.000037644575,0.0010651157,8.667893e-7,0.002345743,0.98626405,0.002325588,0.000039354625,0.000018145189,0.0005938801],"study_design_scores_gemma":[0.00014778126,0.000022969189,0.0028269873,0.000018247538,0.0011517695,0.000003757823,0.0003406472,0.9936358,0.0015631438,0.000014875249,0.0000328529,0.00024120627],"about_ca_topic_score_codex":0.00018672577,"about_ca_topic_score_gemma":0.000083915606,"teacher_disagreement_score":0.6872148,"about_ca_system_score_codex":0.000040054285,"about_ca_system_score_gemma":0.000033244793,"threshold_uncertainty_score":0.9332691},"labels":[],"label_agreement":null},{"id":"W2322662644","doi":"10.1177/1754337111408187","title":"Modelling the effect of oar shaft bending during the rowing stroke","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Institution of Mechanical Engineers Part P Journal of Sports Engineering and Technology","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Rowing; Rotation (mathematics); Bending; Drive shaft; Stroke (engine); Flexibility (engineering); Structural engineering; Mechanics; Physics; Mechanical engineering; Engineering; Computer science; Mathematics","score_opus":0.0063584919017195705,"score_gpt":0.16901741332514753,"score_spread":0.16265892142342794,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2322662644","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98490584,0.0008933008,0.013075682,0.000056877576,0.0006123789,0.00018991051,0.0000026550888,0.000071229515,0.00019211501],"genre_scores_gemma":[0.99885577,0.00022509898,0.00081634923,9.546666e-7,0.0000652774,0.000006737652,9.5771355e-8,0.000021877779,0.00000785351],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9985389,0.0000048094776,0.0008112368,0.00009876243,0.00032396978,0.00022233253],"domain_scores_gemma":[0.9992367,0.00007042678,0.0003707365,0.00014949261,0.00012291624,0.0000497264],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00093293324,0.00020166922,0.0004951109,0.00026993285,0.00006944985,0.000007276062,0.00048348628,0.0001795885,0.000004394326],"category_scores_gemma":[0.00017113637,0.000112451475,0.00016310866,0.0004017964,0.00012601967,0.0001293658,0.00007684373,0.00050142716,1.34196e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004168911,0.000015908461,0.00098204,0.0011372,0.0003088805,0.000003935854,0.0005700957,0.91851485,0.059376795,0.018094083,0.00001821613,0.0009362955],"study_design_scores_gemma":[0.00067062775,0.00023359402,0.00015183017,0.0020059901,0.00023903324,0.00046059515,0.00046020927,0.44482303,0.550136,0.00028684054,0.00032240918,0.00020984789],"about_ca_topic_score_codex":0.0000052540654,"about_ca_topic_score_gemma":8.016115e-8,"teacher_disagreement_score":0.49075922,"about_ca_system_score_codex":0.000036026275,"about_ca_system_score_gemma":0.000013223098,"threshold_uncertainty_score":0.4585638},"labels":[],"label_agreement":null},{"id":"W2322968049","doi":"10.2514/6.2005-4843","title":"Computational Study of the Flowfield of an Aircraft Outflow Valve","year":2005,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Bombardier (Canada)","funders":"","keywords":"Outflow; Aerospace engineering; Marine engineering; Environmental science; Aeronautics; Computer science; Geology; Engineering; Meteorology; Physics","score_opus":0.010349054786496049,"score_gpt":0.2250764748480746,"score_spread":0.21472742006157855,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2322968049","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9814396,0.000013627484,0.007475579,0.0000351409,0.000117913536,0.00015666566,0.0000017981624,0.00003925028,0.010720458],"genre_scores_gemma":[0.99878705,2.496112e-7,0.000975519,0.000019734462,0.000044326305,0.0000034387515,7.581525e-7,0.000006234139,0.00016269324],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995192,0.000022586439,0.00020947377,0.000044884244,0.00014959168,0.00005425415],"domain_scores_gemma":[0.999735,0.000049272778,0.000021026279,0.0001531644,0.000022741046,0.000018817997],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008742018,0.00005114085,0.00011344156,0.000018988956,0.000012715229,0.0000028983336,0.00011191501,0.000023338833,0.00011064177],"category_scores_gemma":[0.0000065810286,0.000032675795,0.00004297588,0.0000631699,0.000008595989,0.000037673202,0.000011190833,0.0000367006,0.000009010367],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[6.794778e-7,0.00008931735,0.002440866,0.00002296863,0.000046170717,8.145867e-8,0.0033302035,0.9910166,0.0000662833,0.00009963616,0.00049259403,0.002394579],"study_design_scores_gemma":[0.00037787503,0.00007209037,0.02215754,0.00001806518,0.000015013709,0.0000025530169,0.001696466,0.9745663,0.0006234407,0.00006220113,0.00034193878,0.000066558656],"about_ca_topic_score_codex":0.000072275456,"about_ca_topic_score_gemma":0.00013630236,"teacher_disagreement_score":0.019716674,"about_ca_system_score_codex":0.0000065873583,"about_ca_system_score_gemma":0.000006471442,"threshold_uncertainty_score":0.13324803},"labels":[],"label_agreement":null},{"id":"W2323127907","doi":"10.1080/14399776.2005.10781210","title":"Hydraulic Actuator Leakage Fault Detection using Extended Kalman Filter","year":2005,"lang":"en","type":"article","venue":"International Journal of Fluid Power","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":102,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Actuator; Leakage (economics); Extended Kalman filter; Control theory (sociology); Residual; Fault detection and isolation; Hydraulic cylinder; Engineering; Kalman filter; Nonlinear system; Estimator; Computer science; Mechanical engineering; Mathematics; Artificial intelligence; Electrical engineering","score_opus":0.012424031197304607,"score_gpt":0.25229164257635195,"score_spread":0.23986761137904733,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2323127907","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9346886,0.0003550654,0.055580944,0.00026191823,0.0037154013,0.00006710629,0.000005961219,0.000055321718,0.005269667],"genre_scores_gemma":[0.9972364,0.000034374913,0.0010626381,0.00020805687,0.0012417993,0.000001504314,0.0000014406454,0.000030672596,0.000183143],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986176,0.000030783074,0.0005832384,0.00008539734,0.00051576184,0.00016721585],"domain_scores_gemma":[0.99935937,0.000051218605,0.00014960894,0.00011665697,0.0002207419,0.00010239106],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024190986,0.00014811274,0.00019718896,0.00023885292,0.00003065207,0.000069724316,0.0003134539,0.000083493,0.00061227236],"category_scores_gemma":[0.00005378196,0.00013131011,0.00015907257,0.0000723773,0.000019030454,0.00043797726,0.00002070006,0.0002033001,0.0001362169],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016920383,0.00021846985,0.00035416445,0.00004312233,0.0014900004,0.00028154126,0.0046108277,0.18121815,0.6917851,0.00015181697,0.01257942,0.10709817],"study_design_scores_gemma":[0.0030507273,0.00022489208,0.005038502,0.000512489,0.00009865327,0.0048169303,0.00048038297,0.45741343,0.15435316,0.00022805041,0.3729933,0.0007894766],"about_ca_topic_score_codex":0.000008927213,"about_ca_topic_score_gemma":0.0000075465996,"teacher_disagreement_score":0.53743196,"about_ca_system_score_codex":0.00025431302,"about_ca_system_score_gemma":0.000026330103,"threshold_uncertainty_score":0.67039526},"labels":[],"label_agreement":null},{"id":"W2323542640","doi":"10.1061/41000(315)16","title":"Hybrid Simulation of the Gravity Load Collapse of Reinforced Concrete Frames","year":2008,"lang":"en","type":"article","venue":"Structures Congress 2008","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"OpenSees; Substructure; Structural engineering; Earthquake shaking table; Frame (networking); Computer science; Nonlinear system; Hybrid system; Computer simulation; Gravity dam; Actuator; Reinforced concrete; Engineering; Finite element method; Simulation","score_opus":0.010708369576650471,"score_gpt":0.22088465895769518,"score_spread":0.2101762893810447,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2323542640","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99551517,0.00046070066,0.0006830534,0.0000058384285,0.00085663114,0.0002470053,0.0000774246,0.00005435111,0.0020998346],"genre_scores_gemma":[0.9995242,0.000024700525,0.00008540885,0.000014561654,0.000052435546,0.0000039651986,0.000006281502,0.00001719693,0.00027124633],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989914,0.00004274909,0.00039139093,0.0000953434,0.00033064166,0.00014849474],"domain_scores_gemma":[0.99916875,0.00013159977,0.00015460259,0.0003721832,0.00013047011,0.000042395404],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006514669,0.00014208724,0.00030982852,0.00004427991,0.00006295763,0.0000052563446,0.00021258651,0.000081382976,0.000087527915],"category_scores_gemma":[0.00010026585,0.00010302464,0.00009755718,0.00013483966,0.00019928406,0.000056610934,0.000027098717,0.000107004234,0.0000029260243],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002345738,5.879193e-7,0.0022315918,0.000209268,0.000082636645,0.0000054752127,0.001092865,0.97832304,0.015131418,0.00049986795,0.0020363936,0.00036341563],"study_design_scores_gemma":[0.0015470992,0.000082845705,0.014030318,0.00023205378,0.0000618999,0.00012254962,0.00011219695,0.6007756,0.37581614,0.00070962636,0.006024006,0.0004856839],"about_ca_topic_score_codex":0.00007335821,"about_ca_topic_score_gemma":0.0000035011722,"teacher_disagreement_score":0.37754744,"about_ca_system_score_codex":0.000028198834,"about_ca_system_score_gemma":0.00005473296,"threshold_uncertainty_score":0.4201223},"labels":[],"label_agreement":null},{"id":"W2324220608","doi":"10.1115/icef2013-19201","title":"Assessment of Different Cavitation Models in Mixture and Eulerian Framework for Two-Phase Flow in Diesel Injectors","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Nozzle; Eulerian path; Cavitation; Mechanics; Turbulence; Computational fluid dynamics; Robustness (evolution); Injector; Flow (mathematics); Materials science; Mechanical engineering; Mathematics; Physics; Applied mathematics; Engineering; Chemistry","score_opus":0.015368969576497245,"score_gpt":0.28727631030865197,"score_spread":0.2719073407321547,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2324220608","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.72329247,0.0000452047,0.27530813,0.00003352753,0.000111900845,0.0004667366,0.0000056547533,0.000021847467,0.00071451144],"genre_scores_gemma":[0.98617095,0.00001015772,0.013539556,0.000012870559,0.000021583583,0.00020177293,0.000010749712,0.000014099388,0.000018240436],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99938977,0.000024594745,0.00027955652,0.00009394094,0.000077875164,0.00013427144],"domain_scores_gemma":[0.9996562,0.0001623082,0.000024332401,0.00010075499,0.000017135331,0.00003929577],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009941608,0.00010294829,0.00022576317,0.00009336785,0.0000087353155,0.0000170687,0.000043973254,0.00007734615,0.000033083266],"category_scores_gemma":[0.000018354702,0.00008220886,0.000020850855,0.00008367217,0.000008529839,0.000107113796,0.000008841615,0.000080498445,7.522084e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017933471,0.0004054188,0.026410557,0.0020635212,0.00011611358,0.0000022923946,0.017759359,0.8666698,0.017957995,0.031261336,0.0006453922,0.036690287],"study_design_scores_gemma":[0.0007786808,0.000041616866,0.015974544,0.00014545684,0.0000031057182,3.759343e-7,0.00046361223,0.9741599,0.0002123612,0.008121165,0.0000047801095,0.00009438411],"about_ca_topic_score_codex":0.0002903636,"about_ca_topic_score_gemma":0.00032918624,"teacher_disagreement_score":0.26287848,"about_ca_system_score_codex":0.000049669754,"about_ca_system_score_gemma":0.0000063720354,"threshold_uncertainty_score":0.335238},"labels":[],"label_agreement":null},{"id":"W2325647521","doi":"10.1115/imece2005-79761","title":"Experimental Simulation of Piston Leakage in an Axial Piston Pump","year":2005,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Axial piston pump; Radial piston pump; Piston pump; Leakage (economics); Piston (optics); Reciprocating pump; Plunger pump; Mechanical engineering; Variable displacement pump; Discharge pressure; Waveform; Mechanics; Servo; Materials science; Engineering; Acoustics; Electrical engineering; Hydraulic pump; Voltage; Physics; Optics; Gas compressor","score_opus":0.017621302181917622,"score_gpt":0.2672267186615985,"score_spread":0.24960541647968085,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2325647521","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94973344,0.000057218018,0.008578902,0.000006663675,0.00009858766,0.00010623346,0.0000012598733,0.00009287365,0.041324846],"genre_scores_gemma":[0.99948734,7.340528e-7,0.00018184673,0.000012442534,0.00009714912,0.0000057264274,0.0000072233315,0.000014760847,0.00019276513],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994673,0.000017948185,0.0002374816,0.00007418829,0.00010083618,0.000102244936],"domain_scores_gemma":[0.99979913,0.000022049224,0.000018365567,0.000120524455,0.0000058551313,0.000034056913],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008604062,0.00007449077,0.00012363763,0.00006152864,0.0000100106645,0.0000069424914,0.000057066693,0.00005074301,0.00035348342],"category_scores_gemma":[0.0000034742134,0.000073269075,0.000021957509,0.000053131433,0.0000108001295,0.00014693664,0.000004093096,0.000039297356,0.000055173798],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005704444,0.000051330855,0.0008590378,0.00002994382,0.0000039004526,7.781981e-7,0.0026370406,0.92998564,0.06386854,0.00010458313,0.000071704184,0.0023818247],"study_design_scores_gemma":[0.0003359401,0.00003762699,0.0014034645,0.000016546232,0.0000011159087,0.0000011396669,0.00030195,0.9027051,0.09363255,0.000005098937,0.0014596938,0.00009979334],"about_ca_topic_score_codex":0.000084237545,"about_ca_topic_score_gemma":0.00007682893,"teacher_disagreement_score":0.049753934,"about_ca_system_score_codex":0.00008379579,"about_ca_system_score_gemma":0.0000043858126,"threshold_uncertainty_score":0.38703957},"labels":[],"label_agreement":null},{"id":"W2326550094","doi":"10.1115/imece2004-59194","title":"Parameter Identification for a High Performance Hydrostatic Actuation System Using the Variable Structure Filter Concept","year":2004,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Actuator; Reliability (semiconductor); Reliability engineering; Variable (mathematics); Identification (biology); Aerospace; Filter (signal processing); Control theory (sociology); Condition monitoring; Computer science; Condition-based maintenance; Engineering; State variable; Control engineering; Hydrostatic equilibrium; Control (management); Mathematics; Artificial intelligence; Aerospace engineering","score_opus":0.013147101651729933,"score_gpt":0.21258162670558636,"score_spread":0.19943452505385642,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2326550094","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.480012,0.000019696636,0.51889616,0.000017868178,0.0004081881,0.00039885374,0.000015662497,0.000098096374,0.00013348304],"genre_scores_gemma":[0.99365294,0.0000010527414,0.005989258,0.000034558725,0.0001041387,0.000057163677,0.00003815264,0.000022457736,0.0001002713],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99930686,0.000014159696,0.00028439632,0.00010968992,0.00012425218,0.00016064655],"domain_scores_gemma":[0.99955034,0.00009682344,0.000057948397,0.000230219,0.000040216677,0.000024448353],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014167377,0.000111120644,0.00013011083,0.000028432067,0.00011539702,0.00008080793,0.00010569086,0.000063279585,0.00003754564],"category_scores_gemma":[0.0000192883,0.00007411872,0.00002357452,0.000108579545,0.000016417625,0.00018199599,0.0000060401653,0.00005325632,0.000013729987],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000026168912,0.0000029323214,0.00002060609,0.0003857579,0.00004055494,1.2376249e-7,0.0014918462,0.9792692,0.015187667,0.0027215898,0.0001312879,0.0007458018],"study_design_scores_gemma":[0.00036861713,0.000015600837,0.00021444386,0.00012310616,0.00003844527,0.000019412542,0.00051107485,0.97682667,0.021020377,0.0006038875,0.00012797456,0.00013041361],"about_ca_topic_score_codex":0.00007178065,"about_ca_topic_score_gemma":0.0000030560443,"teacher_disagreement_score":0.51364094,"about_ca_system_score_codex":0.00014071871,"about_ca_system_score_gemma":0.000019271556,"threshold_uncertainty_score":0.30224735},"labels":[],"label_agreement":null},{"id":"W2329638523","doi":"10.1115/imece2015-52874","title":"Non-Linear Damping Identification in Nuclear Systems Under External Excitation","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Vibration; Excitation; Structural engineering; Damping ratio; Coolant; Materials science; Engineering; Mechanical engineering; Acoustics; Physics","score_opus":0.037278651713386936,"score_gpt":0.25542318748488657,"score_spread":0.21814453577149964,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2329638523","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7112267,0.0001298216,0.2699321,0.000026912518,0.0011439897,0.00021614617,7.4372275e-7,0.00020231516,0.017121252],"genre_scores_gemma":[0.99904937,0.000006038363,0.0003151076,0.000015983738,0.0001288298,0.000014658012,0.000004862518,0.00002349258,0.00044164967],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992618,0.000022574173,0.00032085687,0.00009828228,0.00016966344,0.00012684906],"domain_scores_gemma":[0.9996981,0.000020053045,0.00003180352,0.00015082255,0.000033401524,0.000065793414],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003667393,0.000079346624,0.00011748211,0.00009027574,0.000015630083,0.00005753579,0.000086059656,0.000058533074,0.000017048435],"category_scores_gemma":[0.000014188982,0.00007711491,0.000017167016,0.0001296326,0.000007237793,0.00019002894,0.000008027657,0.00006191635,0.00054567266],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000042909905,0.000018774812,0.0014268066,0.00020645224,0.000018807674,0.0000046274436,0.0042163613,0.9783794,0.009255814,0.003526494,0.00225929,0.0006828585],"study_design_scores_gemma":[0.00026396004,0.0000067879737,0.005072937,0.00010705784,0.0000027042204,0.000009650919,0.0024546646,0.99103194,0.000070872724,0.00017337072,0.0006982435,0.00010783087],"about_ca_topic_score_codex":0.00026793123,"about_ca_topic_score_gemma":0.000021396749,"teacher_disagreement_score":0.28782266,"about_ca_system_score_codex":0.000107655054,"about_ca_system_score_gemma":0.000010120178,"threshold_uncertainty_score":0.70137006},"labels":[],"label_agreement":null},{"id":"W2330755182","doi":"10.1115/fpmc2013-4447","title":"Position Tracking of a Pneumatic Actuator Using Backstepping-Sliding Mode Control With Adaptive Friction Observer","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Ministry of Higher Education, Malaysia; Natural Sciences and Engineering Research Council of Canada; Universiti Tun Hussein Onn Malaysia","keywords":"Control theory (sociology); Backstepping; Observer (physics); Actuator; Pneumatic actuator; State observer; Controller (irrigation); Sliding mode control; Pneumatic cylinder; Servomechanism; Tracking (education); Position (finance); Control engineering; Computer science; Adaptive control; Engineering; Cylinder; Nonlinear system; Artificial intelligence; Control (management); Physics; Mechanical engineering","score_opus":0.019719148174061903,"score_gpt":0.20953750024273426,"score_spread":0.18981835206867237,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2330755182","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6240743,0.00002992518,0.3734543,0.000009329407,0.000086414955,0.0003429741,0.0000022675192,0.000120670964,0.0018798249],"genre_scores_gemma":[0.99511504,0.0000028255604,0.004716904,0.000019562875,0.000047210477,0.00003518625,0.000002646684,0.000035999557,0.00002464875],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990611,0.00004189351,0.0003648777,0.00012456626,0.0001954953,0.00021206091],"domain_scores_gemma":[0.99948317,0.000099173,0.0000968991,0.00015883517,0.0000954402,0.00006648095],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010358903,0.0001679054,0.00030377856,0.00008573347,0.00005511359,0.000043606575,0.00007197084,0.000077654855,0.00014419596],"category_scores_gemma":[0.000010746214,0.00013419887,0.000053515123,0.00015453056,0.0000120329605,0.00049620983,0.000005999171,0.00008498887,0.000037450394],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025562562,0.000048771923,0.0013930884,0.0005905436,0.00044123377,0.0000031829643,0.004465525,0.67673254,0.31252512,0.0008182574,0.0001305043,0.0028256802],"study_design_scores_gemma":[0.00051249296,0.00006129706,0.0015984832,0.00044868313,0.00004940422,0.000025788224,0.0010633222,0.9912688,0.004729942,0.00006374035,0.0000036964182,0.00017436547],"about_ca_topic_score_codex":0.0005592894,"about_ca_topic_score_gemma":0.000021613354,"teacher_disagreement_score":0.37104073,"about_ca_system_score_codex":0.000115204675,"about_ca_system_score_gemma":0.000015737038,"threshold_uncertainty_score":0.5472471},"labels":[],"label_agreement":null},{"id":"W2331410603","doi":"10.1061/9780784412367.189","title":"Dynamic Behaviour and Performance Evaluation of Tuned Liquid Dampers (TLDs) Using Real-Time Hybrid Simulation","year":2012,"lang":"en","type":"article","venue":"Structures Congress 2012","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Thermoluminescent dosimeter; Computer science; Damper; Simulation; MATLAB; Dynamic simulation; Automotive engineering; Structural engineering; Engineering; Physics","score_opus":0.020245868985154385,"score_gpt":0.28111817947062384,"score_spread":0.26087231048546944,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2331410603","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99691,0.00093672285,0.00044525045,0.0000015613567,0.0007640847,0.0002771666,0.00002097739,0.00006822824,0.0005760416],"genre_scores_gemma":[0.99947494,0.00003387928,0.0003163238,0.0000022603283,0.00007691062,0.0000071655504,0.000031795727,0.000031026124,0.000025677318],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989641,0.00007364423,0.0002870162,0.000106801774,0.00032723809,0.00024124331],"domain_scores_gemma":[0.99946237,0.000051368108,0.00010125975,0.00020587364,0.00009353186,0.000085614294],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040693997,0.0001597336,0.00022180792,0.000084809995,0.000055714212,0.000014432595,0.000073392024,0.00008102806,0.00023517442],"category_scores_gemma":[0.000022018596,0.00014938376,0.00003120637,0.000059404443,0.00004707996,0.00041512446,0.00001987204,0.00007301685,0.000007721398],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005038465,0.000012423517,0.020227524,0.00029148057,0.000089637564,4.46112e-7,0.0016057446,0.8704655,0.097240806,0.000029097768,0.00005610748,0.009930855],"study_design_scores_gemma":[0.00034289045,0.00003029823,0.053481232,0.00006574309,0.00011764342,0.000016640988,0.000051967225,0.9393469,0.006334539,0.000012910955,0.000022294298,0.00017694212],"about_ca_topic_score_codex":0.000029496949,"about_ca_topic_score_gemma":0.0000025073905,"teacher_disagreement_score":0.09090626,"about_ca_system_score_codex":0.000073854324,"about_ca_system_score_gemma":0.000018008692,"threshold_uncertainty_score":0.6091693},"labels":[],"label_agreement":null},{"id":"W2331674144","doi":"10.1061/9780784412848.170","title":"A Practical Approach to the Phase and Amplitude Error Estimation for Pseudodynamic (PSD) Testing","year":2013,"lang":"en","type":"article","venue":"Structures Congress 2013","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Actuator; Computer science; Overshoot (microwave communication); Control theory (sociology); Phase (matter); Amplitude; Observational error; Tracking error; Control (management); Mathematics; Artificial intelligence; Statistics; Physics","score_opus":0.0390298074534304,"score_gpt":0.30684187987435546,"score_spread":0.2678120724209251,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2331674144","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4368324,0.00017283688,0.5565113,0.00082808733,0.0008486313,0.0025711595,0.00004732869,0.00026676594,0.0019215422],"genre_scores_gemma":[0.9401331,0.0000017688477,0.05906363,0.0000797788,0.00013335259,0.00046541938,0.000020259946,0.000030951524,0.000071731396],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914366,0.0000313838,0.00024180922,0.000186429,0.00013535321,0.00026135577],"domain_scores_gemma":[0.99917287,0.00034137943,0.00005104474,0.0002465625,0.0000721165,0.000116047326],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013503546,0.00017221934,0.00019122682,0.000044451,0.00012060539,0.00018747227,0.00013334981,0.00007775943,0.000031352927],"category_scores_gemma":[0.0002829997,0.00011454819,0.000027698112,0.00009269688,0.000043444896,0.0001709251,0.000029704306,0.00011795335,0.000029816561],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000054358952,0.00010566759,0.00054075033,0.0021025569,0.00047883732,0.0000039558327,0.006941092,0.47082093,0.008596329,0.015016378,0.215929,0.27941012],"study_design_scores_gemma":[0.00043085992,0.00004163784,0.0010528148,0.000027158558,0.000023332927,0.00007007098,0.00020230353,0.9942464,0.000051706542,0.0014686927,0.0022202411,0.00016474842],"about_ca_topic_score_codex":0.00014193032,"about_ca_topic_score_gemma":0.000014185199,"teacher_disagreement_score":0.5234255,"about_ca_system_score_codex":0.000021503973,"about_ca_system_score_gemma":0.000013858555,"threshold_uncertainty_score":0.46711397},"labels":[],"label_agreement":null},{"id":"W2332452442","doi":"10.1007/bf03226651","title":"Der neue Rotax-Motor R-1503 für SEA-DOO-Aufsitzboote","year":2002,"lang":"de","type":"article","venue":"MTZ - Motortechnische Zeitschrift","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Bombardier (Canada)","funders":"","keywords":"Political science","score_opus":0.017365775820460175,"score_gpt":0.22949401445797973,"score_spread":0.21212823863751956,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2332452442","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10782641,0.124847084,0.11412534,0.004427683,0.028484559,0.013935566,0.0014134635,0.012212726,0.5927272],"genre_scores_gemma":[0.97899103,0.0017516512,0.0033388147,0.00069646904,0.0039690053,0.0005099512,0.00008202979,0.0005090065,0.0101520335],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9923907,0.00035037886,0.0020801441,0.0014455096,0.001464856,0.002268429],"domain_scores_gemma":[0.9952974,0.0003091347,0.00046827918,0.0026455272,0.00020873155,0.0010709589],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0010232055,0.0016617385,0.0017705116,0.0005818996,0.0005808193,0.00048832834,0.001529193,0.001585212,0.0064484635],"category_scores_gemma":[0.00021130088,0.0017216096,0.0008241204,0.0010024817,0.0002531747,0.0006400509,0.0003588772,0.001904493,0.022509044],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027433044,0.0026138849,0.01813588,0.0090474,0.0085443,0.0030372886,0.01192269,0.009054766,0.057076048,0.013751072,0.75604117,0.11050118],"study_design_scores_gemma":[0.0013618023,0.00031544926,0.0013928361,0.00074541994,0.0005199121,0.00014266478,0.00009430715,0.14753403,0.0022804067,0.000018058998,0.8437739,0.0018212143],"about_ca_topic_score_codex":0.0007120803,"about_ca_topic_score_gemma":0.000035714766,"teacher_disagreement_score":0.8711646,"about_ca_system_score_codex":0.00007594333,"about_ca_system_score_gemma":0.00009359825,"threshold_uncertainty_score":0.9997109},"labels":[],"label_agreement":null},{"id":"W2332496663","doi":"10.1115/ipc2002-27282","title":"Rotating Machinery Acoustics: A Complete Coupling Contributes to the Impeller Fatigue Failure","year":2002,"lang":"en","type":"article","venue":"4th International Pipeline Conference, Parts A and B","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"TransCanada (Canada)","funders":"","keywords":"Impeller; Coupling (piping); Turbo; Vibration; Gas compressor; Computer science; Acoustics; Process (computing); Engineering; Mechanical engineering; Physics; Automotive engineering","score_opus":0.03929149590405371,"score_gpt":0.2460807420145555,"score_spread":0.20678924611050178,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2332496663","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1229216,0.0009691826,0.8366054,0.009626131,0.002717056,0.0007631681,0.00024734964,0.0003125225,0.02583758],"genre_scores_gemma":[0.9969741,0.00006560576,0.0005011678,0.0004164601,0.0004203951,0.000048227,0.000036579073,0.000018975838,0.001518479],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989717,0.000016477828,0.0003891059,0.00017961973,0.00021861124,0.00022450565],"domain_scores_gemma":[0.9993758,0.00017029466,0.000055672674,0.0001488973,0.00015742084,0.00009190317],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019288587,0.00018309732,0.00021851745,0.00008330966,0.00012989355,0.00019454872,0.0002362173,0.000055876022,0.0005214929],"category_scores_gemma":[0.00011618661,0.0001306834,0.000042468622,0.00009209522,0.000036487912,0.00007346414,0.000054789238,0.0001686968,0.00013948472],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002731785,0.00008961539,0.011185,0.00023862041,0.00054089125,0.00003455701,0.0065744985,0.4985595,0.005393825,0.015069637,0.41011658,0.052169964],"study_design_scores_gemma":[0.00029137096,0.000011930865,0.00047069739,0.00013061031,0.000014231021,0.000014487535,0.00023554842,0.89275634,0.000024139952,0.0001295755,0.105775766,0.00014531596],"about_ca_topic_score_codex":0.000039710394,"about_ca_topic_score_gemma":0.000068913425,"teacher_disagreement_score":0.8740525,"about_ca_system_score_codex":0.000021474423,"about_ca_system_score_gemma":0.000008399288,"threshold_uncertainty_score":0.5709982},"labels":[],"label_agreement":null},{"id":"W2333943581","doi":"10.1021/ie4043938","title":"Safe-Parking of a Hydrogen Production Unit","year":2014,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; McMaster University","keywords":"Production (economics); Hydrogen production; Hydrogen; Unit (ring theory); Environmental science; Computer science; Process engineering; Chemistry; Engineering; Mathematics; Organic chemistry; Economics","score_opus":0.09429227394767313,"score_gpt":0.29874170060669397,"score_spread":0.20444942665902083,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2333943581","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9851072,0.000117595635,0.00018559177,0.000051993804,0.00044285355,0.00022298338,0.000004573629,0.00024032,0.013626892],"genre_scores_gemma":[0.9978903,0.00001183127,0.000024747715,5.9169895e-7,0.00142746,0.000037636764,0.000010735208,0.00004830256,0.000548408],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9983617,0.000049346425,0.00038930733,0.00021004563,0.00053195615,0.00045764472],"domain_scores_gemma":[0.99908453,0.00021395089,0.00003264209,0.00042083667,0.00010608305,0.00014196453],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015212559,0.00016481538,0.00027479578,0.00011126198,0.00005092961,0.000025331023,0.00029781484,0.00026159312,0.00009338846],"category_scores_gemma":[0.000904258,0.000176963,0.000057401012,0.00059001794,0.00004934607,0.000067553454,0.00004984703,0.00068254466,0.00003310485],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006603835,0.000011856463,0.00024643753,0.0003558225,0.00004883226,0.0000017168043,0.00012472212,0.1568703,0.8382015,0.000020143283,0.0008170027,0.0032950426],"study_design_scores_gemma":[0.0003115465,0.000018361616,0.000030115982,0.00030558836,0.0000071020254,0.00001875482,0.00005381238,0.07937044,0.8814028,0.00001663958,0.03828709,0.00017775183],"about_ca_topic_score_codex":0.000033610715,"about_ca_topic_score_gemma":5.4587565e-7,"teacher_disagreement_score":0.07749987,"about_ca_system_score_codex":0.00009446926,"about_ca_system_score_gemma":0.00004703817,"threshold_uncertainty_score":0.72163415},"labels":[],"label_agreement":null},{"id":"W2334944185","doi":"10.1115/ipc2002-27278","title":"Dynamic Simulation as a Tool for Optimizing Pressure Control Valve Performance","year":2002,"lang":"en","type":"article","venue":"4th International Pipeline Conference, Parts A and B","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Spinal Cord Injury BC","funders":"","keywords":"Control valves; Pipeline (software); Engineering; Piping; Flow control valve; Actuator; Process (computing); Range (aeronautics); Flow control (data); Dynamic simulation; Pressure control; Suction; Control theory (sociology); Simulation; Marine engineering; Computer science; Mechanical engineering; Control (management); Electrical engineering","score_opus":0.019500677584601903,"score_gpt":0.24751364507643153,"score_spread":0.22801296749182964,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2334944185","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15984939,0.00093553116,0.79529214,0.0005721578,0.0018967204,0.0010074489,0.00018165981,0.0003132848,0.039951656],"genre_scores_gemma":[0.9955444,0.00011533791,0.00047459677,0.00009646965,0.00017388283,0.00007277728,0.00003486983,0.00001610682,0.0034715661],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992414,0.000011068152,0.00028652005,0.00014948251,0.00015579624,0.00015574927],"domain_scores_gemma":[0.9995554,0.00011278226,0.000053140167,0.000093415816,0.0001360738,0.000049170452],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010976753,0.00013676008,0.0001707662,0.00006345416,0.000058293062,0.00008643711,0.00010456749,0.00006531871,0.00037802337],"category_scores_gemma":[0.000051221952,0.00012364586,0.00005686264,0.00003222599,0.000020413081,0.0001764745,0.000011045212,0.00007228336,0.000041629795],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002975937,0.000032562264,0.0009897355,0.00018419106,0.00018543938,0.0000014053702,0.00065483904,0.9626852,0.00019436334,0.0013250727,0.0028766585,0.030840728],"study_design_scores_gemma":[0.00077400147,0.000031790194,0.00030961906,0.00008690074,0.000031347085,0.0000086849295,0.00002324167,0.93093616,0.000020573683,0.0000960937,0.06753856,0.00014301648],"about_ca_topic_score_codex":0.0000048810466,"about_ca_topic_score_gemma":0.0000025191855,"teacher_disagreement_score":0.83569497,"about_ca_system_score_codex":0.000015900783,"about_ca_system_score_gemma":0.000007698846,"threshold_uncertainty_score":0.5042132},"labels":[],"label_agreement":null},{"id":"W2335406383","doi":"10.1061/41130(369)312","title":"Phase and Amplitude Error Indices (PAEI) to Assess the Success of Displacement Based Real-Time Testing","year":2010,"lang":"en","type":"article","venue":"Structures Congress 2010","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Amplitude; Displacement (psychology); Invariant (physics); Algorithm; Phase (matter); Control theory (sociology); Mathematics; Control (management); Artificial intelligence","score_opus":0.027580719575172358,"score_gpt":0.2960817056311092,"score_spread":0.26850098605593686,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2335406383","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99560094,0.00003539454,0.0007439154,0.000078102,0.0013131604,0.00042165327,0.00009410401,0.00010155027,0.0016111659],"genre_scores_gemma":[0.99825895,0.0000018379092,0.001409296,0.00003470386,0.00013495257,0.00003735681,0.000014214248,0.000030861636,0.00007785146],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989006,0.000045808145,0.0003400337,0.00019349903,0.00025896452,0.00026111724],"domain_scores_gemma":[0.998803,0.00045541092,0.00011315833,0.0004190574,0.00006979423,0.00013953539],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030265003,0.00020979973,0.0002913452,0.00008150249,0.0001042232,0.00010007404,0.0003428937,0.00010778518,0.00023530592],"category_scores_gemma":[0.00015368196,0.00014154293,0.000033208125,0.00015071586,0.00011697874,0.00008504488,0.00005469727,0.00024090569,0.0000070050796],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008255037,0.000079060184,0.03278692,0.001035952,0.00024881455,0.000017551647,0.0023954902,0.01620315,0.92360467,0.0009194972,0.0042944266,0.01833189],"study_design_scores_gemma":[0.009541932,0.00092021865,0.30500534,0.0009709266,0.0004288419,0.00015207287,0.0011028553,0.4734813,0.18709508,0.0013201836,0.017322099,0.0026591439],"about_ca_topic_score_codex":0.00024161718,"about_ca_topic_score_gemma":0.00016616167,"teacher_disagreement_score":0.7365096,"about_ca_system_score_codex":0.000009954846,"about_ca_system_score_gemma":0.000029285677,"threshold_uncertainty_score":0.57719535},"labels":[],"label_agreement":null},{"id":"W2335458779","doi":"10.1109/tcst.2016.2517568","title":"Position Control of an Electrohydrostatic Actuator With Tolerance to Internal Leakage","year":2016,"lang":"en","type":"article","venue":"IEEE Transactions on Control Systems Technology","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":49,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council","keywords":"Control theory (sociology); Actuator; Leakage (economics); Hydraulic cylinder; Parametric statistics; Controller (irrigation); Position tracking; Robust control; Internal model; Engineering; Position (finance); Control engineering; Computer science; Control system; Mechanical engineering; Mathematics; Control (management); Artificial intelligence","score_opus":0.0031402229461354614,"score_gpt":0.18985992114964542,"score_spread":0.18671969820350995,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2335458779","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.31290367,0.00004918702,0.6851845,0.00024498306,0.000375246,0.0006481175,0.000077241806,0.00043416402,0.00008293597],"genre_scores_gemma":[0.999155,0.0000058107244,0.0001426211,0.00004943663,0.000046240115,0.00045807363,5.197369e-7,0.00005142018,0.00009088494],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998606,0.00007064146,0.00049732137,0.00025692582,0.00020907032,0.0003600148],"domain_scores_gemma":[0.99910253,0.00014442674,0.00009626663,0.0004513203,0.0000920934,0.000113373986],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015805748,0.00024310655,0.00055342866,0.000453326,0.000055867997,0.00001823966,0.00024479217,0.00020754825,0.000015549113],"category_scores_gemma":[0.0000060940465,0.00016944998,0.00006200855,0.00025591525,0.00006763395,0.00014310928,3.6461668e-7,0.00016546335,0.00008002566],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004188864,0.00011846185,0.000047163834,0.00015235874,0.00042533188,0.000025023142,0.00022086513,0.10519683,0.87541753,0.00038256036,0.00003613624,0.017558847],"study_design_scores_gemma":[0.0193293,0.0074684066,0.00019035958,0.0029660831,0.00038476696,0.0012450499,0.0004406136,0.5297766,0.43470263,0.00018931065,0.0018948234,0.0014120897],"about_ca_topic_score_codex":0.00005839011,"about_ca_topic_score_gemma":0.0000994561,"teacher_disagreement_score":0.68625134,"about_ca_system_score_codex":0.00015425762,"about_ca_system_score_gemma":0.000027095735,"threshold_uncertainty_score":0.69099694},"labels":[],"label_agreement":null},{"id":"W2345232154","doi":"10.14288/1.0073497","title":"Calibration of a mixing model for sublevel caving","year":2013,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Calibration; Mixing (physics); Environmental science; Geology; Mathematics; Physics; Statistics","score_opus":0.012158691467729367,"score_gpt":0.1610051027056238,"score_spread":0.14884641123789444,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2345232154","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7395226,0.00005872182,0.25929126,0.000009779553,0.000059745147,0.00023661909,0.000050798324,0.000053724107,0.0007167704],"genre_scores_gemma":[0.99692714,0.000016620235,0.002611744,0.000004724881,0.000012738089,0.0000017365,0.000010357394,0.0000126975665,0.00040222204],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995477,0.000009343915,0.0001213449,0.00010079945,0.00009364117,0.00012715517],"domain_scores_gemma":[0.9996639,0.000035820212,0.000051566272,0.0001162361,0.00008350495,0.00004899546],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000080987484,0.000026248517,0.00017852259,0.000024515502,0.000056536497,0.000029949359,0.00012108025,0.00006674536,0.000031406325],"category_scores_gemma":[0.000011485023,0.00009595522,0.00006540855,0.00008228014,0.000035035653,0.0002903591,0.000018466608,0.00003594546,0.0000031880993],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005695253,0.00010284585,0.009027303,0.003212777,0.00022624878,0.000009672007,0.0059457226,0.14157009,0.018880669,0.000018836181,0.040026795,0.7809734],"study_design_scores_gemma":[0.0003253223,0.0000111426525,0.10529981,0.00014832415,0.000012662079,0.000004104096,0.0006841965,0.89322066,0.0000063143193,0.00017639132,0.000020782103,0.000090288275],"about_ca_topic_score_codex":0.04294725,"about_ca_topic_score_gemma":0.03510564,"teacher_disagreement_score":0.7808831,"about_ca_system_score_codex":0.000028848777,"about_ca_system_score_gemma":0.000021697222,"threshold_uncertainty_score":0.98250115},"labels":[],"label_agreement":null},{"id":"W2353422443","doi":"","title":"Applications of the Laval Nozzle in Baosteel 2RH Steam-injection Pump","year":2004,"lang":"en","type":"article","venue":"Baosteel Technology","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nozzle; Inlet; Core (optical fiber); Engineering; Mechanical engineering; Steam injection; Corrosion; Petroleum engineering; Nuclear engineering; Materials science; Waste management; Metallurgy; Composite material","score_opus":0.004638780339730996,"score_gpt":0.19896549132341781,"score_spread":0.1943267109836868,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2353422443","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.956189,0.0008299795,0.01394305,0.0012038785,0.0006692947,0.0013327724,0.000018057133,0.00087464147,0.02493934],"genre_scores_gemma":[0.999279,0.000041105523,0.00018383478,0.00001959659,0.00003764239,0.00022493135,0.0000021004125,0.000023935032,0.00018780527],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99913746,0.000014129283,0.0003576443,0.00015356146,0.00011869925,0.00021851156],"domain_scores_gemma":[0.99936527,0.000023473913,0.00006344861,0.0004981034,0.000027229893,0.00002245204],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012400997,0.000125284,0.00021282105,0.00024750837,0.00004296072,0.0000051375987,0.00034695343,0.00028914594,0.000017852724],"category_scores_gemma":[0.00002598067,0.00010444454,0.000050992352,0.0009036448,0.00009548557,0.000046663445,0.00005819399,0.00025854885,0.0000706492],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031984047,0.0007355936,0.077315845,0.0017202318,0.00031175493,0.000020759475,0.0049917363,0.37158704,0.16853525,0.195656,0.0019705438,0.17712326],"study_design_scores_gemma":[0.009179892,0.00064603874,0.043743085,0.0015689448,0.00017600895,0.001324401,0.012711289,0.0211083,0.5294429,0.07093685,0.30674455,0.0024177327],"about_ca_topic_score_codex":0.00015661682,"about_ca_topic_score_gemma":0.00035159994,"teacher_disagreement_score":0.36090767,"about_ca_system_score_codex":0.00010566455,"about_ca_system_score_gemma":0.000035441648,"threshold_uncertainty_score":0.42591247},"labels":[],"label_agreement":null},{"id":"W2358722882","doi":"","title":"Application of Venturi and LAVAL Pipe in Pneumatic Conveying System","year":2003,"lang":"en","type":"article","venue":"Sulphur Phosphorus & Bulk Materials Handling Related Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Venturi effect; Mechanical engineering; Engineering; Flow (mathematics); Mechanics; Control theory (sociology); Computer science; Inlet; Physics","score_opus":0.003059703106487271,"score_gpt":0.16785310457958566,"score_spread":0.1647934014730984,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2358722882","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9872509,0.0036038575,0.0066440804,0.0000036346773,0.0011632247,0.0004570218,0.000011844156,0.00042491595,0.0004405019],"genre_scores_gemma":[0.9989487,0.00034227324,0.00048642638,0.000001719935,0.000027324073,0.0000817086,0.000014268378,0.00008724632,0.000010330201],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99813724,0.000048974583,0.00097530626,0.00025525453,0.0001870281,0.000396198],"domain_scores_gemma":[0.99932724,0.00012367858,0.00012806155,0.00029323655,0.000031482832,0.000096299875],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008028272,0.00030891027,0.00063444313,0.0001965839,0.000041517178,0.000052033945,0.00012862205,0.00023285131,0.00001518755],"category_scores_gemma":[0.000080371945,0.00032947672,0.000045263456,0.00031222898,0.00002316129,0.000114385526,0.000021095371,0.00017610902,0.000023886854],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015202745,0.000026392896,0.001786435,0.004139308,0.00015506287,0.000022009192,0.0024335012,0.4271528,0.55953765,0.0038239143,0.000006870968,0.0009008366],"study_design_scores_gemma":[0.0015155622,0.000044967037,0.0021620062,0.0028702188,0.00007965931,0.00018134435,0.00047947842,0.3362191,0.65500313,0.0001105073,0.0005627364,0.0007712816],"about_ca_topic_score_codex":0.00015638597,"about_ca_topic_score_gemma":0.0000021519572,"teacher_disagreement_score":0.09546549,"about_ca_system_score_codex":0.0001268837,"about_ca_system_score_gemma":0.000019436206,"threshold_uncertainty_score":0.9999157},"labels":[],"label_agreement":null},{"id":"W2366067069","doi":"","title":"An Improvement on the Inlet and Outlet Valves of High Pressure Diaphragm Pump","year":2000,"lang":"en","type":"article","venue":"Mining Research and Development","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Piping; Inlet; Diaphragm (acoustics); Diaphragm pump; Engineering; High pressure; Ball valve; Marine engineering; Mechanical engineering; Electrical engineering","score_opus":0.03580428156064329,"score_gpt":0.2763360613922777,"score_spread":0.24053177983163437,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2366067069","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9967704,0.00032325485,0.00006090779,0.00013155547,0.00003387795,0.00021304583,0.0000048328066,0.000027343032,0.002434792],"genre_scores_gemma":[0.9986617,0.00013048519,0.00044665328,0.000024573983,0.00003101791,0.000059548453,0.0000046086225,0.000012057556,0.0006293795],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.999023,0.000052778076,0.00019228074,0.00014162099,0.00033503555,0.00025528905],"domain_scores_gemma":[0.9994791,0.00020211619,0.00001230117,0.00017468087,0.000029608389,0.000102192615],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00080827565,0.00009373892,0.00013362884,0.00006529786,0.0001266943,0.000050766554,0.00011407244,0.00004166255,0.00017114589],"category_scores_gemma":[0.000022579814,0.00006190996,0.00000738963,0.00007993529,0.00006999404,0.00003926058,0.000028834866,0.000115702096,0.000013824118],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000089649206,0.00013737277,0.008635,0.0008225123,0.0003998367,0.000014142006,0.055817153,0.0022344321,0.004439586,0.00073972193,0.007567482,0.9191031],"study_design_scores_gemma":[0.0037578074,0.0032491132,0.37967777,0.0020670586,0.000033828208,0.000037600403,0.021943038,0.035803974,0.12416018,0.0018073616,0.42571563,0.0017466398],"about_ca_topic_score_codex":0.000042169973,"about_ca_topic_score_gemma":0.000014841196,"teacher_disagreement_score":0.9173565,"about_ca_system_score_codex":0.000014398257,"about_ca_system_score_gemma":0.00003645637,"threshold_uncertainty_score":0.25246146},"labels":[],"label_agreement":null},{"id":"W2372370022","doi":"","title":"A One-dimensional Theory Model of Steam-driven Jet Pump Concerning Feed-water Temperature","year":2008,"lang":"en","type":"article","venue":"Journal of Power Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nozzle; Jet (fluid); Mechanics; Supersonic speed; Water jet; Injector; Condensation; Flow (mathematics); Thermodynamics; Engineering; Nuclear engineering; Environmental science; Petroleum engineering; Materials science; Mechanical engineering; Physics","score_opus":0.013715227550757185,"score_gpt":0.1909422283268023,"score_spread":0.1772270007760451,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2372370022","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.974518,0.0006983162,0.02340325,0.000022833046,0.0006695199,0.00007320287,0.0000067180185,0.0000640345,0.0005441284],"genre_scores_gemma":[0.9976319,0.00003369414,0.0020036837,0.000018798784,0.00016811011,0.000002033176,0.0000016232443,0.00005404243,0.00008612172],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99859256,0.000024781115,0.0006457671,0.00008677884,0.00038329329,0.00026681455],"domain_scores_gemma":[0.99939716,0.00008454764,0.00010486924,0.00016037171,0.00012164045,0.00013141046],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034677293,0.00020045029,0.00048574142,0.0001908994,0.000035477675,0.000012130157,0.00019146202,0.00012826813,0.00007401789],"category_scores_gemma":[0.000039043596,0.00015657768,0.00017221362,0.000087775355,0.000025066878,0.00021120683,0.000027347161,0.00040857572,0.000011475544],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010207663,0.000012705548,0.000104170846,0.00007543815,0.00014801243,0.000024147226,0.0017060252,0.7228904,0.27472296,0.00007058493,0.00021489189,0.000020456355],"study_design_scores_gemma":[0.0011948226,0.00013506095,0.00060771854,0.00096456544,0.000072102106,0.000896008,0.00022005745,0.8706531,0.124073245,0.00007348862,0.00062369864,0.00048614418],"about_ca_topic_score_codex":9.819502e-7,"about_ca_topic_score_gemma":2.3889558e-7,"teacher_disagreement_score":0.15064971,"about_ca_system_score_codex":0.00007062931,"about_ca_system_score_gemma":0.000038452443,"threshold_uncertainty_score":0.6385053},"labels":[],"label_agreement":null},{"id":"W2375536966","doi":"","title":"Research on Effects of Plunger Pump Body Modal Frequency","year":2013,"lang":"en","type":"article","venue":"New Technology & New Process","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nortel (Canada)","funders":"","keywords":"Plunger; Plunger pump; Reducer; Vibration; Modal; Reciprocating pump; Coupling (piping); Acoustics; Modal analysis; Materials science; Variable displacement pump; Engineering; Mechanical engineering; Physics; Composite material","score_opus":0.014198746105303918,"score_gpt":0.2874263443054201,"score_spread":0.27322759820011616,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2375536966","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97118133,0.0010536467,0.0023155867,0.0009876518,0.00033138727,0.0007971457,8.903738e-7,0.00087777904,0.022454593],"genre_scores_gemma":[0.99777836,0.000025926123,0.00038935183,0.000027022403,0.00014324991,0.00015548863,0.0000015741231,0.000047060574,0.001431966],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9985613,0.000025295738,0.0003139188,0.00026215168,0.00034256815,0.00049472257],"domain_scores_gemma":[0.99904734,0.00014072332,0.000045486147,0.0005175672,0.00011154422,0.0001373637],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015012787,0.0001907447,0.0003386629,0.0005380479,0.00005033778,0.000020306978,0.00057482696,0.00047716557,0.00015700603],"category_scores_gemma":[0.00013570613,0.00016956234,0.000039241553,0.00093924114,0.000107419604,0.00012461163,0.000044043543,0.0005704131,0.00075925636],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000037872607,0.00045622024,0.015160398,0.008701412,0.0008439942,0.00012829281,0.00837649,0.0061648507,0.38723108,0.033783875,0.15569155,0.38342395],"study_design_scores_gemma":[0.0034423273,0.0014929548,0.005485718,0.0023507497,0.00006873288,0.0001021267,0.0018686511,0.011453001,0.8038651,0.16191861,0.0067587793,0.00119324],"about_ca_topic_score_codex":0.0005996754,"about_ca_topic_score_gemma":0.000016595284,"teacher_disagreement_score":0.416634,"about_ca_system_score_codex":0.00007739467,"about_ca_system_score_gemma":0.00013965344,"threshold_uncertainty_score":0.9758958},"labels":[],"label_agreement":null},{"id":"W2377179346","doi":"","title":"Improving Suction Performance of Centrifugal Pumps by Using Jetting Device","year":2004,"lang":"en","type":"article","venue":"中国化学工程学报(英文版)","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Centrifugal pump; Suction; Mechanical engineering; Volumetric flow rate; Flow (mathematics); Head (geology); Engineering; NPSH; Point (geometry); Materials science; Impeller; Mechanics; Mathematics; Physics; Geology","score_opus":0.008899292369985259,"score_gpt":0.19517025848854494,"score_spread":0.18627096611855967,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2377179346","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9838264,0.00064825127,0.01252931,0.000011766805,0.0006176024,0.00016567034,0.000006823593,0.00020203277,0.0019921395],"genre_scores_gemma":[0.9982086,0.000030635867,0.0014656876,0.000018135903,0.00018100158,0.000005725943,0.000008422608,0.000039888077,0.00004189014],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988424,0.000018603407,0.00042049412,0.00016207728,0.00022392145,0.0003324692],"domain_scores_gemma":[0.99952465,0.00003039011,0.00010970172,0.00021478732,0.000044699955,0.000075749726],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024114086,0.00017224756,0.00023966105,0.00007192593,0.00009008006,0.000027077014,0.00013905976,0.00010465514,0.00002493755],"category_scores_gemma":[0.000031208645,0.00017860252,0.000056098943,0.00022797631,0.000025354604,0.00026443973,0.000023385823,0.0001517277,0.000034276894],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016418602,0.000054844855,0.0070964964,0.0019497826,0.0000950107,0.0000071158906,0.004153839,0.629811,0.32923302,0.000074795396,0.00023921533,0.02726847],"study_design_scores_gemma":[0.0010862156,0.000074531024,0.0008880793,0.00065020326,0.000055230186,0.00010934159,0.00092549593,0.81755614,0.1755918,0.000011408118,0.0025250288,0.0005265301],"about_ca_topic_score_codex":0.00096735184,"about_ca_topic_score_gemma":0.000017725222,"teacher_disagreement_score":0.18774514,"about_ca_system_score_codex":0.00016743457,"about_ca_system_score_gemma":0.000034899833,"threshold_uncertainty_score":0.72832},"labels":[],"label_agreement":null},{"id":"W2383460498","doi":"","title":"The Effect of Oil Contamination on the Velocity_Load Characteristic of the Throttle Velocity-Modulating Circuits","year":2000,"lang":"en","type":"article","venue":"Journal of South China University of Technology","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Throttle; Electronic circuit; Contamination; Particle (ecology); Mechanics; Particle velocity; Relative velocity; Environmental science; Materials science; Engineering; Physics; Automotive engineering; Electrical engineering; Classical mechanics; Biology; Ecology","score_opus":0.003426079800581299,"score_gpt":0.16074176250837727,"score_spread":0.15731568270779597,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2383460498","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9972246,0.00007654605,0.00030091288,0.00049766665,0.0001436357,0.00008143241,0.00000740759,0.000016240461,0.0016515465],"genre_scores_gemma":[0.9998115,0.00004934661,0.000017744735,0.0000026892758,0.000017457782,1.3359876e-7,2.4023902e-7,0.0000060519446,0.00009489032],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9992665,0.00009345271,0.0002820475,0.000050198847,0.00020140041,0.000106393076],"domain_scores_gemma":[0.99904996,0.00023748589,0.00041040758,0.000223645,0.000063381405,0.000015140863],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00050819694,0.00008796604,0.00029322284,0.00009188975,0.00014429925,0.000003812505,0.0005065323,0.00011260738,0.000029464803],"category_scores_gemma":[0.00015956564,0.000050211456,0.00012379485,0.00023258255,0.000233818,0.000040340194,0.000029858165,0.00029895388,0.0000034757115],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033714285,0.00014113642,0.039489534,0.0014280489,0.0015161016,0.0000319896,0.03549018,0.02437773,0.035870694,0.003513194,0.0005496265,0.8572546],"study_design_scores_gemma":[0.007916136,0.0037141708,0.79466766,0.005819756,0.00091035,0.00039115598,0.020059988,0.06118554,0.09517042,0.0017110341,0.0075991307,0.0008546698],"about_ca_topic_score_codex":0.000019975805,"about_ca_topic_score_gemma":0.000005187594,"teacher_disagreement_score":0.85639995,"about_ca_system_score_codex":0.000050773422,"about_ca_system_score_gemma":0.000019496554,"threshold_uncertainty_score":0.20475638},"labels":[],"label_agreement":null},{"id":"W2392190878","doi":"","title":"Optimal hydraulic excavator's parametric modeling design of kinematics and dynamics","year":2005,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Excavator; Kinematics; Parametric statistics; Control engineering; Computer science; Control theory (sociology); Parametric design; Engineering; Mathematics; Control (management); Mechanical engineering; Artificial intelligence; Physics; Classical mechanics","score_opus":0.019857486598636922,"score_gpt":0.21475589200376724,"score_spread":0.19489840540513031,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2392190878","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20817485,0.00033228556,0.78709775,0.000024017963,0.000054195723,0.00014300607,0.0000014548184,0.00012121708,0.004051194],"genre_scores_gemma":[0.91206163,0.00008927392,0.08768189,0.00001511241,0.00004310062,0.000007946662,0.0000019704391,0.00002419757,0.00007487713],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999172,0.000019708945,0.0003877663,0.00009742313,0.00014695004,0.00017615054],"domain_scores_gemma":[0.99956435,0.0001257397,0.000032617743,0.00017889745,0.00002564466,0.000072729],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022114531,0.00013289695,0.00025653903,0.00013003696,0.000020246724,0.00001890614,0.00009359211,0.000081093654,0.000032410473],"category_scores_gemma":[0.000035714715,0.00011901294,0.000029458251,0.00022305602,0.000016811186,0.00009387994,0.000017296292,0.000073033225,0.000020588199],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000011330513,0.000009473062,0.0000442394,0.00012668155,0.000025431002,5.0873984e-7,0.0002179901,0.99545294,0.00008230519,0.00030394146,0.0001334305,0.003601914],"study_design_scores_gemma":[0.00016234274,0.000018768389,0.000011006381,0.00003767168,0.000014953654,0.000014993427,0.00015915577,0.99914175,0.00020416932,0.000054407283,0.000049203627,0.0001315842],"about_ca_topic_score_codex":0.00002113005,"about_ca_topic_score_gemma":0.000003589947,"teacher_disagreement_score":0.70388675,"about_ca_system_score_codex":0.000042189502,"about_ca_system_score_gemma":0.000008979302,"threshold_uncertainty_score":0.4853207},"labels":[],"label_agreement":null},{"id":"W2418495796","doi":"10.1504/ijvp.2015.074121","title":"Articulated heavy vehicle lateral dynamic analysis using an automated frequency response measuring technique","year":2015,"lang":"en","type":"article","venue":"International Journal of Vehicle Performance","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Tech University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Response analysis; Frequency response; Frequency analysis; Acoustics; Computer science; Materials science; Physics; Engineering; Structural engineering; Electrical engineering","score_opus":0.02804659793591194,"score_gpt":0.28857020558147695,"score_spread":0.260523607645565,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2418495796","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9875901,0.00011898005,0.011292504,0.000059559596,0.0005539733,0.00007998964,0.000005542749,0.00021698831,0.00008236211],"genre_scores_gemma":[0.9978877,0.000011899892,0.0019235009,0.000023460501,0.000108382745,0.0000038602143,0.0000045228862,0.000025395582,0.000011323343],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982575,0.0001238951,0.000689828,0.00010669091,0.0006121183,0.00020994585],"domain_scores_gemma":[0.9988644,0.000036812602,0.00020910606,0.00016997306,0.0005325266,0.00018718283],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011884163,0.00015130088,0.000281059,0.0005049875,0.000051519855,0.000116647694,0.00038612596,0.00008709156,0.000022507573],"category_scores_gemma":[0.000058557016,0.00013907315,0.000112448135,0.00043999107,0.00003492672,0.0007787007,0.000024913346,0.00021913004,0.000016311418],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024859063,0.000060923147,0.022604939,0.000017049944,0.0006466259,0.00008997631,0.0012271209,0.7680814,0.20620848,0.0000018357816,0.000018249095,0.0007947831],"study_design_scores_gemma":[0.00049993314,0.00010850604,0.03444969,0.00013640284,0.00007336038,0.00031672817,0.00006606422,0.94631696,0.01781685,0.000022461452,0.000040084033,0.00015294165],"about_ca_topic_score_codex":0.00005054352,"about_ca_topic_score_gemma":0.000010926869,"teacher_disagreement_score":0.18839164,"about_ca_system_score_codex":0.00046791218,"about_ca_system_score_gemma":0.000112421156,"threshold_uncertainty_score":0.56712383},"labels":[],"label_agreement":null},{"id":"W2421772928","doi":"10.3182/20110828-6-it-1002.00591","title":"An Optimal Servomechanism Controller for SISO Positive Systems","year":2011,"lang":"en","type":"article","venue":"IFAC Proceedings Volumes","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Control theory (sociology); Servomechanism; Robustness (evolution); Linear-quadratic regulator; Engineering; Linear system; Constant (computer programming); Quadratic equation; Control engineering; Mathematics; Optimal control; Computer science; Control (management); Mathematical optimization","score_opus":0.016898680315321407,"score_gpt":0.20868045630056595,"score_spread":0.19178177598524454,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2421772928","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.78705186,0.0011110588,0.15977013,0.000035932713,0.0020026509,0.0029586398,0.00013408742,0.0020193579,0.044916295],"genre_scores_gemma":[0.9955621,0.000010551399,0.0031508945,0.00003137416,0.00029770506,0.00037779796,0.0000082378,0.00007570023,0.00048563466],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988015,0.0000063601965,0.0003507159,0.00025667553,0.00016965822,0.00041504134],"domain_scores_gemma":[0.9994403,0.000029449093,0.000074953285,0.000099157995,0.00018933267,0.00016678874],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002672763,0.0002478127,0.0003946009,0.000091893,0.00010384967,0.000115871226,0.0002460532,0.00016453404,0.000039146642],"category_scores_gemma":[0.00002330185,0.00023320869,0.00009019214,0.000104383354,0.000024625106,0.00040846225,0.000014907324,0.00009472822,0.00007307922],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0019279094,0.0015250464,0.015489525,0.015541211,0.00659965,0.00006292729,0.29066035,0.031365883,0.30196676,0.17157987,0.08669625,0.076584615],"study_design_scores_gemma":[0.0011122795,0.00041775755,0.0006369224,0.00019135406,0.00007904363,0.00005035862,0.0048102406,0.9802982,0.008321832,0.00040782377,0.0031065547,0.0005676112],"about_ca_topic_score_codex":0.00007471697,"about_ca_topic_score_gemma":0.0000013961128,"teacher_disagreement_score":0.94893235,"about_ca_system_score_codex":0.00005656764,"about_ca_system_score_gemma":0.000011777797,"threshold_uncertainty_score":0.9509974},"labels":[],"label_agreement":null},{"id":"W2469604249","doi":"10.1177/0142331216652468","title":"A chattering-free fuzzy hybrid sliding mode control of an electrohydraulic active suspension","year":2016,"lang":"en","type":"article","venue":"Transactions of the Institute of Measurement and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure; Université du Québec à Montréal","funders":"","keywords":"Control theory (sociology); Controller (irrigation); Active suspension; Sliding mode control; Open-loop controller; PID controller; SIGNAL (programming language); Fuzzy logic; Engineering; Control engineering; Computer science; Actuator; Control (management); Nonlinear system; Temperature control","score_opus":0.013790824545536668,"score_gpt":0.19726338277153066,"score_spread":0.18347255822599398,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2469604249","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5103934,0.0002869639,0.4873815,0.00034776362,0.00041928398,0.00052719796,0.00007736668,0.00004627389,0.0005202768],"genre_scores_gemma":[0.99978155,0.000045925208,0.000072080584,0.000013028819,0.00003228526,0.000028302451,4.585648e-7,0.00001583103,0.000010511191],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.998824,0.000058072215,0.00042356332,0.00012561174,0.0003956555,0.00017312034],"domain_scores_gemma":[0.9992204,0.000041473333,0.00013647131,0.00040744068,0.00013568111,0.00005857923],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033031945,0.00015863773,0.00040146385,0.00008868741,0.00006612365,0.0000057587395,0.00025814597,0.000049098635,0.00001112844],"category_scores_gemma":[0.000029530383,0.0001019747,0.0001279297,0.00008083003,0.00008577611,0.00025353237,0.0000041896433,0.00007545859,7.012496e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019199008,0.00006284548,0.00004431999,0.00016078918,0.0003710969,5.8476405e-7,0.00023290448,0.01729244,0.96137697,0.00016824562,0.000012804127,0.020085007],"study_design_scores_gemma":[0.010478198,0.00035707268,0.0011654018,0.0011115249,0.0005291703,0.000034122102,0.00010176892,0.047596842,0.93693167,0.0008954025,0.0004517942,0.00034705017],"about_ca_topic_score_codex":0.0001716453,"about_ca_topic_score_gemma":0.00022865013,"teacher_disagreement_score":0.4893882,"about_ca_system_score_codex":0.00005917176,"about_ca_system_score_gemma":0.00004030959,"threshold_uncertainty_score":0.41584074},"labels":[],"label_agreement":null},{"id":"W2485946107","doi":"10.2507/daaam.scibook.2006.12","title":"Fault detection of piston conditions in water hydraulic motor by vibration signal with wavelet analysis","year":2006,"lang":"en","type":"book-chapter","venue":"DAAAM international scientific book ...","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Piston (optics); Wavelet; Vibration; Fault (geology); Hydraulic motor; Acoustics; SIGNAL (programming language); Computer science; Engineering; Geology; Physics; Mechanical engineering; Artificial intelligence; Seismology","score_opus":0.005302497994322817,"score_gpt":0.18843022882874266,"score_spread":0.18312773083441986,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2485946107","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.019731358,0.00049019646,0.0998798,0.00016652668,0.0027698157,0.0012809375,0.0024257507,0.00033028543,0.87292534],"genre_scores_gemma":[0.7543395,0.000008295879,0.000041733874,0.000023753273,0.00010041033,0.00004637004,0.004153871,0.000042436255,0.24124362],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.99792504,0.000019585998,0.0006981464,0.00040929735,0.0007301468,0.00021776167],"domain_scores_gemma":[0.99926513,0.000043404092,0.00017841547,0.00028494155,0.00016475996,0.00006336823],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00025925526,0.00029538418,0.00040526982,0.0009223309,0.000080319514,0.00012431297,0.0002728856,0.0002291418,0.0016998523],"category_scores_gemma":[0.0000036532745,0.00024731763,0.00018041223,0.00014777761,0.00015697707,0.00025896798,0.000025711824,0.000220809,0.0001422598],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012252924,0.00028154053,0.00026557187,0.000581258,0.0050346074,0.0000691533,0.0018893462,0.39119458,0.45136,0.00488703,0.14006577,0.0042486326],"study_design_scores_gemma":[0.00082659314,0.00010014652,0.00039810047,0.00041479818,0.0004956019,0.00002346831,0.000036898142,0.3170426,0.040789645,0.0009811912,0.63790154,0.0009894258],"about_ca_topic_score_codex":0.00019306809,"about_ca_topic_score_gemma":0.00059486344,"teacher_disagreement_score":0.7346082,"about_ca_system_score_codex":0.00031961125,"about_ca_system_score_gemma":0.000026200785,"threshold_uncertainty_score":0.9999979},"labels":[],"label_agreement":null},{"id":"W2521302884","doi":"10.1007/s12555-015-0202-0","title":"Improved position tracking performance of a pneumatic actuator using a fuzzy logic controller with velocity, system lag and friction compensation","year":2016,"lang":"en","type":"article","venue":"International Journal of Control Automation and Systems","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Control theory (sociology); Controller (irrigation); Fuzzy logic; PID controller; Actuator; Pneumatic actuator; Compensation (psychology); Position (finance); Tracking (education); Mechatronics; Control engineering; Pneumatic cylinder; Lead–lag compensator; Benchmark (surveying); Engineering; Computer science; Cylinder; Artificial intelligence; Control (management); Mechanical engineering","score_opus":0.011369827980738169,"score_gpt":0.21881996994093955,"score_spread":0.2074501419602014,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2521302884","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81695545,0.0002351062,0.18176249,0.00007720486,0.0005391045,0.00025547823,0.000010324656,0.00004300115,0.000121866375],"genre_scores_gemma":[0.99951,0.000039134848,0.00025011596,0.000011091916,0.00015989467,0.000008752924,0.00000133052,0.000013791701,0.0000059023455],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99853015,0.00009980768,0.0008032426,0.00008217574,0.0003834219,0.00010123123],"domain_scores_gemma":[0.99852115,0.00017021154,0.000676422,0.000056488472,0.000515452,0.000060260245],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00059139857,0.00013428768,0.00039625223,0.00022768097,0.000046608613,0.000090925656,0.000085464766,0.00007250462,0.0000030043095],"category_scores_gemma":[0.000034434204,0.00008486257,0.000044634417,0.000056947905,0.000029826284,0.0005019899,0.000006001189,0.00006138497,0.0000010355033],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014523856,0.00013507991,0.015426114,0.003342,0.003216364,0.00003432973,0.00487752,0.09035286,0.80821735,0.0085301,0.00004540154,0.06437052],"study_design_scores_gemma":[0.0036599254,0.00017821036,0.01024118,0.0019836873,0.00007111139,0.0010194984,0.00036195485,0.982003,0.00033516585,0.000020143205,0.00001615621,0.00010998932],"about_ca_topic_score_codex":0.00002056375,"about_ca_topic_score_gemma":0.0000022654237,"teacher_disagreement_score":0.89165014,"about_ca_system_score_codex":0.00018280376,"about_ca_system_score_gemma":0.000029015724,"threshold_uncertainty_score":0.34605953},"labels":[],"label_agreement":null},{"id":"W2521957380","doi":"","title":"Reduction of Pressure Fluctuations Induced by Cavitating Propellers due to Air Injection through the Hull at the Stern of a Ship","year":2000,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ministry of Transportation of Ontario","funders":"","keywords":"Hull; Stern; Cavitation; Reduction (mathematics); Marine engineering; Environmental science; Engineering; Mechanics; Physics; Mathematics","score_opus":0.01815447960429537,"score_gpt":0.23476051244591106,"score_spread":0.2166060328416157,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2521957380","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97215813,0.000120186545,0.0022436033,0.00042159358,0.00020851879,0.0006070119,0.000009291417,0.000063272186,0.024168383],"genre_scores_gemma":[0.99496186,0.0000037041937,0.00010498619,0.00002587846,0.000050588857,0.00004611871,0.0000047400467,0.00001529615,0.0047868514],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992718,0.00007577239,0.00028975552,0.00009091289,0.0001664073,0.00010535327],"domain_scores_gemma":[0.99958915,0.000069048794,0.000050614788,0.00023602451,0.000036559908,0.00001861169],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019397505,0.000086832144,0.00013018951,0.000018438974,0.00009035497,0.000008134067,0.00011162769,0.000051265193,0.00026954108],"category_scores_gemma":[0.000024550922,0.000049835304,0.00003640933,0.00021703908,0.000025135378,0.00008304859,0.000012613232,0.00007776228,0.0000329072],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023345558,0.000026319649,0.000076438955,0.0002505217,0.00019643795,1.5629557e-7,0.08349226,0.7583805,0.11944033,0.000113446054,0.01724568,0.02075459],"study_design_scores_gemma":[0.0022272614,0.0011319333,0.010787081,0.0012982459,0.0005694012,0.00031189588,0.071416505,0.38653117,0.44713828,0.0009887067,0.07603154,0.0015679861],"about_ca_topic_score_codex":0.0013398889,"about_ca_topic_score_gemma":0.00014116315,"teacher_disagreement_score":0.3718493,"about_ca_system_score_codex":0.000025660427,"about_ca_system_score_gemma":0.00001059227,"threshold_uncertainty_score":0.29512858},"labels":[],"label_agreement":null},{"id":"W2522981703","doi":"10.1155/2016/4608328","title":"Vibration Analysis and Experimental Research of the Linear-Motor-Driven Water Piston Pump Used in the Naval Ship","year":2016,"lang":"en","type":"article","venue":"Shock and Vibration","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Beijing Municipal Natural Science Foundation; China Postdoctoral Science Foundation; National Natural Science Foundation of China","keywords":"Piston (optics); Piston pump; Vibration; Axial piston pump; Modal analysis; Engineering; Linear motor; Harmonic; Acoustics; Damper; Control theory (sociology); Mechanical engineering; Structural engineering; Variable displacement pump; Physics; Hydraulic pump; Computer science; Control (management)","score_opus":0.037497577370179024,"score_gpt":0.2961555080195591,"score_spread":0.2586579306493801,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2522981703","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9945231,0.000055341552,0.0044313394,0.00032420692,0.000055314675,0.00021471288,0.000003137407,0.000011913458,0.00038090348],"genre_scores_gemma":[0.99979836,0.000011916821,0.000030171885,0.00001254112,0.000059111768,0.000023867962,0.000005159388,0.0000061845108,0.000052683452],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99924886,0.00018003037,0.00017491211,0.000094036506,0.00019436031,0.000107787055],"domain_scores_gemma":[0.9997161,0.000085015956,0.000016839238,0.00014693901,0.000016390088,0.000018722445],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042995205,0.00006195032,0.0001021281,0.000088596804,0.00007891759,0.000029467188,0.00007338305,0.000052728974,0.000022203028],"category_scores_gemma":[0.0000143212455,0.000027103806,0.000028060203,0.00017684279,0.000048544145,0.00013738358,0.000021373608,0.00005946071,0.0000031695115],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018582923,0.000019928157,0.026880814,0.000045047444,0.000053166437,4.704441e-7,0.01329536,0.0012081274,0.9575841,0.0002623683,0.000052860894,0.00057917356],"study_design_scores_gemma":[0.0007635244,0.00013598386,0.10808068,0.00009834772,0.000046253623,0.00000447208,0.002315587,0.19364803,0.6942314,0.00021886283,0.00028731974,0.00016956402],"about_ca_topic_score_codex":0.00007593994,"about_ca_topic_score_gemma":0.00016562094,"teacher_disagreement_score":0.26335272,"about_ca_system_score_codex":0.000022966076,"about_ca_system_score_gemma":0.000006384378,"threshold_uncertainty_score":0.110526115},"labels":[],"label_agreement":null},{"id":"W2524348584","doi":"10.20944/preprints201609.0084.v1","title":"A Novel Virtual Torque Sensor for Rescue Robots with Harmonic Drives","year":2016,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Torque; Strain gauge; Harmonic drive; Kriging; Harmonic; Process (computing); Computer science; Control theory (sociology); Calibration; Position (finance); Engineering; Control engineering; Artificial intelligence; Acoustics; Physics; Machine learning; Electrical engineering","score_opus":0.08185125683674203,"score_gpt":0.2958143091606219,"score_spread":0.21396305232387985,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2524348584","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.74851024,0.00016650755,0.2345316,0.0003068537,0.0019756688,0.0023037675,0.00021140385,0.00105039,0.010943545],"genre_scores_gemma":[0.9928726,0.00007313896,0.0017550872,0.00003860992,0.0006572018,0.0010049826,0.000038703005,0.00019070787,0.0033689865],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9974237,0.00006013184,0.00068070175,0.0008836919,0.0003477654,0.00060400384],"domain_scores_gemma":[0.99772626,0.0002346153,0.00016326738,0.0015064643,0.0001399538,0.00022942033],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00049155514,0.0006127874,0.0007944924,0.0001487235,0.00008572841,0.00004146367,0.00067633804,0.00051346445,0.00021861277],"category_scores_gemma":[0.00015183161,0.00048808404,0.0002525456,0.00008322027,0.00009185831,0.00010547348,0.00048064216,0.00055083213,0.0008063393],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00043609276,0.00037641285,0.063232474,0.0060354364,0.0040295403,0.000058003137,0.011453298,0.57205415,0.33260787,0.0028846534,0.0017151756,0.0051168953],"study_design_scores_gemma":[0.015862659,0.0006463676,0.24922015,0.021479888,0.0013720604,0.00064752577,0.0022496183,0.18851025,0.4116184,0.0038984085,0.09204989,0.01244478],"about_ca_topic_score_codex":0.00009509755,"about_ca_topic_score_gemma":0.000046456746,"teacher_disagreement_score":0.3835439,"about_ca_system_score_codex":0.00025179528,"about_ca_system_score_gemma":0.00015169787,"threshold_uncertainty_score":0.9999716},"labels":[],"label_agreement":null},{"id":"W2528240000","doi":"10.1115/1.4034877","title":"Design of a Multifunctional Flow Control Valve for Self-Circulating Hydraulic Cylinders","year":2016,"lang":"en","type":"article","venue":"Journal of Pressure Vessel Technology","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Check valve; Globe valve; Flow (mathematics); Flow control valve; Valve actuator; Electrohydraulic servo valve; Control valves; Hydraulic machinery; Position (finance); Hydraulic cylinder; Computer science; Control theory (sociology); Hydraulic circuit; Component (thermodynamics); Fluid dynamics; Engineering; Ball valve; Mechanical engineering; Mechanics; Physics; Control (management); Artificial intelligence","score_opus":0.01261437336590826,"score_gpt":0.21747211586491172,"score_spread":0.20485774249900346,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2528240000","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.012165034,0.001375718,0.9848205,0.00039602895,0.000634424,0.00034608014,0.000012704332,0.00016323595,0.000086305525],"genre_scores_gemma":[0.97286433,0.00004164401,0.026826058,0.000015994954,0.00017282194,0.000026738682,3.289879e-7,0.000032928736,0.000019126226],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99858934,0.00005166579,0.00079304515,0.00011201976,0.00020959876,0.00024435896],"domain_scores_gemma":[0.9984622,0.00058815826,0.0004277048,0.00019495422,0.00027039522,0.00005657645],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006232113,0.00015999083,0.0005017854,0.0003529774,0.00003846153,0.00000770312,0.00027300953,0.00030413124,0.000025529986],"category_scores_gemma":[0.00029680514,0.00011052374,0.0001780747,0.00016962005,0.000059034664,0.00013524294,0.00001281062,0.00017212093,0.0000045812417],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014273713,0.00014743675,0.0023538386,0.0007110425,0.0038563206,0.0000194411,0.0007127316,0.7074454,0.24097471,0.0006078089,0.004933591,0.038094964],"study_design_scores_gemma":[0.006821489,0.00056259666,0.0004724824,0.00067334337,0.00064085395,0.00067228667,0.00025420633,0.9498739,0.015372687,0.0038633507,0.020408425,0.00038436044],"about_ca_topic_score_codex":9.672004e-7,"about_ca_topic_score_gemma":2.70455e-7,"teacher_disagreement_score":0.9606993,"about_ca_system_score_codex":0.00004097039,"about_ca_system_score_gemma":0.000060233524,"threshold_uncertainty_score":0.4507027},"labels":[],"label_agreement":null},{"id":"W2528516705","doi":"10.1109/tim.2016.2608446","title":"Internal Leakage Detection in Electrohydrostatic Actuators Using Multiscale Analysis of Experimental Data","year":2016,"lang":"en","type":"article","venue":"IEEE Transactions on Instrumentation and Measurement","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Leakage (economics); Actuator; Computer science; Materials science; Electronic engineering; Acoustics; Engineering; Physics; Artificial intelligence","score_opus":0.0530159522795155,"score_gpt":0.27368848493543124,"score_spread":0.22067253265591574,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2528516705","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5235992,0.000017429533,0.47604024,0.000004091155,0.00015770955,0.00010281566,0.000018057897,0.000018616183,0.000041837262],"genre_scores_gemma":[0.9996749,0.000035558693,0.000233948,0.000006917602,0.0000056602526,0.000019198293,0.0000022179343,0.00001096191,0.000010604035],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990927,0.000043771695,0.0003226096,0.00015626758,0.00026861904,0.00011602693],"domain_scores_gemma":[0.9996909,0.000022887896,0.00004884103,0.00017337882,0.000018480181,0.00004552567],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021192821,0.0001047034,0.00017190765,0.0003643074,0.000034611614,0.000011917247,0.00006849156,0.00003450347,0.000078075245],"category_scores_gemma":[0.000002556137,0.000086403015,0.00003825237,0.00027690816,0.000023500179,0.00019354415,9.395475e-7,0.000047777692,0.0000045300967],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039208506,0.000093620416,0.00029460463,0.00002991985,0.0004807997,6.0292325e-7,0.0009494708,0.007354713,0.8968243,0.0000015520507,0.000003658018,0.093927525],"study_design_scores_gemma":[0.00094221404,0.00006766327,0.0010465112,0.000106064224,0.00017803987,0.000003091774,0.00048196304,0.28051394,0.71652704,0.0000024332967,0.000017884882,0.0001131327],"about_ca_topic_score_codex":0.00018426638,"about_ca_topic_score_gemma":0.0005262035,"teacher_disagreement_score":0.4760757,"about_ca_system_score_codex":0.00026845938,"about_ca_system_score_gemma":0.000011583322,"threshold_uncertainty_score":0.35234126},"labels":[],"label_agreement":null},{"id":"W2528898447","doi":"","title":"Suppression of Acoustic Resonance in Piping System Using Passive Control Devices","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Piping; Cabin pressurization; Vibration; Engineering; Acoustics; Noise (video); Pipeline transport; Structural engineering; Mechanical engineering; Computer science; Physics","score_opus":0.008560446394203678,"score_gpt":0.20952742093032403,"score_spread":0.20096697453612036,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2528898447","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.65480125,0.00041533008,0.33515787,0.000008789149,0.0004324916,0.00022439989,0.000003176147,0.00014342862,0.008813288],"genre_scores_gemma":[0.99951774,0.0000025915651,0.00036894236,0.000010899988,0.000057692174,0.000008335398,5.51126e-7,0.000014798677,0.00001847687],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992481,0.00005814452,0.00032999236,0.00008962721,0.00011646721,0.00015769157],"domain_scores_gemma":[0.999565,0.00018035746,0.00005199916,0.00014842505,0.000022110473,0.000032106058],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019723411,0.000091737566,0.00026863418,0.000060445123,0.000018355102,0.000009227127,0.000086834654,0.000062105064,0.000011239302],"category_scores_gemma":[0.000034716246,0.00007458429,0.000023382867,0.00009504811,0.000010208632,0.00006663057,0.000009070141,0.000054815155,0.000008491328],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000090216245,0.000010375933,0.008835213,0.0024442924,0.00002352332,0.000005059441,0.0007859713,0.92355573,0.059292868,0.0005636053,0.00017921711,0.0042951377],"study_design_scores_gemma":[0.0003878458,0.0000080122845,0.002515544,0.0013197033,0.000008569687,0.0000063972197,0.00042247062,0.9931971,0.0018289819,0.000004428856,0.0002123695,0.0000885767],"about_ca_topic_score_codex":0.00014982266,"about_ca_topic_score_gemma":0.000051959567,"teacher_disagreement_score":0.34471646,"about_ca_system_score_codex":0.000052758463,"about_ca_system_score_gemma":0.0000073958518,"threshold_uncertainty_score":0.30414593},"labels":[],"label_agreement":null},{"id":"W2535536867","doi":"10.1109/epc.2007.4520335","title":"Hydro Hydraulics - a disappearing art?","year":2007,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hydro-Québec","funders":"","keywords":"Hydraulics; Rope; Draft tube; Engineering; Wire rope; Forensic engineering; Construction engineering; Mechanical engineering","score_opus":0.008081706598586022,"score_gpt":0.20813285866055617,"score_spread":0.20005115206197016,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2535536867","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.066625,0.00007760856,0.17168379,0.000029497245,0.00037657647,0.00008070175,3.4230015e-7,0.00059166516,0.7605348],"genre_scores_gemma":[0.9953863,0.000008254638,0.0005628707,0.00007572344,0.00016180727,0.0000035661192,0.0000028639506,0.000026543486,0.0037720746],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992459,0.0000050606695,0.00023331626,0.00009235603,0.00013679956,0.0002866115],"domain_scores_gemma":[0.9996174,0.00005644015,0.00001202604,0.00019816213,0.000007282856,0.00010871094],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00028557834,0.00010871626,0.00012911769,0.000053857657,0.000029850395,0.00002390839,0.00010025781,0.00006204586,0.00017168204],"category_scores_gemma":[0.000011929337,0.00009703455,0.000043294694,0.00013341624,0.000013406857,0.00007158025,0.000015455404,0.000087957116,0.0015885308],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031220763,0.00023621059,0.020672468,0.0013596934,0.00066771725,0.00035582687,0.011409553,0.18213867,0.043336555,0.028313613,0.2947261,0.41675237],"study_design_scores_gemma":[0.0005545713,0.000035604346,0.006656543,0.000115585,0.000019401225,0.000109815766,0.0006354638,0.33033383,0.009880064,0.00055490073,0.65035737,0.0007468587],"about_ca_topic_score_codex":0.000013877358,"about_ca_topic_score_gemma":0.00007476291,"teacher_disagreement_score":0.9287613,"about_ca_system_score_codex":0.00003422356,"about_ca_system_score_gemma":0.0000034126956,"threshold_uncertainty_score":0.99918884},"labels":[],"label_agreement":null},{"id":"W2544768757","doi":"","title":"Recent advances in electro-hydrostatic actuation systems","year":2013,"lang":"en","type":"article","venue":"Journal of Applied Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Electro-hydraulic actuator; Actuator; Excavator; Context (archaeology); Control engineering; Fluid power; Computer science; Torque; Hydraulic cylinder; Hydraulic machinery; Valve actuator; Mechanical engineering; Engineering; Artificial intelligence","score_opus":0.0051113877224455975,"score_gpt":0.19173846920093932,"score_spread":0.18662708147849372,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2544768757","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3300279,0.013203084,0.64636534,0.0001168432,0.0031700525,0.0011249309,0.0000017939784,0.00028965747,0.005700409],"genre_scores_gemma":[0.9962141,0.0023808032,0.0011382775,0.000012406235,0.00017580745,0.000039022623,0.000001016563,0.000034130808,0.000004419604],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986519,0.000008290397,0.0007222975,0.00008068371,0.00026794506,0.00026884777],"domain_scores_gemma":[0.99948955,0.000120480756,0.00011046633,0.00010709411,0.000049149694,0.00012328854],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035291247,0.00015562186,0.00037079843,0.00017768775,0.000011229863,0.00004151414,0.00014293806,0.000089274035,0.00004302016],"category_scores_gemma":[0.00005009397,0.0001353234,0.000046264555,0.00024386878,0.0000034465447,0.00024913452,0.000009061912,0.0003049206,0.0000390633],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000054817997,0.000013304072,0.0000013638297,0.0001635055,0.000024954517,0.000004446204,0.00013235495,0.90944546,0.06298417,0.0015287347,0.000119431825,0.025576795],"study_design_scores_gemma":[0.00057218986,0.00006495492,0.00003663128,0.00025019652,0.000013929634,0.00006257279,0.00018517497,0.9739284,0.00675806,0.0005785939,0.017331786,0.00021754483],"about_ca_topic_score_codex":0.0000018335867,"about_ca_topic_score_gemma":6.0457137e-7,"teacher_disagreement_score":0.6661862,"about_ca_system_score_codex":0.00017909816,"about_ca_system_score_gemma":0.000017186834,"threshold_uncertainty_score":0.5518328},"labels":[],"label_agreement":null},{"id":"W2546937814","doi":"10.1115/fpmc2016-1775","title":"An Efficient, High Performance and Low-Cost Energy Recovering Hydrostatic Linear Actuator Concept","year":2016,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Excavator; Bandwidth throttling; Actuator; Hydraulic cylinder; Hydraulic machinery; Control theory (sociology); Linear actuator; Energy recovery; Mechanical engineering; Hydrostatic equilibrium; Cylinder; Hydraulic pump; Engineering; Computer science; Energy (signal processing); Electrical engineering; Physics; Gas compressor","score_opus":0.005473648335455616,"score_gpt":0.19184566889073723,"score_spread":0.18637202055528163,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2546937814","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94215894,0.000036025554,0.054041386,0.000019714193,0.0002786663,0.00008487022,0.000011483976,0.0002453471,0.0031235653],"genre_scores_gemma":[0.998175,0.000059269118,0.0003288274,0.000036291713,0.00010717852,0.000017178401,0.000004968024,0.000029944118,0.0012413069],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992946,0.000016588188,0.00020426772,0.00014968298,0.00010625621,0.00022865126],"domain_scores_gemma":[0.999531,0.00008783963,0.00002355581,0.00021685458,0.000015968986,0.00012479544],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008462697,0.00013866441,0.0001663366,0.000041401483,0.000044576962,0.000023188793,0.000090554895,0.00005571401,0.00045763722],"category_scores_gemma":[0.000013415778,0.000092338225,0.000016428796,0.00006385116,0.00003150547,0.0001399778,0.000013558664,0.000031293817,0.00012751551],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000053229676,0.000110976456,0.0018890885,0.0007123395,0.00018571307,0.00002002075,0.0041620843,0.3785734,0.079102874,0.0016009526,0.0056941924,0.52789515],"study_design_scores_gemma":[0.00060498924,0.00005978178,0.0006928964,0.00018276225,0.0000068204226,0.000012938071,0.00006285944,0.96952784,0.021451462,0.00000839137,0.0071129515,0.00027632262],"about_ca_topic_score_codex":0.000043094293,"about_ca_topic_score_gemma":0.0000062703,"teacher_disagreement_score":0.5909544,"about_ca_system_score_codex":0.000037506277,"about_ca_system_score_gemma":0.000009471304,"threshold_uncertainty_score":0.50108063},"labels":[],"label_agreement":null},{"id":"W2553335553","doi":"10.1109/aim.2016.7576750","title":"Improved hybrid pneumatic-electric actuator for robot arms","year":2016,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University; Mantech (Canada)","funders":"","keywords":"Control theory (sociology); Actuator; Rotary actuator; Torque; Inertia; Mechanical impedance; Inner loop; Pneumatic actuator; Engineering; Robot; Controller (irrigation); Computer science; Electrical impedance; Physics; Control (management); Artificial intelligence","score_opus":0.010127102665059187,"score_gpt":0.20468029695456905,"score_spread":0.19455319428950985,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2553335553","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08561056,0.00008655176,0.905345,0.00035308226,0.0006695617,0.00062842696,0.000011429576,0.0006895288,0.0066058547],"genre_scores_gemma":[0.99487853,0.000023863699,0.002687158,0.000051453095,0.00015394445,0.0001559383,0.0000021924748,0.000045593577,0.0020013521],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991563,0.000009776781,0.00028317687,0.00013730729,0.00008947785,0.00032397112],"domain_scores_gemma":[0.9993458,0.00024631308,0.00002964057,0.00025017513,0.00002814061,0.00009996222],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014597562,0.00015320626,0.00022119402,0.000063162115,0.00003047262,0.000024520437,0.00014606588,0.000047415582,0.00022569243],"category_scores_gemma":[0.00007388755,0.000091700655,0.000081879145,0.000076680335,0.000007634825,0.00009837739,0.000008982583,0.0000335918,0.00024863757],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011850518,0.000028991139,0.0000644378,0.0003590965,0.00018004312,0.0000018582036,0.0002632779,0.0003091513,0.68791425,0.0006908995,0.022060717,0.28811544],"study_design_scores_gemma":[0.002289442,0.00022713734,0.00036201096,0.00018640577,0.000052162864,0.0000588464,0.000095720054,0.6853263,0.27581522,0.0012395148,0.033451237,0.0008960083],"about_ca_topic_score_codex":0.0000092603495,"about_ca_topic_score_gemma":0.00000453587,"teacher_disagreement_score":0.90926796,"about_ca_system_score_codex":0.000061012583,"about_ca_system_score_gemma":0.000019438137,"threshold_uncertainty_score":0.37394443},"labels":[],"label_agreement":null},{"id":"W2554154849","doi":"10.1177/1687814016678346","title":"Advanced control and analysis of mechatronics systems with modelling uncertainty","year":2016,"lang":"en","type":"article","venue":"Advances in Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Mechatronics; Engineering; Control (management); Control engineering; Systems engineering; Computer science; Uncertainty analysis; Industrial engineering; Manufacturing engineering; Simulation; Artificial intelligence","score_opus":0.00409464135521814,"score_gpt":0.190918282563641,"score_spread":0.18682364120842285,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2554154849","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.070864335,0.0037479666,0.92483693,0.000008207336,0.00016468162,0.00017262247,0.000020535053,0.000119538665,0.000065183165],"genre_scores_gemma":[0.9948416,0.0011945034,0.0038586585,0.0000026624573,0.00001715751,0.000049460403,0.000002035197,0.000028649627,0.000005320007],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988924,0.00001800134,0.00042169608,0.0002007671,0.00018569997,0.00028138756],"domain_scores_gemma":[0.99928296,0.00033480223,0.000054160977,0.00021846237,0.000029794894,0.00007985186],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024648083,0.00018570198,0.00057482166,0.00021842134,0.000011846206,0.000008051792,0.00011613012,0.00007600375,0.0000037888192],"category_scores_gemma":[0.0000309718,0.00012684368,0.00005238892,0.0004717041,0.000019999872,0.00023132845,0.000012478368,0.00009348503,0.0000010001874],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014477592,0.000004761853,0.00007716669,0.00014965734,0.00019521087,0.0000021468645,0.00003664246,0.9819596,0.0046423064,0.009602803,2.0697848e-7,0.0033150162],"study_design_scores_gemma":[0.0007104546,0.000042485226,0.000015567923,0.0003700167,0.00010359858,0.0000028239463,0.00004991144,0.99777246,0.00025511134,0.00007490009,0.00041561265,0.00018704835],"about_ca_topic_score_codex":0.000010140847,"about_ca_topic_score_gemma":0.0000126323175,"teacher_disagreement_score":0.9239772,"about_ca_system_score_codex":0.00007643678,"about_ca_system_score_gemma":0.00000684621,"threshold_uncertainty_score":0.51725346},"labels":[],"label_agreement":null},{"id":"W2558179769","doi":"10.1115/pvp2016-64034","title":"Allowable Piping Imposed Nozzle Loads on Pumps of Large Diameter Nozzles","year":2016,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Amec Foster Wheeler (Canada)","funders":"","keywords":"Nozzle; Piping; Moment (physics); NPSH; Mechanical engineering; Mechanics; Structural engineering; Suction; Stress (linguistics); Flow (mathematics); Engineering; Marine engineering; Physics; Impeller","score_opus":0.0091879991309464,"score_gpt":0.21009652720337704,"score_spread":0.20090852807243065,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2558179769","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.57806927,0.00014075123,0.09088719,0.000234061,0.0008869721,0.00031247467,0.000035930963,0.0005215516,0.3289118],"genre_scores_gemma":[0.9963384,0.00002535658,0.0003080091,0.0000820694,0.000074384414,0.000011957584,0.0000015847597,0.000029553627,0.0031286392],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991522,0.0000200144,0.00028174926,0.00012319651,0.00015322659,0.00026964291],"domain_scores_gemma":[0.9994215,0.00017153527,0.000030659226,0.0002903475,0.000019097984,0.00006689943],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019881953,0.00013028979,0.00023879911,0.00006667994,0.000021326732,0.0000102024205,0.00012781165,0.00007262741,0.0007065134],"category_scores_gemma":[0.000034273144,0.00007993409,0.00007359577,0.00007329607,0.000014705419,0.00008615695,0.000018976645,0.000037653328,0.00045128053],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004177636,0.00025763412,0.008307741,0.001028641,0.000523841,0.00001935728,0.0025426995,0.0076079676,0.8949781,0.006927621,0.055260032,0.02250457],"study_design_scores_gemma":[0.004017814,0.00032690677,0.0050729034,0.001579509,0.000052648953,0.000014418623,0.0004764469,0.056422085,0.7873405,0.00044863773,0.14300172,0.0012463965],"about_ca_topic_score_codex":0.000043566513,"about_ca_topic_score_gemma":0.000028251632,"teacher_disagreement_score":0.41826916,"about_ca_system_score_codex":0.000031044823,"about_ca_system_score_gemma":0.000007515078,"threshold_uncertainty_score":0.77358264},"labels":[],"label_agreement":null},{"id":"W2560058387","doi":"10.1115/1.4035348","title":"Fault-Tolerant Actuating Pressure Controller Design for an Electrohydrostatic Actuator Experiencing a Leaky Piston Seal","year":2016,"lang":"en","type":"article","venue":"Journal of Dynamic Systems Measurement and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Quantitative feedback theory; Actuator; Control theory (sociology); Leakage (economics); Hydraulic cylinder; Controller (irrigation); Parametric statistics; Engineering; Electro-hydraulic actuator; Plant; Pneumatic actuator; Fault detection and isolation; Control engineering; Piston (optics); Computer science; Robust control; Control system; Mechanical engineering","score_opus":0.02320462357204578,"score_gpt":0.23008497989928936,"score_spread":0.20688035632724358,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2560058387","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16073509,0.0044662287,0.8324823,0.00008351441,0.00081106706,0.0012997943,0.000013497212,0.000066649314,0.000041905667],"genre_scores_gemma":[0.9990113,0.000040243893,0.00032111406,0.000024413412,0.00032285645,0.00015355503,5.8580764e-7,0.00005702033,0.00006894853],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99726194,0.0002724602,0.0010871161,0.00019402512,0.0007324076,0.0004520426],"domain_scores_gemma":[0.9982942,0.00038185643,0.00050076033,0.00017467274,0.0004146093,0.0002339015],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0026884114,0.0003094395,0.0008505435,0.00015262954,0.00012865887,0.00012146582,0.00019929801,0.00012232443,0.000004412437],"category_scores_gemma":[0.00023026532,0.000195948,0.00015113292,0.00006443205,0.000027684557,0.00037150158,0.0000049924965,0.00012416978,0.0000024209542],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006410878,0.00006371433,0.00011991501,0.00060108374,0.0013466234,0.000009666096,0.0036452056,0.016334072,0.96313244,0.000059398262,0.00037758017,0.0136692],"study_design_scores_gemma":[0.010383317,0.0010390363,0.000117952055,0.0011837896,0.00035652943,0.00024439587,0.0010326875,0.98337877,0.0008215264,0.00005072306,0.0010117599,0.00037952542],"about_ca_topic_score_codex":0.000010042722,"about_ca_topic_score_gemma":0.00000924552,"teacher_disagreement_score":0.9670447,"about_ca_system_score_codex":0.00028251242,"about_ca_system_score_gemma":0.00010837823,"threshold_uncertainty_score":0.7990528},"labels":[],"label_agreement":null},{"id":"W2561968658","doi":"10.1088/1755-1315/49/6/062006","title":"Method for experimental investigation of transient operation on Laval test stand for model size turbines","year":2016,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université Laval","funders":"","keywords":"Transient (computer programming); Turbine; Acceleration; Engineering; Stress (linguistics); Simulation; Automotive engineering; Marine engineering; Computer science; Mechanical engineering","score_opus":0.020536030143171003,"score_gpt":0.22965533339187527,"score_spread":0.20911930324870426,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2561968658","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9171482,0.000047941005,0.08188998,0.00009871473,0.00006754411,0.00038602573,0.00014340391,0.00001953675,0.00019867929],"genre_scores_gemma":[0.9871656,0.000050799183,0.012501617,0.00001810593,0.000016739637,0.00006639427,0.0000040560426,0.000007170512,0.00016956632],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99934816,0.000007758063,0.0001628002,0.00017401422,0.00014938715,0.00015788383],"domain_scores_gemma":[0.9996771,0.00011790481,0.000027808557,0.00008459294,0.00000827821,0.000084299056],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018841297,0.00010207811,0.00012001535,0.000023789955,0.00010090402,0.000028071805,0.00007598245,0.000030543313,0.00001751139],"category_scores_gemma":[0.00002428406,0.000072268966,0.00002094394,0.00003129857,0.00027970527,0.00031135353,0.00000977756,0.000016147444,0.0000010610466],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020742198,0.000008851305,0.00008368804,0.000029173598,0.000002355022,4.1607546e-8,0.0011283588,0.0040845643,0.990115,0.00036156498,0.000013678223,0.004152024],"study_design_scores_gemma":[0.00039175595,0.0003174043,0.0014223084,0.00003849629,0.00000367286,0.000002338905,0.0004562612,0.1624678,0.83448684,0.00010891137,0.00020252667,0.00010166622],"about_ca_topic_score_codex":0.000005237331,"about_ca_topic_score_gemma":0.0000061028786,"teacher_disagreement_score":0.15838322,"about_ca_system_score_codex":0.00002392419,"about_ca_system_score_gemma":0.000029358616,"threshold_uncertainty_score":0.2947043},"labels":[],"label_agreement":null},{"id":"W2562278135","doi":"10.1088/1755-1315/49/7/072006","title":"Hydrodynamic damping and stiffness prediction in Francis turbine runners using CFD","year":2016,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"TransCanada (Canada)","funders":"","keywords":"Computational fluid dynamics; Francis turbine; Vibration; Turbine; Rotor (electric); Finite element method; Stator; Modal; Stiffness; Modal analysis; Dynamic mode decomposition; Amplitude; Work (physics); Engineering; Mechanics; Structural engineering; Control theory (sociology); Mechanical engineering; Computer science; Acoustics; Physics; Materials science","score_opus":0.009143164759627662,"score_gpt":0.1835427588651115,"score_spread":0.17439959410548384,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2562278135","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99775124,0.00013856046,0.0012613691,0.000027246439,0.00017199798,0.00010129329,0.000016839569,0.00003619808,0.00049525895],"genre_scores_gemma":[0.99958205,0.00019899844,0.000112922986,0.000008274719,0.000018863328,0.0000046914715,0.0000015298509,0.0000067880524,0.000065862136],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9991858,0.000011345933,0.00015810583,0.00022050027,0.00016825544,0.00025598507],"domain_scores_gemma":[0.99973947,0.000013853602,0.00002191255,0.00010894647,0.0000025202066,0.00011328399],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015593729,0.000116989984,0.0001244723,0.00006941236,0.00011110277,0.000050021783,0.000083199244,0.00003946123,0.000057592257],"category_scores_gemma":[0.000010353356,0.00008930357,0.000008326138,0.00010787382,0.00052192365,0.0006241613,0.00004755741,0.000050222407,0.0000070268793],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008409164,0.0000069577995,0.014178216,0.000042308926,0.0000039571996,0.0000046690657,0.0013229235,0.0024846005,0.9188728,0.000056305114,0.0000010244363,0.063017845],"study_design_scores_gemma":[0.00073938706,0.00007602954,0.5745223,0.0003711906,0.0000078622725,0.00012649913,0.0019275782,0.40040436,0.020939803,0.0001255752,0.0003479206,0.0004114471],"about_ca_topic_score_codex":0.00006846695,"about_ca_topic_score_gemma":0.00006090363,"teacher_disagreement_score":0.897933,"about_ca_system_score_codex":0.000045374905,"about_ca_system_score_gemma":0.000012472954,"threshold_uncertainty_score":0.3641694},"labels":[],"label_agreement":null},{"id":"W2562704429","doi":"10.1139/tcsme-2014-0020","title":"DISTURBANCE COMPENSATION TECHNIQUES FOR CONTROLLING PNEUMATIC ACTUATOR SYSTEMS","year":2014,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"National Science Council","keywords":"Disturbance (geology); Control theory (sociology); Actuator; Compensation (psychology); Nonlinear system; Pneumatic actuator; Pneumatic cylinder; Computer science; Integral sliding mode; Cylinder; Control engineering; Engineering; Sliding mode control; Control (management); Physics; Artificial intelligence; Geology; Mechanical engineering","score_opus":0.009148641742049317,"score_gpt":0.19228362456713818,"score_spread":0.18313498282508886,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2562704429","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0023047398,0.000087986075,0.9952219,0.00012974498,0.0008395447,0.0010643445,0.00010846626,0.00018784395,0.00005543419],"genre_scores_gemma":[0.9873007,0.0000061970427,0.012028996,0.00002991923,0.000097838056,0.0004368147,0.000007017827,0.000048188627,0.000044319226],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991402,0.000009734978,0.00034553255,0.00011314813,0.000114365546,0.00027701427],"domain_scores_gemma":[0.99921477,0.0003031504,0.0000486573,0.00024092256,0.00005882317,0.00013369753],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037859415,0.00014937037,0.00029535985,0.000035511075,0.00017473879,0.000031544052,0.00021337884,0.00014781782,0.0000032590751],"category_scores_gemma":[0.000051788244,0.00013177564,0.00042334248,0.00012014738,0.000016308768,0.00006429067,0.0000015677268,0.000121480254,7.029898e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004739432,0.000010568648,0.0000014495297,0.0022464916,0.0003520815,3.0068332e-8,0.00052583264,0.95681685,0.020453293,0.015551256,0.0005506834,0.0034867243],"study_design_scores_gemma":[0.0002635192,0.000026230886,0.0000040591735,0.0001898328,0.00007014823,0.0000025783065,0.00006264074,0.98386586,0.0056370934,0.0001355858,0.009596004,0.00014646075],"about_ca_topic_score_codex":0.0013440235,"about_ca_topic_score_gemma":0.001531988,"teacher_disagreement_score":0.98499596,"about_ca_system_score_codex":0.00027335482,"about_ca_system_score_gemma":0.000043901688,"threshold_uncertainty_score":0.53736544},"labels":[],"label_agreement":null},{"id":"W2566107055","doi":"10.1088/1755-1315/49/6/062015","title":"Numerical model validation using experimental data: Application of the area metric on a Francis runner","year":2016,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"TransCanada (Canada); Hydro-Québec; École de Technologie Supérieure","funders":"Hydro-Québec; Mitacs; École de technologie supérieure","keywords":"Metric (unit); Model validation; Computer science; Engineering; Data science; Operations management","score_opus":0.03203783951439471,"score_gpt":0.2275514758074278,"score_spread":0.1955136362930331,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2566107055","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96133685,0.00005967931,0.037755225,0.000025167632,0.00007928019,0.00013558503,0.000035044486,0.0000167559,0.0005564353],"genre_scores_gemma":[0.9995269,0.000028788663,0.0003799031,0.000012375803,0.000011712926,0.000007405246,0.0000029617336,0.0000053792523,0.00002454524],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992046,0.0000119655215,0.00014324283,0.00020775339,0.0002848018,0.00014763455],"domain_scores_gemma":[0.99952,0.00001750777,0.00004240848,0.00035264727,0.0000039112842,0.00006353075],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013092395,0.00009182941,0.00009849244,0.000036763962,0.00010863337,0.000021571454,0.00027580868,0.000027501977,0.000033531367],"category_scores_gemma":[0.0000124035805,0.000054446915,0.000013606502,0.0001576817,0.00035437892,0.0004320741,0.0000862827,0.00003339324,0.000007543305],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000062731187,0.000020778278,0.0012486724,0.000008478861,0.000003852792,1.2398282e-7,0.00034531404,0.024904093,0.9541748,0.00020997341,0.000004428544,0.019073194],"study_design_scores_gemma":[0.000110124645,0.00002746761,0.008157941,0.000021674841,0.0000036207293,0.0000064752376,0.00018995335,0.602504,0.3887739,0.000025647994,0.000086420434,0.00009278502],"about_ca_topic_score_codex":0.000028182598,"about_ca_topic_score_gemma":0.0000016805499,"teacher_disagreement_score":0.57759994,"about_ca_system_score_codex":0.000033351094,"about_ca_system_score_gemma":0.000014803502,"threshold_uncertainty_score":0.22202808},"labels":[],"label_agreement":null},{"id":"W2587324419","doi":"10.1115/imece2016-66311","title":"Identification of Non-Linear Damping of Nuclear Reactor Components in Case of One-to-One Internal Resonance","year":2016,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Vibration; Excitation; Displacement (psychology); Resonance (particle physics); Harmonic; Structural engineering; Nuclear reactor core; Nuclear reactor; Fluid–structure interaction; Mechanics; Engineering; Mechanical engineering; Acoustics; Nuclear engineering; Physics; Finite element method","score_opus":0.03166035292966093,"score_gpt":0.25346943906680647,"score_spread":0.22180908613714553,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2587324419","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9780537,0.000020140293,0.020438112,0.000021972173,0.00010544294,0.00013392112,0.00001556956,0.000017829845,0.0011933169],"genre_scores_gemma":[0.99913,0.000014172387,0.0007447905,0.0000036223378,0.000019211007,0.0000029625182,8.0002053e-7,0.000014688878,0.00006974576],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99907625,0.00001918137,0.0006095754,0.00008668338,0.000119753335,0.00008855162],"domain_scores_gemma":[0.99952036,0.00006684697,0.00010963953,0.00022543824,0.000044117394,0.000033602006],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023082242,0.00006241674,0.00023171488,0.000101937825,0.0000042888764,0.0000020675543,0.00011313827,0.000040245424,0.000047770893],"category_scores_gemma":[0.000047816386,0.00005202855,0.00002929792,0.000106541316,0.000020627313,0.00006975875,0.000023999277,0.000032879627,0.00002760569],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019084544,0.00004772837,0.0019649062,0.0002729812,0.000020831436,0.0000065330423,0.0012068766,0.00035783692,0.9920209,0.00010699169,0.000063107225,0.0039122375],"study_design_scores_gemma":[0.0022216463,0.0001423441,0.08956546,0.0060925586,0.000026375403,0.0000918425,0.000690634,0.23889183,0.66101927,0.0000757926,0.0007858985,0.00039635683],"about_ca_topic_score_codex":0.0006434895,"about_ca_topic_score_gemma":0.00005995236,"teacher_disagreement_score":0.3310016,"about_ca_system_score_codex":0.000030970292,"about_ca_system_score_gemma":0.000004501469,"threshold_uncertainty_score":0.21216628},"labels":[],"label_agreement":null},{"id":"W2589840366","doi":"10.3390/act6010010","title":"Design, Implementation and Evaluation of a Pump-Controlled Circuit for Single Rod Actuators","year":2017,"lang":"en","type":"article","venue":"Actuators","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Bandwidth throttling; Electronic circuit; Actuator; Compensation (psychology); Flow control valve; Check valve; Hydraulic circuit; Flow control (data); Engineering; Computer science; Control valves; Automotive engineering; Mechanical engineering; Control engineering; Control theory (sociology); Electrical engineering; Control (management)","score_opus":0.07700459458938978,"score_gpt":0.31734692343184456,"score_spread":0.24034232884245477,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2589840366","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.73422945,0.00009728959,0.26177442,0.000030382645,0.00039093243,0.0016358054,0.000009157961,0.000054809323,0.0017777424],"genre_scores_gemma":[0.9990775,0.00000887347,0.00055059337,0.0000076081124,0.00006912401,0.00024204612,0.000008574024,0.00002475433,0.000010922354],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99908346,0.000051994342,0.00032474424,0.00012492869,0.00025262134,0.0001622696],"domain_scores_gemma":[0.9991702,0.00019592477,0.00019385164,0.00028800103,0.00009925523,0.00005276451],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011584525,0.00012473269,0.00028510444,0.000067774796,0.00013009549,0.00007401911,0.00011919836,0.00006379267,0.000052262672],"category_scores_gemma":[0.00019097043,0.000113433016,0.000056511915,0.000027244028,0.000025300245,0.00022894805,0.000011716112,0.000030461026,0.000004337514],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000101182646,0.00006182819,0.0024094898,0.00037834875,0.00073244685,8.534504e-7,0.008820942,0.0031632297,0.027039677,0.0008840915,0.00094998453,0.9554579],"study_design_scores_gemma":[0.037484143,0.0006610888,0.011033901,0.00028529938,0.0016057631,0.000025807747,0.005625764,0.79935783,0.1259688,0.01541605,0.0013702747,0.0011652786],"about_ca_topic_score_codex":0.00004696795,"about_ca_topic_score_gemma":0.000023355924,"teacher_disagreement_score":0.95429265,"about_ca_system_score_codex":0.0000662727,"about_ca_system_score_gemma":0.000042372547,"threshold_uncertainty_score":0.4625664},"labels":[],"label_agreement":null},{"id":"W2594261182","doi":"10.2495/eres130221","title":"The effects of measurement errors in the restoring force feedback during real-time hybrid simulations","year":2013,"lang":"en","type":"article","venue":"WIT transactions on the built environment","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; University of Toronto","keywords":"Computer science; Restoring force; Control theory (sociology); Simulation; Real-time computing; Engineering; Artificial intelligence; Mechanical engineering","score_opus":0.010443438778567715,"score_gpt":0.17997046753434193,"score_spread":0.16952702875577422,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2594261182","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98262626,0.00018337322,0.013951432,0.00058828853,0.0002125294,0.0013306036,0.0000040031814,0.00008323843,0.0010202558],"genre_scores_gemma":[0.99903846,0.00022462671,0.00003678866,0.000011728294,0.000025086876,0.0003261205,5.976625e-7,0.000034334265,0.00030226453],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99869025,0.00014649173,0.0003258034,0.00012700424,0.000472545,0.00023790858],"domain_scores_gemma":[0.9987613,0.00052518834,0.00004941984,0.00062009116,0.000007387343,0.000036641075],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040615996,0.00016224188,0.0001435312,0.00004280743,0.00024363985,0.00002800352,0.0002926145,0.000034470526,0.000073410265],"category_scores_gemma":[0.000017089911,0.00009006494,0.00008112691,0.000093176575,0.000061053084,0.00006675191,0.0000040885734,0.00018456037,0.000116666495],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006003223,0.000061887185,0.000042126023,0.00009350777,0.00009041768,0.0000011138154,0.0017931913,0.94091624,0.055104572,0.000029092307,0.00009888508,0.0017629842],"study_design_scores_gemma":[0.0038062115,0.00053132785,0.120973155,0.0020100712,0.0004608891,0.000063421554,0.005252502,0.60311973,0.25157425,0.0015605738,0.009007515,0.0016403745],"about_ca_topic_score_codex":0.00019517909,"about_ca_topic_score_gemma":0.00003284176,"teacher_disagreement_score":0.3377965,"about_ca_system_score_codex":0.00021579085,"about_ca_system_score_gemma":0.00000598402,"threshold_uncertainty_score":0.36727417},"labels":[],"label_agreement":null},{"id":"W2595191995","doi":"10.4271/2017-01-0411","title":"Effects of Entrapped Gas within the Fluid on the Stiffness and Damping Characteristics of a Hydro-Pneumatic Suspension Strut","year":2017,"lang":"en","type":"article","venue":"SAE International journal of commercial vehicles","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institut de recherche Robert-Sauvé en santé et en sécurité du travail; Concordia University","funders":"China Scholarship Council; Concordia University","keywords":"Suspension (topology); Stiffness; Materials science; Composite material; Mathematics","score_opus":0.014123495777343086,"score_gpt":0.24481972724980477,"score_spread":0.23069623147246168,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2595191995","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9972687,0.000114760405,0.00020909018,0.0009255626,0.0011066888,0.00013298893,0.00000708877,0.0000056195995,0.00022951089],"genre_scores_gemma":[0.9995527,0.00011764798,0.000022966718,0.0000518619,0.00023450542,0.0000020756554,8.94965e-7,0.000012873112,0.0000044428893],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99875283,0.00009496928,0.000577981,0.00005104615,0.00043587215,0.00008731734],"domain_scores_gemma":[0.99809027,0.0008531471,0.0006553743,0.00018769201,0.00017561513,0.000037921815],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00052676833,0.00011196466,0.00028742215,0.00006671379,0.0001094461,0.00007821031,0.0005641451,0.000043781834,0.000008447682],"category_scores_gemma":[0.00044308844,0.000065590255,0.00008030242,0.000024354349,0.00013320043,0.00010992199,0.000060028637,0.00018851491,0.0000016888725],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009056977,0.00038747475,0.030079048,0.0014156443,0.00255663,0.00013440732,0.02025371,0.004248958,0.6762572,0.017389793,0.0012721524,0.24509932],"study_design_scores_gemma":[0.0014741436,0.00017379342,0.9246647,0.0036036158,0.00011758066,0.0001276319,0.0004913179,0.021770103,0.045060817,0.0020729222,0.00026089128,0.00018248726],"about_ca_topic_score_codex":0.000035543362,"about_ca_topic_score_gemma":0.000014860733,"teacher_disagreement_score":0.89458567,"about_ca_system_score_codex":0.000023273744,"about_ca_system_score_gemma":0.000025423426,"threshold_uncertainty_score":0.2674693},"labels":[],"label_agreement":null},{"id":"W2596208119","doi":"10.1149/ma2012-02/5/471","title":"Dynamic Response Analysis of a Molten Carbonate Fuel cell Using a Sinusoidal Impedance Approach","year":2012,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Electrical impedance; Carbonate; Materials science; Fuel cells; Computer science; Electrical engineering; Engineering; Metallurgy; Chemical engineering","score_opus":0.014501414742769659,"score_gpt":0.23530239554279522,"score_spread":0.22080098080002555,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2596208119","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86680174,0.0012246286,0.00013908176,0.0000034478273,0.00018374716,0.00011083956,0.000014651405,0.00011995196,0.13140193],"genre_scores_gemma":[0.99556684,0.000009051834,0.004219109,0.000005582724,0.00005239666,0.000007529817,0.000009599779,0.00004552959,0.00008432677],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99838287,0.00011817265,0.0005772917,0.00017179981,0.0002836436,0.00046623533],"domain_scores_gemma":[0.9989622,0.00030045115,0.00020366121,0.000339764,0.000040543324,0.00015337633],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014819228,0.00021122517,0.0004551528,0.00030285752,0.00004341046,0.000023212408,0.000166297,0.00012807283,0.000006861571],"category_scores_gemma":[0.0001414974,0.00021282642,0.0001604093,0.00064171135,0.000029729195,0.00012045051,0.000027734775,0.00017001617,0.000012386105],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021017633,0.000039683575,0.0018229897,0.0003147188,0.00023607464,0.0000033059553,0.003236731,0.93999165,0.054301582,3.3580682e-7,0.000010157354,0.000021769545],"study_design_scores_gemma":[0.00016526265,0.000008482382,0.03029696,0.00008208868,0.00032133845,0.000011675625,0.00047530176,0.9660634,0.0022601455,0.000002657399,0.00008981858,0.00022289717],"about_ca_topic_score_codex":0.00029617327,"about_ca_topic_score_gemma":0.0000085232805,"teacher_disagreement_score":0.1313176,"about_ca_system_score_codex":0.00011596634,"about_ca_system_score_gemma":0.000029443669,"threshold_uncertainty_score":0.86788094},"labels":[],"label_agreement":null},{"id":"W2606646524","doi":"10.7712/120113.4640.c1291","title":"ROBUSTNESS, REPEATABILITY AND RESILIENCE OF INTERCONTINENTAL DISTRIBUTED COMPUTING FOR THE PURPOSES OF SEISMIC ASSESSMENT OF BRIDGES","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of Illinois at Urbana-Champaign; University of Toronto; European Commission","keywords":"Robustness (evolution); Resilience (materials science); Repeatability; Computer science; Reliability engineering; Engineering; Mathematics; Statistics; Physics","score_opus":0.009448270822570623,"score_gpt":0.2458132374914096,"score_spread":0.23636496666883897,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2606646524","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5027974,0.000042328178,0.49676833,0.00002135068,0.000049929517,0.0001330929,0.000018866047,0.000012123634,0.00015659488],"genre_scores_gemma":[0.99815977,0.0000075938883,0.0017920049,0.000002220795,0.000013974238,0.0000047163157,0.0000067010474,0.000005133372,0.0000078899275],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993426,0.000030461544,0.00038004413,0.00008120116,0.000084294734,0.000081399245],"domain_scores_gemma":[0.9990708,0.00056704826,0.00009515863,0.00019739645,0.000052797564,0.000016769494],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00051488186,0.00006622612,0.00023642015,0.0000147040555,0.000018283941,0.0000047778244,0.00010960715,0.000020011252,0.0000041580693],"category_scores_gemma":[0.00010297274,0.000044188982,0.00003951916,0.00004873256,0.0000869402,0.000033555658,0.000035471567,0.0000312535,3.0032226e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008811473,0.00004051416,0.17864914,0.001964149,0.000070197464,5.8995543e-8,0.00033901638,0.80325663,0.0050587114,0.0007999546,0.00023501556,0.009577776],"study_design_scores_gemma":[0.00016028063,0.000029407538,0.10715508,0.00010756639,0.000012623288,0.0000021187705,0.00041115712,0.8861756,0.0058461307,0.000008882602,0.0000525105,0.000038641745],"about_ca_topic_score_codex":0.00020369551,"about_ca_topic_score_gemma":0.000023156133,"teacher_disagreement_score":0.49536237,"about_ca_system_score_codex":0.000010558058,"about_ca_system_score_gemma":0.0000074707727,"threshold_uncertainty_score":0.18019743},"labels":[],"label_agreement":null},{"id":"W2607399548","doi":"10.1109/tie.2017.2694414","title":"High-Precision Hydraulic Pressure Control Based on Linear Pressure-Drop Modulation in Valve Critical Equilibrium State","year":2017,"lang":"en","type":"article","venue":"IEEE Transactions on Industrial Electronics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":139,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Control theory (sociology); Robustness (evolution); Electromagnetic coil; Control valves; Pressure drop; Sliding mode control; Hydraulic machinery; Linear motor; Actuator; Engineering; Control engineering; Mechanics; Computer science; Mechanical engineering; Nonlinear system; Physics","score_opus":0.022550169763182953,"score_gpt":0.26084241332802677,"score_spread":0.23829224356484383,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2607399548","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07538058,0.00024388508,0.9152875,0.00092311495,0.0047893515,0.0016430137,0.00028976967,0.00050113123,0.00094163866],"genre_scores_gemma":[0.9990981,0.000026291023,0.00007814894,0.000049991326,0.00035950905,0.000090174544,0.000009323383,0.000082090155,0.00020637616],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99753815,0.00021733562,0.0006308401,0.0004101326,0.00053807494,0.0006654898],"domain_scores_gemma":[0.99821985,0.0005506491,0.00011145043,0.0008773691,0.00006941109,0.00017127833],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00053256506,0.00036667453,0.00052116474,0.00023672193,0.00025749797,0.00016148156,0.00040602445,0.00052589265,0.000112300375],"category_scores_gemma":[0.00013015671,0.00037145833,0.00019850861,0.00016258997,0.00007009532,0.00033708848,0.0000017151781,0.0012389533,0.00006583964],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033179668,0.00013662329,0.000018175911,0.000043147495,0.0001324805,0.0000043401483,0.00006300515,0.9846995,0.0017434843,0.000033424123,0.00023425379,0.012559776],"study_design_scores_gemma":[0.003688291,0.00044388743,0.000103103055,0.00019985695,0.00015051568,0.0000027465521,0.0000046293812,0.9798531,0.011866734,0.00015213901,0.003189273,0.00034574734],"about_ca_topic_score_codex":0.00022773758,"about_ca_topic_score_gemma":0.0000908831,"teacher_disagreement_score":0.9237175,"about_ca_system_score_codex":0.00018518703,"about_ca_system_score_gemma":0.00016082395,"threshold_uncertainty_score":0.99987376},"labels":[],"label_agreement":null},{"id":"W2611256391","doi":"10.1007/s10518-017-0147-1","title":"Comparison of online model updating methods in pseudo-dynamic hybrid simulations of TADAS frames","year":2017,"lang":"en","type":"article","venue":"Bulletin of Earthquake Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of Toronto","keywords":"Weighting; Basis (linear algebra); Component (thermodynamics); Moment (physics); Stiffness; Computer simulation; Frame (networking); Computer science; Online model; Structural engineering; Algorithm; Mathematics; Engineering; Simulation; Statistics","score_opus":0.027350377183595488,"score_gpt":0.3317798006777491,"score_spread":0.3044294234941536,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2611256391","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.75839037,0.00025750746,0.24028288,0.000036365775,0.00017241528,0.00014401892,0.000039852857,0.000052956362,0.0006236448],"genre_scores_gemma":[0.85127354,0.000014948501,0.14859872,0.0000016578589,0.000020008465,0.0000043461746,0.000011952662,0.00003634847,0.00003847779],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985253,0.00003108788,0.000906033,0.00013818064,0.00018228054,0.00021709134],"domain_scores_gemma":[0.9987652,0.00034625916,0.00026277028,0.00051716063,0.000057739653,0.00005089775],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038446384,0.00018217495,0.0006531097,0.0001723914,0.00003297167,0.000013342097,0.0003061024,0.00008605468,0.000061918945],"category_scores_gemma":[0.00045753934,0.00020335228,0.0000952703,0.00006899951,0.00004105591,0.00004348937,0.000057633162,0.00020510494,0.0000025438044],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002560462,0.00004187697,0.0019207216,0.00048333785,0.000038084636,7.415609e-7,0.000367087,0.9807602,0.011513008,0.00011398045,0.000050576236,0.0047077793],"study_design_scores_gemma":[0.000290776,0.000020846208,0.012547578,0.00046923794,0.0000147851515,0.0000017816792,0.00009739635,0.97958916,0.0062691905,0.000023694254,0.00051774527,0.00015778872],"about_ca_topic_score_codex":0.00010475902,"about_ca_topic_score_gemma":0.000025108175,"teacher_disagreement_score":0.09288317,"about_ca_system_score_codex":0.000019050285,"about_ca_system_score_gemma":0.000017258728,"threshold_uncertainty_score":0.82924646},"labels":[],"label_agreement":null},{"id":"W2613226377","doi":"10.1016/s1474-6670(17)31326-5","title":"Flatness-based automotive solenoid valve control","year":2004,"lang":"en","type":"article","venue":"IFAC Proceedings Volumes","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Control theory (sociology); Camshaft; Solenoid; Engineering; Flatness (cosmology); Armature (electrical engineering); Control engineering; Computer science; Mechanical engineering; Magnet; Physics; Control (management)","score_opus":0.0054202224927706955,"score_gpt":0.19331868022381207,"score_spread":0.18789845773104139,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2613226377","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8696514,0.0010617165,0.07086274,0.00070416223,0.0013404202,0.0010308743,0.000038939026,0.0032907985,0.052018955],"genre_scores_gemma":[0.9982051,0.000007633755,0.0010037221,0.00019421244,0.00024226875,0.000086833454,0.0000041962294,0.00006373157,0.00019224879],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99871,0.0000042817996,0.0003309917,0.00024079076,0.00027715458,0.00043683016],"domain_scores_gemma":[0.9994819,0.000033499255,0.0000651764,0.00011381284,0.00015743171,0.000148167],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00019097968,0.00026721353,0.00035592177,0.00010840389,0.00009745851,0.00009693925,0.0002194238,0.00014946873,0.00006782616],"category_scores_gemma":[0.00008044412,0.0002575049,0.00015732783,0.00021557212,0.000060659702,0.0002300236,0.000012933997,0.0001814341,0.00037825684],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015305288,0.00063554314,0.05407044,0.0062212455,0.0025464993,0.00008694367,0.03454288,0.744665,0.06349048,0.0130861,0.04158198,0.038919788],"study_design_scores_gemma":[0.01366875,0.0006238575,0.0248582,0.0018806146,0.00041797172,0.00014226187,0.003310596,0.8533793,0.05941371,0.008039668,0.031033445,0.0032316023],"about_ca_topic_score_codex":0.000048161735,"about_ca_topic_score_gemma":0.0000044403473,"teacher_disagreement_score":0.12855376,"about_ca_system_score_codex":0.0001595003,"about_ca_system_score_gemma":0.0000509196,"threshold_uncertainty_score":0.9999877},"labels":[],"label_agreement":null},{"id":"W2618151992","doi":"10.1007/s12239-017-0060-2","title":"Design and validation of an electro-hydraulic brake system using hardware-in-the-loop real-time simulation","year":2017,"lang":"en","type":"article","venue":"International Journal of Automotive Technology","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":55,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Booster (rocketry); Brake; MATLAB; Automotive engineering; Hardware-in-the-loop simulation; Ball screw; Computer science; Simulation; Engineering; Mechanical engineering","score_opus":0.02125565131958053,"score_gpt":0.29094455398535984,"score_spread":0.26968890266577933,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2618151992","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8931406,0.000046331326,0.105827235,0.00016397292,0.0002795391,0.00014119646,0.0000024285212,0.000052578715,0.00034610034],"genre_scores_gemma":[0.99742335,0.000018825056,0.0024433867,0.000004747546,0.000085794316,0.0000022680074,0.0000016812742,0.000014401635,0.000005566025],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989006,0.0000977428,0.00050927873,0.00009039767,0.0002827929,0.00011921073],"domain_scores_gemma":[0.9987743,0.00014626644,0.00051559013,0.00020123982,0.00033868113,0.000023951281],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00073658826,0.00010811375,0.00025090962,0.00044404785,0.000056689387,0.00006240245,0.0005705984,0.0001286807,0.0000070910287],"category_scores_gemma":[0.00017302958,0.00008968779,0.00003815683,0.000080316015,0.000075022515,0.00035927375,0.00002677304,0.00016465048,0.0000035527294],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004830492,0.000056204728,0.0019284664,0.000054186,0.00024254921,0.000119860095,0.0010551356,0.9154863,0.07300843,0.0006531997,0.00002195407,0.0073254257],"study_design_scores_gemma":[0.00066434295,0.00015915076,0.0040041106,0.0003282219,0.000033962955,0.00074456603,0.00029902483,0.9481344,0.04470032,0.0007873406,0.00003536436,0.000109184264],"about_ca_topic_score_codex":0.000029881629,"about_ca_topic_score_gemma":0.0000014060932,"teacher_disagreement_score":0.104282714,"about_ca_system_score_codex":0.00015064828,"about_ca_system_score_gemma":0.000034594315,"threshold_uncertainty_score":0.36573622},"labels":[],"label_agreement":null},{"id":"W2620392749","doi":"10.1007/978-3-319-56136-3_3","title":"Multi-platform Hybrid (Experiment-Analysis) Simulations","year":2017,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Substructure; Compatibility (geochemistry); Computer science; Structural engineering; Computer simulation; Section (typography); Interface (matter); Engineering; Simulation","score_opus":0.02128071599246756,"score_gpt":0.24094786468099222,"score_spread":0.21966714868852466,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2620392749","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0003397482,0.004704511,0.91606283,0.000020460895,0.0015367897,0.0005649562,0.00014066855,0.0007605878,0.07586945],"genre_scores_gemma":[0.99313504,0.00009393505,0.00202732,0.000015465432,0.0003963132,0.000027285236,0.00018483112,0.0002154383,0.0039043583],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981894,0.000004775882,0.0006390457,0.00040298596,0.00030609936,0.00045767383],"domain_scores_gemma":[0.99845034,0.0002936676,0.00012244696,0.00096692186,0.000036243415,0.0001303671],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00013918425,0.0006786684,0.0009974092,0.000727358,0.00008282798,0.000113907285,0.0004229799,0.00046447973,0.0005655467],"category_scores_gemma":[0.00011955448,0.0007150253,0.00036337296,0.00007534951,0.000025888932,0.00013003452,0.000058063855,0.0007866183,0.00008800215],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000010903116,0.0000052345604,0.00003295122,0.00018578133,0.00085391005,0.000037925925,0.00032242463,0.99649876,0.0004691401,0.00015919546,0.000032108168,0.0014014819],"study_design_scores_gemma":[0.00028546999,0.000009249793,0.00004698435,0.0003863477,0.0003135565,0.000012894219,7.344354e-7,0.9739617,0.00058066275,0.00028512994,0.023346325,0.0007709154],"about_ca_topic_score_codex":0.000039656672,"about_ca_topic_score_gemma":0.0011203963,"teacher_disagreement_score":0.9927953,"about_ca_system_score_codex":0.00028814294,"about_ca_system_score_gemma":0.000024870513,"threshold_uncertainty_score":0.9995301},"labels":[],"label_agreement":null},{"id":"W2625735129","doi":"10.1061/9780784480847.019","title":"Error Quantification and Visualization in Using Sensors to Position Backhoe Excavator","year":2017,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Drainage Services Department; National Science Council","keywords":"Excavator; Visualization; Computer science; Position (finance); Computer vision; Artificial intelligence; Engineering; Mechanical engineering","score_opus":0.046053583845422345,"score_gpt":0.3154707510276365,"score_spread":0.26941716718221415,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2625735129","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9409194,0.000012766624,0.05628234,0.000058218302,0.00017086051,0.00015651515,0.0000015004374,0.00005934893,0.002339073],"genre_scores_gemma":[0.99919814,0.0000048286465,0.0006342068,0.00001606294,0.000034279103,0.0000049901605,0.000005105479,0.000012218275,0.00009018356],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996087,0.00001553757,0.000146038,0.000086718275,0.000059895,0.00008313636],"domain_scores_gemma":[0.99974036,0.000012061845,0.000025819863,0.00016851371,0.000013954246,0.0000393022],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001293946,0.00005892306,0.0000824782,0.00006337141,0.00007031122,0.00007721854,0.000044053202,0.000047210113,0.000021330772],"category_scores_gemma":[0.000029504343,0.000058706122,0.0000068308627,0.0000397773,0.0000076721135,0.00015290866,0.000008908171,0.000022766964,0.00003852084],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028162207,0.000095165124,0.07569549,0.00091068173,0.0000631465,0.000015043734,0.011597663,0.30052903,0.5839915,0.013322425,0.0023216119,0.011430036],"study_design_scores_gemma":[0.00013391445,0.000007623692,0.06175385,0.00008265767,0.00000366908,0.0000067329397,0.0002184077,0.9328463,0.0044141333,0.000024823206,0.00039260485,0.00011530213],"about_ca_topic_score_codex":0.0002599108,"about_ca_topic_score_gemma":0.00010390075,"teacher_disagreement_score":0.63231725,"about_ca_system_score_codex":0.00003316435,"about_ca_system_score_gemma":0.0000034076156,"threshold_uncertainty_score":0.23939662},"labels":[],"label_agreement":null},{"id":"W2626257136","doi":"10.4050/f-0071-2015-10245","title":"Design and Testing of the Bell FARDS Tail Rotor Driveshaft","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Bell Helicopter Textron (Canada)","funders":"","keywords":"Rotor (electric); Computer science; Engineering; Mechanical engineering","score_opus":0.04746304903609298,"score_gpt":0.2169009677391759,"score_spread":0.1694379187030829,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2626257136","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.54819405,0.00045660985,0.3107798,0.00008828551,0.000516412,0.00074038765,0.000001995327,0.00028599464,0.13893646],"genre_scores_gemma":[0.9926999,0.000001149599,0.0066457386,0.000014244052,0.000029148501,0.000008388766,9.96832e-8,0.000009405168,0.0005919143],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996372,0.000026363521,0.00012157079,0.00004528978,0.000089657005,0.00007990369],"domain_scores_gemma":[0.99969506,0.000096263095,0.000017613465,0.00012064658,0.000025364638,0.0000450583],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021191523,0.000055406515,0.000090525245,0.000011800934,0.000015786069,0.000008363738,0.00007510851,0.000028389655,0.000011578291],"category_scores_gemma":[0.00008022043,0.000034284632,0.000011047754,0.00007409244,0.000017855087,0.000029063214,0.000021035179,0.000034998397,0.000011908638],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012137006,0.000055262582,0.08869977,0.0009485736,0.0002429498,0.0000070249876,0.020695142,0.7152401,0.06387716,0.0012616684,0.06080572,0.04815448],"study_design_scores_gemma":[0.00036776252,0.000047780395,0.0026932955,0.00010874696,0.000014216166,0.000023512259,0.0005029261,0.977084,0.013103824,0.00029502707,0.005602353,0.00015654873],"about_ca_topic_score_codex":0.00004821445,"about_ca_topic_score_gemma":0.0000024517933,"teacher_disagreement_score":0.44450587,"about_ca_system_score_codex":0.000010250047,"about_ca_system_score_gemma":0.0000149160915,"threshold_uncertainty_score":0.13980868},"labels":[],"label_agreement":null},{"id":"W2626298555","doi":"10.1002/eqe.2920","title":"Theory and implementation of switch‐based hybrid simulation technology for earthquake engineering applications","year":2017,"lang":"en","type":"article","venue":"Earthquake Engineering & Structural Dynamics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; University of British Columbia","keywords":"Structural engineering; Displacement (psychology); Stiffness; Nonlinear system; Finite element method; Engineering; Earthquake engineering; Moment (physics); Work (physics); Computer science; Mechanical engineering; Physics","score_opus":0.005296711114836966,"score_gpt":0.24709238213799958,"score_spread":0.24179567102316263,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2626298555","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.57014644,0.00010267617,0.42877036,0.000021329997,0.00020430882,0.00044076296,0.00009050097,0.0002105197,0.000013104343],"genre_scores_gemma":[0.9937014,0.000007756019,0.0058890544,0.0000034422812,0.00009632114,0.0001409045,0.00008529152,0.000063353546,0.000012489437],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989511,0.000008413239,0.00040465745,0.00021018185,0.00012887904,0.00029681553],"domain_scores_gemma":[0.9990526,0.0002124819,0.00012946148,0.00046452638,0.00007170706,0.00006924438],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00020976631,0.00025000723,0.00030491242,0.00019816187,0.00015533746,0.00007161513,0.00022208752,0.00010962861,0.000010468294],"category_scores_gemma":[0.000082059276,0.00026905895,0.00007307746,0.00008694378,0.000040783674,0.00017956569,0.00003199009,0.00014186351,0.0000021796982],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000052021596,0.0000019492818,0.0011839037,0.00040402383,0.000049554714,6.8854985e-7,0.00007463061,0.7171666,0.00091042713,0.008065926,0.0000022718875,0.27213484],"study_design_scores_gemma":[0.00045147794,0.000031367774,0.17334378,0.00005081346,0.000029105453,0.000008065199,0.000053652293,0.824141,0.00089779537,0.00033572078,0.00041549932,0.00024170952],"about_ca_topic_score_codex":0.000011738405,"about_ca_topic_score_gemma":0.000025167787,"teacher_disagreement_score":0.42355496,"about_ca_system_score_codex":0.000053091833,"about_ca_system_score_gemma":0.000017047243,"threshold_uncertainty_score":0.99997616},"labels":[],"label_agreement":null},{"id":"W2626918537","doi":"10.1002/rnc.3842","title":"Real‐time hybrid control of electrohydraulic active suspension","year":2017,"lang":"en","type":"article","venue":"International Journal of Robust and Nonlinear Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Control theory (sociology); Controller (irrigation); Active suspension; Suspension (topology); Actuator; Position (finance); Computer science; Control engineering; Nonlinear system; Engineering; Control (management); Mathematics; Artificial intelligence","score_opus":0.00833312261204718,"score_gpt":0.2325653312265196,"score_spread":0.2242322086144724,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2626918537","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9676373,0.0003758142,0.025877044,0.0009015176,0.001269876,0.00018615357,0.000095573785,0.000027244272,0.0036294668],"genre_scores_gemma":[0.9984257,0.0002992694,0.0004270112,0.000032008455,0.00073090603,0.0000013678996,0.0000041052476,0.000017806984,0.000061778264],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989119,0.000037804937,0.00049365463,0.00007806142,0.0003395688,0.00013901664],"domain_scores_gemma":[0.9987204,0.0001667819,0.00046576146,0.00015074774,0.00040725002,0.000089052424],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032342458,0.00012863948,0.00039844788,0.00012538236,0.000056126664,0.00006917141,0.00037491598,0.00005406652,0.00005437648],"category_scores_gemma":[0.00015662397,0.00010609861,0.00012638823,0.00001565635,0.000057749156,0.000268038,0.000017609487,0.00016094014,0.00001004121],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004584088,0.00046735755,0.012807207,0.00020939404,0.008476825,0.0010949932,0.0013107249,0.14033209,0.6801205,0.00065442594,0.00574942,0.14419293],"study_design_scores_gemma":[0.010714674,0.00036471564,0.011631802,0.00041716304,0.00019739424,0.0008767316,0.000060109815,0.95427746,0.016360052,0.00022352084,0.004559174,0.00031721892],"about_ca_topic_score_codex":0.000044823242,"about_ca_topic_score_gemma":0.000007044913,"teacher_disagreement_score":0.81394535,"about_ca_system_score_codex":0.00004489802,"about_ca_system_score_gemma":0.00004297574,"threshold_uncertainty_score":0.43265757},"labels":[],"label_agreement":null},{"id":"W2679110655","doi":"10.1299/jsmekansai.2012.87._13-11_","title":"1311 Prototype of three-quarter-turn semi-rotary actuator for water hydraulics","year":2012,"lang":"en","type":"article","venue":"The Proceedings of Conference of Kansai Branch","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Hydraulics; Actuator; Hydraulic cylinder; Engineering; Turn (biochemistry); Environmental science; Mechanical engineering; Marine engineering; Electrical engineering; Physics; Aerospace engineering; Geography; Archaeology","score_opus":0.0240232131077211,"score_gpt":0.21818178650983436,"score_spread":0.19415857340211326,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2679110655","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98042935,0.00016813785,0.0053600655,0.00018154821,0.00021737975,0.0015230968,0.00002196269,0.00006921495,0.012029228],"genre_scores_gemma":[0.99908143,0.00001574477,0.00044923637,0.000014478173,0.00015249003,0.00020335236,0.0000036150823,0.00003570966,0.00004392458],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9985955,0.000005333978,0.00059960235,0.0001210658,0.0002802593,0.0003982433],"domain_scores_gemma":[0.99910134,0.000082699575,0.00018078538,0.00017619817,0.00037061918,0.000088337096],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00055923004,0.00021850622,0.00051143323,0.00007275501,0.000036813988,0.000016201708,0.0004353324,0.00013241454,0.00007230449],"category_scores_gemma":[0.00004340047,0.00013804669,0.00012497442,0.00011322733,0.0001232496,0.00031375958,0.000031173837,0.000118407304,0.000009513373],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00044989298,0.00021498576,0.0077063483,0.009416944,0.00047994684,8.462829e-8,0.031716187,0.00022377333,0.9308475,0.00787558,0.002489735,0.008579017],"study_design_scores_gemma":[0.0009985988,0.00063196634,0.0027723259,0.0008026421,0.00015332732,0.00001286528,0.0010954287,0.013304463,0.970401,0.0066586346,0.002736596,0.00043217617],"about_ca_topic_score_codex":0.00002147139,"about_ca_topic_score_gemma":0.000004662663,"teacher_disagreement_score":0.03955347,"about_ca_system_score_codex":0.000013852401,"about_ca_system_score_gemma":0.000025086994,"threshold_uncertainty_score":0.56293803},"labels":[],"label_agreement":null},{"id":"W2703603952","doi":"10.1109/tac.2017.2717898","title":"A Comparative Study of Input–Output Stability Results","year":2017,"lang":"en","type":"article","venue":"IEEE Transactions on Automatic Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Stability (learning theory); Conic section; Control theory (sociology); Computer science; Mathematics; Mathematical optimization; Mathematical economics; Control (management); Artificial intelligence; Machine learning","score_opus":0.03694051103711879,"score_gpt":0.2736214129432321,"score_spread":0.23668090190611332,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2703603952","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77211255,0.000009983666,0.22208165,0.000046847785,0.00062695926,0.0010659363,0.00008600346,0.00026905557,0.0037010263],"genre_scores_gemma":[0.99966085,0.0000014109813,0.00007239135,0.0000074136324,0.000021066096,0.00014536601,5.1136436e-7,0.000016997605,0.00007399604],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99854857,0.00012495733,0.00066936575,0.00018559008,0.00028056296,0.00019094154],"domain_scores_gemma":[0.9983238,0.00036369718,0.00017458512,0.0009921751,0.00006219014,0.000083544866],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039013993,0.0001951333,0.0006043986,0.00008616187,0.00022504198,0.00005661858,0.00029566354,0.00006714849,0.00007127954],"category_scores_gemma":[0.000023069035,0.00017247959,0.000100192745,0.00006446773,0.00006744089,0.00013143786,7.751415e-7,0.00013548444,0.00007007355],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00055709167,0.005271488,0.00049103977,0.0011976905,0.003452772,0.000030319612,0.116612874,0.73814183,0.0058973623,0.000021955882,0.0010093427,0.12731624],"study_design_scores_gemma":[0.0059707756,0.00043248996,0.007648427,0.0001248919,0.00013393223,0.000003960226,0.0024364057,0.9804036,0.0025558842,0.000017123042,0.000054552278,0.00021797493],"about_ca_topic_score_codex":0.00020433441,"about_ca_topic_score_gemma":0.00041490115,"teacher_disagreement_score":0.24226175,"about_ca_system_score_codex":0.0000610123,"about_ca_system_score_gemma":0.00002560296,"threshold_uncertainty_score":0.7033513},"labels":[],"label_agreement":null},{"id":"W2726799218","doi":"10.1016/j.mechatronics.2017.06.010","title":"Development of a new fully flexible hydraulic variable valve actuation system for engines using rotary spool valves","year":2017,"lang":"en","type":"article","venue":"Mechatronics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Valve timing; Valve actuator; Electrohydraulic servo valve; Hydraulic machinery; Hydraulic cylinder; Actuator; Engineering; Lift (data mining); Crankshaft; Control theory (sociology); Automotive engineering; Volumetric efficiency; Controllability; Check valve; Control valves; Control engineering; Mechanical engineering; Computer science; Internal combustion engine; Control (management)","score_opus":0.03880179497041564,"score_gpt":0.2611889024868059,"score_spread":0.22238710751639024,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2726799218","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14799453,0.00061455567,0.84809506,0.000015525027,0.0011396053,0.0006448553,0.000013455537,0.00024090204,0.0012414962],"genre_scores_gemma":[0.84301,0.000009984092,0.15641578,0.0000049112086,0.00023840001,0.000052127467,0.000021917267,0.000057143952,0.00018973989],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99871683,0.000011239762,0.00052023615,0.00018437272,0.00022205118,0.00034524864],"domain_scores_gemma":[0.99905074,0.00004899322,0.00021427368,0.0005244932,0.00006421369,0.000097291646],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00047385195,0.00021741314,0.00038555037,0.00008784486,0.00025166656,0.00007991759,0.0003355856,0.00013736392,0.000016061678],"category_scores_gemma":[0.000053078056,0.00021617774,0.00012977849,0.00006545658,0.000010891329,0.00023770686,0.00004747168,0.00007764903,0.000019313824],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000058318758,0.000073787916,0.00017888173,0.008214856,0.0014537903,0.0000022681786,0.009560756,0.78856975,0.103333324,0.015109173,0.0015280475,0.07191706],"study_design_scores_gemma":[0.0009183083,0.00003482646,0.00009862828,0.0008062688,0.00013537359,0.000013354669,0.0006708442,0.9253061,0.04683359,0.00062268163,0.024142744,0.00041730332],"about_ca_topic_score_codex":0.00010306687,"about_ca_topic_score_gemma":0.000017316259,"teacher_disagreement_score":0.6950155,"about_ca_system_score_codex":0.00025718746,"about_ca_system_score_gemma":0.0003507781,"threshold_uncertainty_score":0.8815473},"labels":[],"label_agreement":null},{"id":"W2727791726","doi":"","title":"Successive Steady State Hydraulic Model Tuning Through Viscosity Analysis","year":2014,"lang":"en","type":"article","venue":"PSIG Annual Meeting","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"TransCanada (Canada)","funders":"","keywords":"Steady state (chemistry); Viscosity; Control theory (sociology); State (computer science); Environmental science; Mathematics; Computer science; Thermodynamics; Physics; Control (management); Chemistry; Algorithm","score_opus":0.012303408295236474,"score_gpt":0.2360015981087001,"score_spread":0.22369818981346365,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2727791726","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3520942,0.00019003499,0.59816265,0.000052348565,0.00021649252,0.00013570646,0.00003602238,0.0004871066,0.048625454],"genre_scores_gemma":[0.997225,0.000016900693,0.002143735,0.00011518571,0.00015572457,0.000021443768,0.000025229805,0.000051700372,0.000245121],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99815005,0.00014448777,0.00052761944,0.00031825865,0.00034191244,0.00051769265],"domain_scores_gemma":[0.99896115,0.0003070123,0.00013136165,0.0003757727,0.00008826515,0.00013640878],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006729678,0.00028204723,0.0005444296,0.00015210475,0.0001907332,0.00008947451,0.00028350568,0.00009519731,0.000020091245],"category_scores_gemma":[0.00016503032,0.00027140247,0.00016442631,0.0006136449,0.00003427266,0.00038315478,0.000066978915,0.00022839181,0.00008304178],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000029614353,0.0000106994385,0.001353581,0.000097163545,0.00031569423,0.000002963684,0.012467211,0.9825128,0.00051114353,0.0001051377,0.00033965905,0.002280993],"study_design_scores_gemma":[0.00018695316,0.000018319906,0.00023818576,0.00009353806,0.00017804219,0.0000020547272,0.0011749071,0.9959389,0.0005746526,0.0003232368,0.0009375005,0.00033373872],"about_ca_topic_score_codex":0.00054246193,"about_ca_topic_score_gemma":0.00012762073,"teacher_disagreement_score":0.64513075,"about_ca_system_score_codex":0.00006811918,"about_ca_system_score_gemma":0.000013782458,"threshold_uncertainty_score":0.99997383},"labels":[],"label_agreement":null},{"id":"W2728449554","doi":"10.1007/s41315-017-0025-7","title":"Structural control using a deployable autonomous control system","year":2017,"lang":"en","type":"article","venue":"International Journal of Intelligent Robotics and Applications","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Control system; Engineering; Bridge (graph theory); Position (finance); Vibration; Control engineering; Modal; Vibration control; Computer science","score_opus":0.018577001954705644,"score_gpt":0.26520833224142276,"score_spread":0.24663133028671713,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2728449554","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.024727348,0.0004979796,0.9722947,0.00022883275,0.0009807278,0.00021613167,0.00002686229,0.000033959648,0.0009934473],"genre_scores_gemma":[0.99712723,0.000061305866,0.0021348288,0.000028644914,0.00059509475,0.000009400729,0.0000013253899,0.000017028355,0.000025126248],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99906147,0.000013168852,0.0005100845,0.00007784303,0.00021866811,0.00011876063],"domain_scores_gemma":[0.9990059,0.00006683073,0.00033987095,0.00018630644,0.00029776918,0.00010328638],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017731132,0.000113677015,0.00022655894,0.00008419971,0.00016438276,0.00024980967,0.00045573313,0.00005100397,0.000010681809],"category_scores_gemma":[0.000023578445,0.00009734977,0.00008333558,0.000018471188,0.000049345148,0.0001432128,0.00002113375,0.00011985765,0.000009204225],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012478096,0.000015440828,0.003507279,0.000047491772,0.000472803,0.000015581189,0.00009949565,0.9700459,0.0009323684,0.016322272,0.00008592931,0.008442952],"study_design_scores_gemma":[0.00063828356,0.000020286943,0.0009996092,0.0001440286,0.00008350482,0.0005507743,0.00014769324,0.9936452,0.00027103923,0.00045812197,0.0029061597,0.00013529495],"about_ca_topic_score_codex":0.000034902143,"about_ca_topic_score_gemma":0.000004588723,"teacher_disagreement_score":0.9723999,"about_ca_system_score_codex":0.00013053426,"about_ca_system_score_gemma":0.00003362294,"threshold_uncertainty_score":0.39698085},"labels":[],"label_agreement":null},{"id":"W2729928189","doi":"10.4050/f-0073-2017-12184","title":"Automatic Fatigue Test Control System (AFTCS)","year":2017,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Bell Helicopter Textron (Canada)","funders":"","keywords":"Test (biology); Computer science; Geology","score_opus":0.015062993929329268,"score_gpt":0.22458600661889355,"score_spread":0.20952301268956428,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2729928189","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09149876,0.00015292609,0.11290393,0.00018042033,0.0017563199,0.00061112107,0.000018588953,0.0025283217,0.7903496],"genre_scores_gemma":[0.99868506,0.000001685049,0.00027407054,0.000018493185,0.00013894291,0.000041565567,0.0000010377331,0.000024571105,0.0008145964],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993128,0.000012738015,0.00025325528,0.000092593655,0.00013145755,0.00019716409],"domain_scores_gemma":[0.99908835,0.00013046626,0.000054239663,0.00062224874,0.000018322602,0.00008637311],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00017004544,0.00012610907,0.00024633427,0.000027637783,0.00016136467,0.00015129407,0.0002945507,0.00006550523,0.00017788926],"category_scores_gemma":[0.0000919204,0.00010058027,0.00004813757,0.000018168379,0.000021817183,0.00012102898,0.000013196381,0.000057796977,0.00086539285],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013166712,0.00034510434,0.24730581,0.028819043,0.002534487,0.0006010561,0.0076151555,0.10395662,0.020684266,0.060927976,0.2622265,0.2649708],"study_design_scores_gemma":[0.00045771882,0.000011641857,0.0076197754,0.0002110269,0.000015926187,0.000027120192,0.00015041181,0.98955405,0.00018645167,0.0000107426695,0.0016012168,0.00015393973],"about_ca_topic_score_codex":0.000096342555,"about_ca_topic_score_gemma":0.000019149438,"teacher_disagreement_score":0.90718627,"about_ca_system_score_codex":0.00004594812,"about_ca_system_score_gemma":0.000008348185,"threshold_uncertainty_score":0.99991256},"labels":[],"label_agreement":null},{"id":"W2735445600","doi":"10.1177/0954407017713103","title":"Design and optimization of a cam-actuated electrohydraulic brake system","year":2017,"lang":"en","type":"article","venue":"Proceedings of the Institution of Mechanical Engineers Part D Journal of Automobile Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Brake; Automotive engineering; Automotive industry; Hydraulic brake; Mechanism (biology); Brake pad; Engineering; Torque; Component (thermodynamics); Disc brake; Mechanical engineering; Control engineering; Computer science","score_opus":0.00986642356561691,"score_gpt":0.19648965793827117,"score_spread":0.18662323437265427,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2735445600","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.27299678,0.00043752702,0.7245802,0.000036958074,0.0011891023,0.00042733538,0.0000051406955,0.00009974228,0.00022719667],"genre_scores_gemma":[0.9882626,0.0001141807,0.011493057,0.000001290406,0.00008531417,0.000009037292,3.611453e-7,0.000029375822,0.0000047810704],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982987,0.00000884918,0.000990175,0.00010620631,0.00038819798,0.00020788418],"domain_scores_gemma":[0.9985671,0.00007558268,0.00075685984,0.00017382529,0.00032153598,0.00010509083],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000862108,0.00021142805,0.00061066996,0.00019451592,0.00006998131,0.000031732772,0.0004992013,0.0001530101,0.0000054308844],"category_scores_gemma":[0.00043317198,0.00016812334,0.00014981421,0.00019167602,0.00006918866,0.00039282694,0.0000532241,0.00025452347,3.5326124e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019462905,0.000016853715,0.00001132208,0.0009570673,0.00014428183,8.300518e-7,0.00016022389,0.9035309,0.092812285,0.0020496543,0.00005394831,0.0002431676],"study_design_scores_gemma":[0.0004992031,0.0001271702,0.00003670439,0.0014454937,0.00008693348,0.0001324754,0.00007345895,0.8008504,0.19652277,0.000012426539,0.000088169494,0.00012478071],"about_ca_topic_score_codex":0.000004807603,"about_ca_topic_score_gemma":9.221972e-8,"teacher_disagreement_score":0.7152658,"about_ca_system_score_codex":0.000085459564,"about_ca_system_score_gemma":0.00005134194,"threshold_uncertainty_score":0.68558705},"labels":[],"label_agreement":null},{"id":"W2745463125","doi":"10.1177/1687814017726922","title":"Improvement of the damping capacity of the linear damper with an oil groove in the linear guideway system","year":2017,"lang":"en","type":"article","venue":"Advances in Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"National Science and Technology Major Project","keywords":"Damper; Groove (engineering); Damping capacity; Structural engineering; Viscosity; Damping torque; Engineering; Materials science; Vibration; Mechanical engineering; Composite material; Physics; Acoustics","score_opus":0.012252973621577182,"score_gpt":0.23110497756896087,"score_spread":0.2188520039473837,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2745463125","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9686122,0.00032076673,0.028544862,0.0000612374,0.0010381629,0.00038447196,0.000012097442,0.000058711605,0.000967504],"genre_scores_gemma":[0.99823284,0.000041823554,0.0015293681,0.000014419047,0.00009607814,0.000048760357,5.009872e-7,0.000028318365,0.0000078645535],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99863404,0.000049669106,0.000540726,0.0001698062,0.00034959323,0.00025616406],"domain_scores_gemma":[0.9985777,0.00013737283,0.00015921536,0.0010597334,0.00003202082,0.00003392325],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008020507,0.00018849674,0.00033632206,0.00003537887,0.00007503916,0.00001739164,0.0010548111,0.00008341587,0.000002125205],"category_scores_gemma":[0.00019398893,0.000096248885,0.000074262716,0.00016789362,0.00005991664,0.00023602323,0.000101495665,0.00032911668,7.389332e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008786776,0.00003167791,0.00050307973,0.0011215078,0.000029498839,0.000002835927,0.001269202,0.9653104,0.021919582,0.007143328,0.0000015914416,0.002658542],"study_design_scores_gemma":[0.00057581003,0.00008067387,0.0009684407,0.0020749096,0.000020249388,0.000015381218,0.00086195744,0.961268,0.03305218,0.00007868096,0.0007740993,0.00022957969],"about_ca_topic_score_codex":0.00014560125,"about_ca_topic_score_gemma":0.0002467961,"teacher_disagreement_score":0.029620681,"about_ca_system_score_codex":0.00007713952,"about_ca_system_score_gemma":0.00001526893,"threshold_uncertainty_score":0.39249155},"labels":[],"label_agreement":null},{"id":"W2750956155","doi":"10.24900/ijss/01024045.2017.0601","title":"Comparison of Gear and Peripheral pumps performance, evaluation of their reliability at operation region","year":2017,"lang":"en","type":"article","venue":"International Journal of Safety Science","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Reliability (semiconductor); Reliability engineering; Peripheral; Computer science; Environmental science; Automotive engineering; Engineering; Physics","score_opus":0.04752372848888791,"score_gpt":0.33303361073451904,"score_spread":0.2855098822456311,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2750956155","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99372214,0.000101084624,0.0024085653,0.00015715379,0.0008323851,0.00007168022,0.000002585141,0.0000031700622,0.0027012588],"genre_scores_gemma":[0.9995778,0.00010476692,0.00022761988,0.0000033388349,0.00007123308,7.3212124e-7,6.518729e-7,0.000002978693,0.000010833464],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99850607,0.000029615952,0.0004934625,0.000069136266,0.00083384296,0.00006787305],"domain_scores_gemma":[0.99847883,0.000037260943,0.00041604566,0.00015706127,0.0008707966,0.000039994535],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002149046,0.000056445457,0.00016208849,0.000081198414,0.000116086434,0.0000394098,0.00043639867,0.000026313399,0.000026958322],"category_scores_gemma":[0.0002175417,0.000043477914,0.00003393011,0.000035410525,0.0002603247,0.0006892221,0.000052002764,0.00006628928,8.339685e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012285142,0.000055393328,0.35219145,0.000062695726,0.000058338595,8.337222e-7,0.0060020066,0.52696276,0.032411832,0.0002466826,0.00007330188,0.081811875],"study_design_scores_gemma":[0.00032812203,0.00004985034,0.36516207,0.00012249059,0.00000763066,0.00003832402,0.00014714545,0.6235379,0.010374926,0.000055318902,0.00013897449,0.00003725841],"about_ca_topic_score_codex":0.000017967222,"about_ca_topic_score_gemma":0.0000057496723,"teacher_disagreement_score":0.09657512,"about_ca_system_score_codex":0.00019597619,"about_ca_system_score_gemma":0.00008760162,"threshold_uncertainty_score":0.17729779},"labels":[],"label_agreement":null},{"id":"W2754315051","doi":"10.1002/cepa.339","title":"11.06: Application of hybrid simulation for the evaluation of the buckling response of steel braced frame columns","year":2017,"lang":"en","type":"article","venue":"ce/papers","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal; University of Alberta","funders":"","keywords":"Structural engineering; Buckling; Braced frame; Frame (networking); Steel frame; Engineering; Mechanical engineering","score_opus":0.03396362282323653,"score_gpt":0.30215120755096825,"score_spread":0.26818758472773174,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2754315051","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98009944,0.00011422141,0.0169445,0.00008788594,0.00019955165,0.0011665265,0.000021799378,0.00001727562,0.0013488093],"genre_scores_gemma":[0.99968135,0.000003895136,0.000080865626,0.0000068268814,0.00003775154,0.00008861264,0.00000434271,0.000015051242,0.000081291364],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991385,0.00008282933,0.00031784712,0.00008229076,0.00029639283,0.00008214327],"domain_scores_gemma":[0.9981453,0.0007642345,0.00030543905,0.0006119068,0.00015782643,0.000015327096],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015187381,0.00007134308,0.00015073257,0.000022904906,0.00011944717,0.000011937542,0.00025574642,0.000044617464,0.000014273121],"category_scores_gemma":[0.00078968046,0.00005054124,0.00008253742,0.00004380163,0.00006388948,0.000048958656,0.000018410059,0.00004259205,0.0000016629845],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000043069518,0.00000766475,0.00091249443,0.00010101369,0.000031814925,8.91174e-9,0.00077614054,0.848258,0.143927,0.00005805971,0.000038487426,0.0058462103],"study_design_scores_gemma":[0.00059541,0.00001503739,0.04272258,0.00007608298,0.00008656787,4.0946537e-7,0.00030119094,0.9263291,0.028516512,0.000053087748,0.0012499135,0.00005416005],"about_ca_topic_score_codex":0.000044539203,"about_ca_topic_score_gemma":0.000022215625,"teacher_disagreement_score":0.115410484,"about_ca_system_score_codex":0.000040479496,"about_ca_system_score_gemma":0.0000403216,"threshold_uncertainty_score":0.2061012},"labels":[],"label_agreement":null},{"id":"W2767690295","doi":"10.1007/s11803-017-0408-7","title":"Real-time hybrid simulation of structures equipped with viscoelastic-plastic dampers using a user-programmable computational platform","year":2017,"lang":"en","type":"article","venue":"Earthquake Engineering and Engineering Vibration","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; University of Waterloo","funders":"University of Toronto","keywords":"Damper; Viscoelasticity; Nonlinear system; Structural engineering; Displacement (psychology); Engineering; Hybrid III; Computer science; Materials science","score_opus":0.01111945827885524,"score_gpt":0.21389896484468454,"score_spread":0.2027795065658293,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2767690295","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6179359,0.00003137755,0.38140264,0.0000024139235,0.0002083534,0.00012970107,0.000011007556,0.00023664295,0.000041980922],"genre_scores_gemma":[0.9801959,0.000008258171,0.019530784,8.473007e-7,0.00012974894,0.000010471642,0.00004136422,0.000071827046,0.000010802783],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99887055,0.0000064577466,0.0003615933,0.00020316501,0.00025563076,0.0003026255],"domain_scores_gemma":[0.99924463,0.0002013572,0.000106006555,0.00027396975,0.000053651074,0.000120358396],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00013135195,0.00028945855,0.00033367315,0.00016652276,0.00014971402,0.00018691547,0.0001231717,0.00008942983,0.000015719039],"category_scores_gemma":[0.00009169354,0.0002864451,0.000043775475,0.00008274093,0.000033594988,0.0005116885,0.000025240206,0.00014137483,0.0000048425177],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011973918,0.0000050976273,0.00015910725,0.00032588726,0.00006937515,0.0000043627447,0.00016780925,0.97305816,0.025458036,0.00018143599,0.0000043252517,0.00055444083],"study_design_scores_gemma":[0.0004725936,0.00007110778,0.01650506,0.00026382034,0.000037379494,0.000028761944,0.000014604096,0.9809885,0.0012223033,0.000012440378,0.000078290126,0.0003051353],"about_ca_topic_score_codex":0.0000340539,"about_ca_topic_score_gemma":0.0000019653928,"teacher_disagreement_score":0.36226,"about_ca_system_score_codex":0.000042898348,"about_ca_system_score_gemma":0.000023474357,"threshold_uncertainty_score":0.99995875},"labels":[],"label_agreement":null},{"id":"W2768304592","doi":"10.1177/0959651817742068","title":"Design of a low-bandwidth position controller based on system identification for an electro-hydrostatic actuator","year":2017,"lang":"en","type":"article","venue":"Proceedings of the Institution of Mechanical Engineers Part I Journal of Systems and Control Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Control theory (sociology); Actuator; Quantitative feedback theory; Controller (irrigation); Control engineering; System identification; Bandwidth (computing); Computer science; Electro-hydraulic actuator; Parametric statistics; Engineering; Robust control; Control system; Mathematics; Control (management)","score_opus":0.010922345289223253,"score_gpt":0.20671718336467876,"score_spread":0.1957948380754555,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2768304592","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.105002135,0.000261201,0.89266884,0.00003690104,0.0009898787,0.00094254786,0.000026328418,0.000036209087,0.00003596912],"genre_scores_gemma":[0.99919313,0.000016031314,0.0005705349,0.0000033534145,0.00014061252,0.000047541474,7.277514e-7,0.000025139601,0.000002944253],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982247,0.000015308748,0.0010867977,0.00011508315,0.0003745799,0.00018357336],"domain_scores_gemma":[0.9982058,0.00015278235,0.0009524657,0.00015820553,0.00042761044,0.00010314155],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013925635,0.00020034832,0.00070293795,0.00016912758,0.000091045586,0.00005966302,0.00033354544,0.000112477275,3.7684288e-7],"category_scores_gemma":[0.00032283866,0.00015010015,0.0001628792,0.000074588155,0.00003749728,0.00032048236,0.000008033833,0.00014710771,1.5966887e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017807065,0.000029936462,0.00000713016,0.002060575,0.00015324968,2.597079e-7,0.00007448614,0.695305,0.2942307,0.007835079,0.000019943309,0.00010560087],"study_design_scores_gemma":[0.0024129231,0.00037771632,0.000055519362,0.002587304,0.00015400375,0.000032139404,0.00012090711,0.95128894,0.042797554,0.000022576474,0.00002623608,0.00012416922],"about_ca_topic_score_codex":0.0000064896776,"about_ca_topic_score_gemma":8.629712e-8,"teacher_disagreement_score":0.89419097,"about_ca_system_score_codex":0.000095509386,"about_ca_system_score_gemma":0.000041397067,"threshold_uncertainty_score":0.6120907},"labels":[],"label_agreement":null},{"id":"W2772261901","doi":"10.1115/fpmc2017-4314","title":"Stability Study of a Pump-Controlled Circuit for Single Rod Cylinders via the Concept of Lyapunov Exponents","year":2017,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Control theory (sociology); Actuator; Eigenvalues and eigenvectors; Hydraulic cylinder; Instability; Lyapunov exponent; Controller (irrigation); Stability (learning theory); Computer science; Lyapunov function; Hydraulic machinery; Control engineering; Engineering; Mechanics; Mechanical engineering; Control (management); Physics; Nonlinear system","score_opus":0.056712974490241944,"score_gpt":0.25656975695714024,"score_spread":0.1998567824668983,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2772261901","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9498641,0.000048704293,0.032721672,0.00002190796,0.00037483886,0.0021919387,0.000009860794,0.000047953203,0.014719013],"genre_scores_gemma":[0.9997041,5.5448794e-7,0.000026056818,0.000005231487,0.00003900295,0.00012457646,0.0000012064626,0.000017249125,0.00008201406],"study_design_codex":"qualitative","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99889016,0.00005657542,0.00054791407,0.000131155,0.00020526194,0.00016895571],"domain_scores_gemma":[0.99855644,0.00031763426,0.00020308747,0.00080451736,0.00008022643,0.000038100727],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00056520425,0.00012843127,0.00052226643,0.000022576094,0.000105092135,0.000027788148,0.00036544155,0.00005438027,0.00008092287],"category_scores_gemma":[0.00018640218,0.000082727835,0.0001221418,0.00002862451,0.0000698969,0.00008658312,0.000029708594,0.00004998583,0.0000025341758],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0019492531,0.010576675,0.12448139,0.0036804986,0.010057254,0.00001123287,0.36543417,0.06776289,0.3612918,0.0029441803,0.0016284661,0.05018221],"study_design_scores_gemma":[0.10543391,0.0038430493,0.07550821,0.00040617556,0.0010127734,0.00001801733,0.118767835,0.50204194,0.18788768,0.0027497367,0.00057857315,0.0017521204],"about_ca_topic_score_codex":0.0004168531,"about_ca_topic_score_gemma":0.00019351408,"teacher_disagreement_score":0.43427902,"about_ca_system_score_codex":0.000027118973,"about_ca_system_score_gemma":0.000012811723,"threshold_uncertainty_score":0.33735433},"labels":[],"label_agreement":null},{"id":"W2775225779","doi":"","title":"Stable Reduced Model of Linear Time Invariant System Using pole Clustering Method","year":2017,"lang":"en","type":"article","venue":"Nova Journal of Engineering and Applied Sciences","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Cluster analysis; Mathematics; LTI system theory; Applied mathematics; Stability (learning theory); Transfer function; Markov chain; Control theory (sociology); Linear system; Mathematical optimization; Computer science; Mathematical analysis; Statistics; Artificial intelligence; Control (management); Engineering","score_opus":0.06198363885850404,"score_gpt":0.2838195914057882,"score_spread":0.22183595254728417,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2775225779","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.50019366,0.00015135841,0.4965646,0.000010151131,0.00030610702,0.000060714636,0.000002975575,0.000029300234,0.0026811438],"genre_scores_gemma":[0.9019239,0.000006900396,0.09792865,0.0000015516887,0.00011155407,6.586259e-7,8.235246e-8,0.000013780085,0.000012912259],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99898064,0.000008665479,0.00045427206,0.00010271413,0.00024908583,0.00020461618],"domain_scores_gemma":[0.9993956,0.000059767186,0.00024103376,0.00016762587,0.000043733027,0.00009225568],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013173644,0.00013020945,0.0003807823,0.00014600379,0.00017614776,0.00009707907,0.00033042068,0.000057639587,0.000003927739],"category_scores_gemma":[0.000038679464,0.000107022424,0.000044292985,0.000093925526,0.000051317107,0.00019266257,0.000046850735,0.00012837448,0.0000012132459],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000020221262,0.0000022634197,0.000007966841,0.00015944365,0.000019404082,0.000001106277,0.00020010927,0.7035013,0.29563424,0.00019679155,0.0000056583335,0.00026973116],"study_design_scores_gemma":[0.00017941775,0.000019283194,0.000030811512,0.0003817528,0.000019748606,0.000097942124,0.0001631643,0.9761598,0.022811767,0.000011608928,0.000012915935,0.00011176952],"about_ca_topic_score_codex":0.00002291343,"about_ca_topic_score_gemma":6.1713723e-7,"teacher_disagreement_score":0.40173024,"about_ca_system_score_codex":0.00003299626,"about_ca_system_score_gemma":0.000046502217,"threshold_uncertainty_score":0.4364248},"labels":[],"label_agreement":null},{"id":"W2782921580","doi":"10.1016/j.ymssp.2017.12.040","title":"Characterization of a hydro-pneumatic suspension strut with gas-oil emulsion","year":2018,"lang":"en","type":"article","venue":"Mechanical Systems and Signal Processing","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":56,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institut de recherche Robert-Sauvé en santé et en sécurité du travail; Concordia University","funders":"Concordia University; National Natural Science Foundation of China","keywords":"Body orifice; Compressibility; Materials science; Emulsion; Mechanics; Polytropic process; Volume fraction; Stiffness; Volume (thermodynamics); Nonlinear system; Composite material; Thermodynamics; Chemistry; Engineering; Physics; Mechanical engineering","score_opus":0.01111086429171539,"score_gpt":0.20373632831905666,"score_spread":0.19262546402734126,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2782921580","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90776557,0.00020115152,0.09077565,0.00001289391,0.00014857964,0.00015272954,0.0000030759006,0.00011965736,0.00082066585],"genre_scores_gemma":[0.9995386,0.000015330035,0.00013510298,0.000008540742,0.00017739223,0.000016284317,0.000007999284,0.0000330035,0.00006775396],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99878716,0.00005414352,0.00047037328,0.00019158551,0.00028435877,0.00021238602],"domain_scores_gemma":[0.9994973,0.000034005854,0.00014030124,0.00012405161,0.0001020177,0.000102303304],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026423146,0.00017508795,0.00038355633,0.00006481362,0.00011397912,0.000078901125,0.00007444253,0.00011146785,0.000026311416],"category_scores_gemma":[0.000008596301,0.0001266382,0.000023918326,0.00018314343,0.00004261927,0.00018203404,0.000020837468,0.000089061235,0.000010167745],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036363137,0.000023627354,0.00008109734,0.0024795586,0.000031347492,0.0000047695503,0.0009198383,0.00043411733,0.94717115,0.00023686005,0.000009498538,0.04857175],"study_design_scores_gemma":[0.00046872703,0.00032346006,0.000099823206,0.0030674024,0.000033405853,0.000102116916,0.0002965898,0.9593965,0.03559529,0.00007197238,0.00028667014,0.00025805534],"about_ca_topic_score_codex":0.000035714544,"about_ca_topic_score_gemma":0.0000071331588,"teacher_disagreement_score":0.9589624,"about_ca_system_score_codex":0.000024386989,"about_ca_system_score_gemma":0.000014311788,"threshold_uncertainty_score":0.5164156},"labels":[],"label_agreement":null},{"id":"W2783001039","doi":"10.1115/imece2017-71418","title":"Identification of Non-Linear Parameters of a Nuclear Fuel Rod","year":2017,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"Framatome; Natural Sciences and Engineering Research Council of Canada","keywords":"Nonlinear system; Stiffness; Rod; Mechanics; Vibration; Boundary value problem; Excitation; Amplitude; Structural engineering; Shell (structure); Materials science; Fluid–structure interaction; Harmonic balance; Engineering; Mechanical engineering; Finite element method; Acoustics; Physics","score_opus":0.018196414689504684,"score_gpt":0.2460592256710433,"score_spread":0.2278628109815386,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2783001039","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9600201,0.000020265026,0.011894206,0.000030294459,0.00029029805,0.00011324134,0.000004374805,0.000044578483,0.027582625],"genre_scores_gemma":[0.9988131,0.000012689277,0.00094176666,0.0000031459556,0.000014698328,0.0000022086494,7.731625e-7,0.000011033904,0.00020056788],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99953735,0.0000050842054,0.0002603333,0.000052337866,0.00008391271,0.00006097861],"domain_scores_gemma":[0.99942434,0.000016155045,0.000099176315,0.00041520863,0.000023400698,0.000021750675],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001297684,0.00004737304,0.00013362785,0.000026240863,0.000020804773,0.000011998948,0.00017139546,0.000035914865,0.00003903934],"category_scores_gemma":[0.00003689636,0.000042452175,0.00003879224,0.000019156128,0.000029723755,0.00007277009,0.000012801788,0.00002521637,0.00006912995],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003188864,0.00018407854,0.008840376,0.0056394637,0.00063567044,0.0000048686265,0.01355739,0.08278808,0.8349872,0.0030495925,0.011023937,0.039257403],"study_design_scores_gemma":[0.00032459272,0.000027810931,0.021094054,0.00009851678,0.00002174083,0.0000026269133,0.00034995956,0.9440571,0.03298877,0.00010668084,0.0007943384,0.00013381329],"about_ca_topic_score_codex":0.00011051177,"about_ca_topic_score_gemma":0.000005490329,"teacher_disagreement_score":0.861269,"about_ca_system_score_codex":0.0000057650054,"about_ca_system_score_gemma":0.0000031226577,"threshold_uncertainty_score":0.17311494},"labels":[],"label_agreement":null},{"id":"W2783482499","doi":"10.1016/j.isatra.2018.01.010","title":"Actuator stiction compensation via variable amplitude pulses","year":2018,"lang":"en","type":"article","venue":"ISA Transactions","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Stiction; Setpoint; Control theory (sociology); Amplitude; Compensation (psychology); Actuator; Controller (irrigation); Process (computing); Tracking error; Tracking (education); Computer science; Materials science; Physics; Artificial intelligence; Optics; Control (management)","score_opus":0.012238464790731292,"score_gpt":0.21658323218394523,"score_spread":0.20434476739321394,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2783482499","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.016166173,0.00002219201,0.96861553,0.00003852835,0.0013819763,0.00014830694,0.000015644091,0.00044622485,0.013165447],"genre_scores_gemma":[0.99622464,0.000009781956,0.003088888,0.00003128995,0.00026333757,0.000036191304,0.000010914094,0.000023542396,0.0003114034],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99938333,0.000020258827,0.00020021715,0.00010910813,0.000117338976,0.00016976766],"domain_scores_gemma":[0.9996311,0.00006108855,0.000017893626,0.00017486449,0.000048057194,0.00006697537],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008575148,0.0001060882,0.000120729186,0.00006304556,0.00015498318,0.000037453083,0.00006458926,0.0000753872,0.001424825],"category_scores_gemma":[0.0000053139456,0.00010886347,0.000037706883,0.00018383289,0.000033474866,0.00017023207,9.1893264e-7,0.00008653266,0.0005849778],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000090537185,0.0005968509,0.00062096963,0.0010335968,0.0015404504,0.000008047589,0.020758979,0.36915797,0.40458807,0.0050964444,0.013856904,0.18265119],"study_design_scores_gemma":[0.0010950079,0.00017149329,0.0044960734,0.00015967072,0.00022334981,0.00011937237,0.00058543374,0.8011881,0.01762769,0.0016008562,0.17195792,0.0007749925],"about_ca_topic_score_codex":0.00014797162,"about_ca_topic_score_gemma":0.00009153548,"teacher_disagreement_score":0.9800585,"about_ca_system_score_codex":0.00006616345,"about_ca_system_score_gemma":0.000013847743,"threshold_uncertainty_score":0.999488},"labels":[],"label_agreement":null},{"id":"W2788928183","doi":"10.4028/www.scientific.net/kem.763.609","title":"Development of a Hybrid Simulation Computational Model for Steel Braced Frames","year":2018,"lang":"en","type":"article","venue":"Key engineering materials","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal; University of Alberta","funders":"Fonds de recherche du Québec – Nature et technologies; Natural Sciences and Engineering Research Council of Canada","keywords":"Braced frame; Structural engineering; Buckling; Finite element method; Stiffness; Computer simulation; Frame (networking); Bracing; Incremental Dynamic Analysis; Engineering; Instability; Seismic analysis; Computer science; Brace; Simulation; Mechanical engineering; Mechanics","score_opus":0.021773962318646152,"score_gpt":0.2412165510553702,"score_spread":0.21944258873672406,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2788928183","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4686316,0.000010716434,0.53074855,0.0000017043698,0.00028455156,0.00013918095,0.0000267202,0.000120158315,0.000036795485],"genre_scores_gemma":[0.8414811,3.7691498e-7,0.15828085,0.0000045385104,0.000093297924,0.00004392164,0.000037326365,0.000033385997,0.000025198475],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99920905,0.000005001187,0.00041617762,0.00009616318,0.00011699543,0.00015660825],"domain_scores_gemma":[0.99966717,0.00008153217,0.00004651536,0.00010116849,0.00006649633,0.000037119018],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018621066,0.00012813236,0.00022835108,0.000065359476,0.000029661485,0.0000235532,0.00007728705,0.00003973498,0.000041574334],"category_scores_gemma":[0.000034203636,0.00013330288,0.000025160003,0.000037541755,0.000009552838,0.00006623915,0.000012808203,0.000018672134,0.00002208628],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000448927,0.000004358009,0.0000010579109,0.00023885349,0.00002675826,9.766789e-8,0.00082872744,0.807389,0.19111203,0.00014095272,0.00007031137,0.00018333238],"study_design_scores_gemma":[0.0001840545,0.000008709025,0.00007035879,0.000080765574,0.0000058721553,0.0000012270613,0.00000730084,0.8566979,0.14212483,0.000062422725,0.0006337594,0.00012280158],"about_ca_topic_score_codex":7.740808e-7,"about_ca_topic_score_gemma":2.8475225e-7,"teacher_disagreement_score":0.3728495,"about_ca_system_score_codex":0.00003526594,"about_ca_system_score_gemma":0.000022629958,"threshold_uncertainty_score":0.5435934},"labels":[],"label_agreement":null},{"id":"W2790138923","doi":"10.1177/0954407018754678","title":"Collaborative control of a dual electro-hydraulic regenerative brake system for a rear-wheel-drive electric vehicle","year":2018,"lang":"en","type":"article","venue":"Proceedings of the Institution of Mechanical Engineers Part D Journal of Automobile Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Automotive engineering; Hydraulic brake; Brake; Regenerative brake; Air brake; Brake pad; Electronic brakeforce distribution; Engineering; Hydraulic machinery; Powertrain; Solenoid; Controller (irrigation); Mechanical engineering; Torque","score_opus":0.004929645425942849,"score_gpt":0.19727469420817145,"score_spread":0.1923450487822286,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2790138923","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.71264845,0.0010828322,0.28181842,0.00008548691,0.0022146516,0.0013899527,0.00007511397,0.00017905829,0.0005060402],"genre_scores_gemma":[0.9973662,0.00003784902,0.0020476172,0.000006069254,0.0004348425,0.00005231621,9.422644e-7,0.00004341872,0.0000107738],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9975539,0.000017950479,0.0013813882,0.00016730005,0.0005205655,0.00035892107],"domain_scores_gemma":[0.9974105,0.00019402833,0.000750251,0.00014349133,0.0013663044,0.00013546644],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009369668,0.00030002528,0.00091419794,0.00030104298,0.00006529397,0.000018254814,0.00039770344,0.00020252213,0.000005906648],"category_scores_gemma":[0.00058786315,0.00023760684,0.00031270835,0.0009345155,0.000084568856,0.00028633507,0.000027966411,0.0003206737,0.0000012184845],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012193836,0.00004988633,0.0000093768895,0.00094195915,0.0004919659,9.560003e-7,0.0006749408,0.24233368,0.73829657,0.016311996,0.0005675911,0.00019916282],"study_design_scores_gemma":[0.0011357513,0.00061164325,0.000015275675,0.0008662446,0.00012870652,0.000070180526,0.0002593545,0.40943637,0.58652025,0.000029794312,0.0007769228,0.00014945988],"about_ca_topic_score_codex":0.0000037906484,"about_ca_topic_score_gemma":4.690897e-7,"teacher_disagreement_score":0.28471774,"about_ca_system_score_codex":0.00021668102,"about_ca_system_score_gemma":0.00016239031,"threshold_uncertainty_score":0.96893257},"labels":[],"label_agreement":null},{"id":"W2792606551","doi":"10.1016/j.oceaneng.2018.01.030","title":"Hydraulic valve-based active-heave compensation using a model-predictive controller with non-linear valve compensations","year":2018,"lang":"en","type":"article","venue":"Ocean Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":71,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University; Rolls-Royce (Canada); Dalhousie University","funders":"Atlantic Canada Opportunities Agency","keywords":"PID controller; Control theory (sociology); Model predictive control; Controller (irrigation); Compensation (psychology); Open-loop controller; MATLAB; Engineering; Control engineering; Computer science; Temperature control; Control (management)","score_opus":0.016846342399837917,"score_gpt":0.22396543367505378,"score_spread":0.20711909127521586,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2792606551","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2977205,0.00002794541,0.6992485,0.000015875028,0.0002509295,0.00043046076,0.000027350226,0.00048849196,0.0017899411],"genre_scores_gemma":[0.9857859,0.0000021459937,0.013545959,0.000059681883,0.00039883828,0.000020985019,0.000035289384,0.00013346657,0.000017747356],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984314,0.000027275913,0.00041008124,0.00030587058,0.00034583217,0.0004795276],"domain_scores_gemma":[0.99907887,0.00014002819,0.00008460438,0.0003356354,0.00017368066,0.00018717507],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00019105052,0.00039598395,0.00047597464,0.00025104682,0.00015643018,0.0000494959,0.00018540051,0.00014328657,0.000025332325],"category_scores_gemma":[0.000031390166,0.0003819666,0.00017130918,0.00037426595,0.000072066476,0.00024792243,0.000021175678,0.00026221253,0.000048782305],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028631515,0.000020198948,0.00016788449,0.00008364452,0.0002567844,0.0000022820664,0.0010654255,0.994421,0.00365026,0.00007570294,0.00010833428,0.000119866636],"study_design_scores_gemma":[0.0013845467,0.00010272467,0.000965608,0.0002811282,0.00011858586,0.000017609109,0.00012468152,0.99368644,0.002701036,0.00001643773,0.00017672736,0.00042445387],"about_ca_topic_score_codex":0.000034162906,"about_ca_topic_score_gemma":0.0000068827744,"teacher_disagreement_score":0.6880654,"about_ca_system_score_codex":0.0002715994,"about_ca_system_score_gemma":0.00006611167,"threshold_uncertainty_score":0.9998632},"labels":[],"label_agreement":null},{"id":"W2793379827","doi":"10.1109/tro.2017.2776318","title":"Online Identification of Environment Hunt–Crossley Models Using Polynomial Linearization","year":2018,"lang":"en","type":"article","venue":"IEEE Transactions on Robotics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Linearization; Parameterized complexity; System identification; Robustness (evolution); Nonlinear system; Polynomial; Estimation theory; Control theory (sociology); Feedback linearization; Logarithm; Computer science; Polynomial and rational function modeling; Robot; Algorithm; Mathematics; Applied mathematics; Data modeling; Artificial intelligence; Mathematical analysis; Control (management)","score_opus":0.032180366828010565,"score_gpt":0.24222262223040372,"score_spread":0.21004225540239316,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2793379827","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05959843,0.000016575941,0.9390894,0.00001692751,0.0008942707,0.00015255329,0.000057149227,0.00008292854,0.00009172845],"genre_scores_gemma":[0.99102455,0.000042163498,0.008607766,0.000010687734,0.00014344745,0.0000040352224,0.000010516545,0.000032612814,0.00012418952],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99910754,0.000021513853,0.00043701203,0.00012353309,0.00017400524,0.0001363967],"domain_scores_gemma":[0.9995672,0.00002544559,0.000068152774,0.00025514074,0.000036302074,0.00004773671],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008856177,0.00011902238,0.00015384973,0.00009927222,0.000088093715,0.000019093504,0.00008744912,0.000099374316,0.00003684039],"category_scores_gemma":[0.0000014027044,0.00013000955,0.000055625693,0.0001262433,0.00006365151,0.00012112873,5.96375e-7,0.00009189904,0.000035678957],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004801496,0.00008752256,0.0000033757044,0.00003458102,0.000032449447,1.7020622e-7,0.00038133806,0.96749496,0.03027255,0.0000108824315,0.000018010604,0.0016593699],"study_design_scores_gemma":[0.00017039986,0.000035867317,0.000027558684,0.000033530814,0.0000433177,0.0000034977552,0.000054445256,0.94449306,0.054981943,0.000022330989,0.000025667425,0.00010837576],"about_ca_topic_score_codex":0.000032297597,"about_ca_topic_score_gemma":0.000014375399,"teacher_disagreement_score":0.93142617,"about_ca_system_score_codex":0.00008682,"about_ca_system_score_gemma":0.000015967707,"threshold_uncertainty_score":0.5301635},"labels":[],"label_agreement":null},{"id":"W2793854895","doi":"10.1177/0954406218756446","title":"A multi-switching mode intelligent hybrid control of electro-hydraulic proportional systems","year":2018,"lang":"en","type":"article","venue":"Proceedings of the Institution of Mechanical Engineers Part C Journal of Mechanical Engineering Science","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Control theory (sociology); PID controller; Controller (irrigation); Control engineering; Intelligent control; Proportional control; Control system; Hybrid system; Hydraulic machinery; Computer science; Mode (computer interface); Control (management); Engineering; Artificial intelligence; Temperature control; Mechanical engineering","score_opus":0.013152800465856401,"score_gpt":0.23287727985647194,"score_spread":0.21972447939061554,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2793854895","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28352526,0.00024775486,0.7134304,0.000059408376,0.002240235,0.00035664297,0.000010540947,0.0000623311,0.00006743647],"genre_scores_gemma":[0.9934007,0.000050775478,0.006234963,0.000010977973,0.00025759634,0.0000109837865,2.9148498e-7,0.000028547754,0.000005190529],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.996037,0.000013741822,0.0018320619,0.00023938822,0.0014040876,0.0004737125],"domain_scores_gemma":[0.9974419,0.00011129071,0.00078164355,0.00021407477,0.0011800542,0.00027102433],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002610972,0.0003023935,0.0008071381,0.00039632936,0.00008965691,0.00003413968,0.0012061852,0.0001367732,0.000008092556],"category_scores_gemma":[0.0016475017,0.00022500541,0.00030586723,0.000919724,0.0002472264,0.00048595236,0.00009461806,0.00051261316,0.0000021479732],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000032887994,0.000069542955,0.000008877708,0.00040597777,0.00009752093,9.2303884e-7,0.00011973382,0.36658576,0.6090179,0.023406232,0.000039113824,0.0002155587],"study_design_scores_gemma":[0.00044374532,0.00020756481,0.000014092885,0.0009281632,0.00005478589,0.00015035174,0.000060226932,0.6204323,0.37726513,0.0001149483,0.00018731508,0.00014138418],"about_ca_topic_score_codex":0.000012333443,"about_ca_topic_score_gemma":2.8612115e-7,"teacher_disagreement_score":0.7098754,"about_ca_system_score_codex":0.00023558685,"about_ca_system_score_gemma":0.00023849892,"threshold_uncertainty_score":0.91754544},"labels":[],"label_agreement":null},{"id":"W2795029742","doi":"10.3390/act7020013","title":"A Pump-Controlled Circuit for Single-Rod Cylinders that Incorporates Limited Throttling Compensating Valves","year":2018,"lang":"en","type":"article","venue":"Actuators","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Bandwidth throttling; Hydraulic circuit; Electronic circuit; Hydraulic machinery; Control theory (sociology); Engineering; Mechanical engineering; Automotive engineering; Computer science; Electrical engineering","score_opus":0.05413189022738993,"score_gpt":0.24018486104771036,"score_spread":0.18605297082032043,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2795029742","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80644596,0.00017898076,0.17176476,0.00008079858,0.0016776591,0.0013960777,0.0000113927035,0.00086595747,0.017578442],"genre_scores_gemma":[0.99709,0.0000056411295,0.0019374919,0.00012314202,0.0005658221,0.0001207258,0.000018121244,0.00008943381,0.000049643404],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99854046,0.000047152516,0.0004842599,0.00025446073,0.00022332325,0.00045036073],"domain_scores_gemma":[0.99866873,0.0006275004,0.00017375448,0.0003149262,0.000091576076,0.00012352654],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004473992,0.0002914906,0.0005652865,0.00014212026,0.00020269598,0.0001324886,0.00021967445,0.00015659803,0.000058011043],"category_scores_gemma":[0.00028002934,0.00025911166,0.00018816603,0.00020789863,0.00008429203,0.00020516789,0.000023792063,0.000119151046,0.00008684867],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014585509,0.001192723,0.08734303,0.0064606257,0.014668736,0.00011552188,0.19869228,0.048385948,0.28161928,0.029209232,0.016472103,0.314382],"study_design_scores_gemma":[0.013014148,0.0006253607,0.0011679981,0.00093291653,0.0003868078,0.0000775413,0.0080102505,0.90494704,0.0537694,0.010780876,0.004338844,0.0019488392],"about_ca_topic_score_codex":0.0000360372,"about_ca_topic_score_gemma":0.000036039033,"teacher_disagreement_score":0.85656106,"about_ca_system_score_codex":0.000090249225,"about_ca_system_score_gemma":0.000039251765,"threshold_uncertainty_score":0.9999861},"labels":[],"label_agreement":null},{"id":"W2799340506","doi":"10.1139/tcsme-2017-0006","title":"Simplification of the dynamic model of a hydraulic rockbreaker for implementation in a model-based control scheme","year":2018,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Laurentian University","funders":"","keywords":"Excavator; Control theory (sociology); Actuator; Robustness (evolution); Computer science; Control engineering; Hydraulic cylinder; Controller (irrigation); Engineering; Control (management); Mechanical engineering; Artificial intelligence","score_opus":0.011480805829571762,"score_gpt":0.23077295527398584,"score_spread":0.21929214944441408,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2799340506","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.044628594,0.000018297349,0.9537694,0.0002134126,0.00011872447,0.0008428826,0.0003784031,0.00001986295,0.00001044453],"genre_scores_gemma":[0.9919225,0.0000014950855,0.0077831796,0.00003869446,0.000010282112,0.0002008408,0.000005280035,0.000028836103,0.000008918792],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991909,0.000006615789,0.000390782,0.00009540694,0.00011162584,0.00020463875],"domain_scores_gemma":[0.9994633,0.0000745152,0.00006814399,0.0002548581,0.00007956483,0.000059598155],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021853624,0.00010722426,0.00020389,0.00004707337,0.00006776177,0.000004095885,0.00021185956,0.000109768225,0.000004756996],"category_scores_gemma":[0.000015566417,0.000089758054,0.00037287263,0.00020868823,0.000028835426,0.000045798814,0.0000015624198,0.000085596046,1.1013396e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004398111,0.0000064064725,0.0000026778036,0.00024404761,0.00005922987,1.8509222e-9,0.0003785437,0.9378117,0.06057335,0.00058040343,0.000021336158,0.0003179006],"study_design_scores_gemma":[0.0007205305,0.00002080483,0.00002339925,0.00006756466,0.000051048406,2.8717295e-7,0.00009161715,0.9747757,0.023826273,0.00031582537,0.000028061882,0.000078920355],"about_ca_topic_score_codex":0.0016913682,"about_ca_topic_score_gemma":0.017660102,"teacher_disagreement_score":0.9472939,"about_ca_system_score_codex":0.00024654658,"about_ca_system_score_gemma":0.00018019875,"threshold_uncertainty_score":0.9854752},"labels":[],"label_agreement":null},{"id":"W2799528072","doi":"10.1139/tcsme-2017-1016","title":"DEVELOPMENT AND OPTIMIZATION OF A LINEAR-MOTOR-DRIVEN WATER HYDRAULIC PISTON PUMP","year":2017,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Piston pump; Axial piston pump; Piston (optics); Radial piston pump; Hydraulic motor; Volumetric flow rate; Suction; Valve timing; Variable displacement pump; Stiffness; Flow (mathematics); Mechanics; Mechanical engineering; Control theory (sociology); Plunger pump; Engineering; Hydraulic pump; Materials science; Computer science; Structural engineering; Physics; Control (management)","score_opus":0.014380556004839866,"score_gpt":0.2022650752852276,"score_spread":0.18788451928038774,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2799528072","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.051103618,0.000038173388,0.947641,0.00019902436,0.0004465424,0.0003832669,0.00003953361,0.000050414175,0.00009840689],"genre_scores_gemma":[0.96221966,0.000010919378,0.03760765,0.000010794639,0.000023270051,0.00003623612,0.0000034534687,0.00002675458,0.00006127178],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993949,0.000003010207,0.00023356474,0.00008565691,0.0000908548,0.00019203582],"domain_scores_gemma":[0.9995444,0.000021410557,0.000033728127,0.00025295338,0.000030156181,0.000117375355],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013516657,0.00010466333,0.00017603204,0.000028602728,0.0002672561,0.000017005084,0.00020707038,0.00011492073,0.000012752416],"category_scores_gemma":[0.000012652606,0.00008386124,0.0001714658,0.00003189163,0.000027566131,0.0000712468,0.0000059340555,0.00009561773,5.4446497e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000013322951,0.000003868847,0.0000018622419,0.0003175533,0.00012842142,8.4015625e-8,0.0009705983,0.98829865,0.009360277,0.00012937677,0.000012672479,0.0007753216],"study_design_scores_gemma":[0.00021708812,0.00001073457,0.000026940477,0.00008907376,0.00003678282,0.0000029124296,0.000051709056,0.94719017,0.04939153,0.000008352567,0.0028679904,0.000106703264],"about_ca_topic_score_codex":0.0017972218,"about_ca_topic_score_gemma":0.003274798,"teacher_disagreement_score":0.911116,"about_ca_system_score_codex":0.00012805538,"about_ca_system_score_gemma":0.00004989027,"threshold_uncertainty_score":0.3419762},"labels":[],"label_agreement":null},{"id":"W2799629040","doi":"10.1016/j.enconman.2018.04.046","title":"A novel hydraulic excavator boom driving system with high efficiency and potential energy regeneration capability","year":2018,"lang":"en","type":"article","venue":"Energy Conversion and Management","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":97,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"National Natural Science Foundation of China","keywords":"Excavator; Bandwidth throttling; Hydraulic machinery; Boom; Automotive engineering; Engineering; Hydraulic pump; Hydraulic circuit; Metering mode; Accumulator (cryptography); Energy consumption; Choke; Hydraulic accumulator; Marine engineering; Control theory (sociology); Mechanical engineering; Computer science; Electrical engineering; Gas compressor","score_opus":0.0039049425656717492,"score_gpt":0.16107540727859143,"score_spread":0.15717046471291968,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2799629040","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24928713,0.00018032032,0.7409298,0.00010206283,0.00074370886,0.00014721595,0.0000020628497,0.00026925022,0.008338442],"genre_scores_gemma":[0.9984035,0.00012246598,0.00046678906,0.00009346343,0.00015141803,0.000026186783,0.0000097064285,0.000020269095,0.0007061924],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990741,0.00003112296,0.00020537384,0.00028527353,0.0002012837,0.00020283723],"domain_scores_gemma":[0.99957424,0.000013670717,0.000044977878,0.00022394868,0.00003088628,0.00011228163],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014160416,0.00017586123,0.00018207559,0.00009567298,0.00016874996,0.000060098428,0.00007749391,0.000060964638,0.000022835942],"category_scores_gemma":[0.0000017050279,0.00014834231,0.000020871053,0.00011628312,0.00007319504,0.00010000387,0.000068219524,0.000031226842,0.000005107782],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00036358924,0.00057492265,0.0018387178,0.0084949825,0.0022248633,0.00031623288,0.0055745435,0.14605798,0.06551454,0.6202309,0.032319047,0.11648965],"study_design_scores_gemma":[0.0019755005,0.00023000668,0.0017410156,0.00034097908,0.00010496276,0.00007205775,0.0010985328,0.92855465,0.0061781434,0.000027004116,0.059126176,0.00055096275],"about_ca_topic_score_codex":0.0005481387,"about_ca_topic_score_gemma":0.000095448464,"teacher_disagreement_score":0.7824967,"about_ca_system_score_codex":0.00006956193,"about_ca_system_score_gemma":0.0000059957656,"threshold_uncertainty_score":0.6049224},"labels":[],"label_agreement":null},{"id":"W2799713037","doi":"10.1139/tcsme-2003-0017","title":"DYNAMIC LOADS ON THE DRIVE SHAFT BEARINGS OF A SWASH PLATE AXIAL PISTON PUMP WITH CONICAL CYLINDER BLOCK","year":2004,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Swash; Conical surface; Axial piston pump; Cylinder block; Cylinder; Piston pump; Piston (optics); Radial piston pump; Engineering; Hydraulic cylinder; Position-sensing hydraulic cylinder; Displacement (psychology); Variable displacement pump; Mechanics; Mechanical engineering; Structural engineering; Physics; Optics","score_opus":0.007208732797062131,"score_gpt":0.18535449403782522,"score_spread":0.1781457612407631,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2799713037","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4343006,0.00007923287,0.5597814,0.0019048157,0.0008073602,0.0016361808,0.00031112155,0.0002313388,0.00094796385],"genre_scores_gemma":[0.99833614,0.00000730187,0.0014123593,0.000059375325,0.000021708356,0.000057904726,0.000003122968,0.000050600964,0.000051517818],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990025,0.000007443987,0.00030374943,0.00014469639,0.00021322642,0.00032834767],"domain_scores_gemma":[0.9992895,0.00013665805,0.00004503941,0.000329537,0.000038330127,0.00016094466],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020442937,0.0001870963,0.00028652666,0.000039453345,0.00014609263,0.0000148300805,0.0003135022,0.00018313373,0.000017676515],"category_scores_gemma":[0.000017338773,0.00013097058,0.00041714346,0.00020581397,0.00006753675,0.0000421146,0.0000035475005,0.000351869,0.0000024970993],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008644627,0.000014122694,0.0000014732608,0.00015361464,0.0003199909,4.3464027e-7,0.0006883867,0.99240124,0.0038727678,0.0024489206,0.000031732085,0.000058688536],"study_design_scores_gemma":[0.0015225924,0.00021675239,0.0001051205,0.0005210504,0.00021596548,0.00003319867,0.00037618118,0.9738709,0.021334143,0.00027080928,0.001135463,0.0003978761],"about_ca_topic_score_codex":0.004205599,"about_ca_topic_score_gemma":0.01265146,"teacher_disagreement_score":0.5640355,"about_ca_system_score_codex":0.00043583452,"about_ca_system_score_gemma":0.0001687364,"threshold_uncertainty_score":0.7059812},"labels":[],"label_agreement":null},{"id":"W2799946439","doi":"10.1139/tcsme-2013-0056","title":"ON THE DESIGN OF NEW PROGRAMMABLE EXACT PATH GENERATORS","year":2013,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"National Science Council","keywords":"Path (computing); Linkage (software); Angular displacement; Control theory (sociology); Point (geometry); Position (finance); Link (geometry); Flexibility (engineering); Computer science; Topology (electrical circuits); Mathematics; Engineering; Geometry; Electrical engineering","score_opus":0.017271691643748564,"score_gpt":0.18271641947744283,"score_spread":0.16544472783369427,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2799946439","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008419102,0.00006004503,0.9894435,0.0005377113,0.0004251991,0.0009718243,0.000024929368,0.000070163005,0.00004753656],"genre_scores_gemma":[0.9875706,0.000008318296,0.011991081,0.00004904484,0.000056961424,0.00014762742,0.000001156975,0.000037416245,0.00013782519],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99930054,0.000010255629,0.000228356,0.00008152401,0.00012467627,0.00025462257],"domain_scores_gemma":[0.9993414,0.00016485639,0.000027262708,0.00027295935,0.0000306367,0.00016286799],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019965727,0.00012358213,0.00016690894,0.000022888365,0.000096116804,0.000018215216,0.00025222427,0.00010608122,0.000118881224],"category_scores_gemma":[0.000025195299,0.00008323729,0.00032623846,0.00020345216,0.000016183763,0.000046315068,0.0000018369906,0.00015175683,0.000004055017],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[7.7487476e-7,0.000006064545,3.0653626e-7,0.00010436279,0.00016846714,3.57057e-8,0.00033207677,0.98079437,0.0065339277,0.0033845967,0.0069674137,0.001707581],"study_design_scores_gemma":[0.00015653724,0.000043092834,0.0000047386397,0.0000626214,0.000041943145,0.0000018293179,0.000104851264,0.9768877,0.01956128,0.0004741595,0.002541921,0.000119334254],"about_ca_topic_score_codex":0.00660411,"about_ca_topic_score_gemma":0.0008271679,"teacher_disagreement_score":0.9791515,"about_ca_system_score_codex":0.00013227208,"about_ca_system_score_gemma":0.00010972328,"threshold_uncertainty_score":0.99834824},"labels":[],"label_agreement":null},{"id":"W2799950159","doi":"10.1139/tcsme-2006-0024","title":"PARAMETER IDENTIFICATION IN A HIGH PERFORMANCE HYDROSTATIC ACTUATION SYSTEM USING THE UNSCENTED KALMAN FILTER","year":2006,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Saskatchewan; McMaster University; Institut de recherche Robert-Sauvé en santé et en sécurité du travail","funders":"","keywords":"Control theory (sociology); Kalman filter; Actuator; Hydrostatic equilibrium; Fault (geology); Stability (learning theory); Extended Kalman filter; System identification; Mechanical system; Hydraulic machinery; Fault detection and isolation; Hydraulic fluid; Engineering; Computer science; Control engineering; Mechanical engineering; Artificial intelligence; Physics","score_opus":0.010642613883815103,"score_gpt":0.1893200426194245,"score_spread":0.1786774287356094,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2799950159","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.50404996,0.00003166806,0.49478665,0.00008231179,0.00045925833,0.00048051053,0.00004096364,0.0000577211,0.0000109611365],"genre_scores_gemma":[0.99843,0.0000028983636,0.001367702,0.000012507057,0.000035832887,0.000084590036,0.000009399999,0.000029709308,0.000027365297],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99915045,0.000011434055,0.00036462984,0.00010020632,0.00013238833,0.00024089117],"domain_scores_gemma":[0.99954575,0.00009500677,0.000044102788,0.00023906243,0.00002784376,0.00004822872],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026448243,0.00011838705,0.00015087,0.000052067353,0.00014617482,0.000026421896,0.00017989914,0.00010031518,0.0000053938375],"category_scores_gemma":[0.000009322358,0.00009272671,0.00018590468,0.00030019323,0.000017065408,0.00009540063,0.000001923401,0.00015119725,0.0000012200536],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000010076837,0.0000042206198,0.00001031034,0.00032041175,0.000038550046,6.7913874e-8,0.00023444358,0.9899152,0.00882772,0.00037945202,0.000028225299,0.00024040406],"study_design_scores_gemma":[0.00019771804,0.000005884909,0.00041816794,0.00015922886,0.00004952639,0.000005661387,0.00014590041,0.99048877,0.008303567,0.000029434883,0.000097174954,0.000098965465],"about_ca_topic_score_codex":0.0116250375,"about_ca_topic_score_gemma":0.009230944,"teacher_disagreement_score":0.49438003,"about_ca_system_score_codex":0.00057253963,"about_ca_system_score_gemma":0.000046752906,"threshold_uncertainty_score":0.9949566},"labels":[],"label_agreement":null},{"id":"W2800048734","doi":"10.1139/tcsme-2017-1005","title":"EXPERIMENTAL COMPARISON BETWEEN PROPORTIONAL AND PWM-SOLENOID VALVES CONTROLLED SERVOPNEUMATIC POSITIONING SYSTEMS","year":2017,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Ministry of Higher Education, Malaysia; Natural Sciences and Engineering Research Council of Canada; Universiti Tun Hussein Onn Malaysia","keywords":"Control theory (sociology); Solenoid; Pulse-width modulation; Solenoid valve; Servomechanism; Positioning system; Controller (irrigation); Dead zone; Backstepping; Computer science; Engineering; Control engineering; Adaptive control; Control (management); Voltage; Mechanical engineering","score_opus":0.01767978045472259,"score_gpt":0.23752094327562273,"score_spread":0.21984116282090013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2800048734","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3633739,0.0013213751,0.62989026,0.00046517144,0.0018759443,0.002278095,0.00027954704,0.00022636868,0.00028933815],"genre_scores_gemma":[0.99791694,0.000005187849,0.0017478833,0.0000071008917,0.00007843509,0.00015876946,0.0000062492677,0.000033455337,0.00004600963],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99905175,0.000010132896,0.00040089703,0.00012048479,0.00016156174,0.00025514793],"domain_scores_gemma":[0.9993045,0.00009548892,0.0000926126,0.000281643,0.000034757297,0.00019104785],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024947128,0.00015811538,0.00041061058,0.0000320467,0.0006122024,0.00010686492,0.0002492362,0.00011353703,0.000010073326],"category_scores_gemma":[0.000022367423,0.00013853103,0.00035297294,0.00004097932,0.000043987216,0.00012590157,0.000006294191,0.000163263,8.8363765e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015291456,0.000037767415,0.00022402336,0.0017750023,0.001870331,5.701291e-7,0.0022722632,0.9577757,0.029322768,0.0056012897,0.0002998988,0.0008050583],"study_design_scores_gemma":[0.0011918176,0.000032991156,0.00040254067,0.00027678252,0.00015152339,0.000009292919,0.0004089904,0.9908671,0.006199634,0.000048302114,0.0002105693,0.00020045892],"about_ca_topic_score_codex":0.0039111977,"about_ca_topic_score_gemma":0.0010649903,"teacher_disagreement_score":0.634543,"about_ca_system_score_codex":0.00019671004,"about_ca_system_score_gemma":0.00006806843,"threshold_uncertainty_score":0.5912587},"labels":[],"label_agreement":null},{"id":"W2800449502","doi":"10.4043/28747-ms","title":"A Practical Approach to Evaluate Acoustic and Flow Induced Fatigue of Piping Systems","year":2018,"lang":"en","type":"article","venue":"Offshore Technology Conference","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"SNC-Lavalin (Canada)","funders":"","keywords":"Piping; Vibration fatigue; Vibration; Acoustics; Structural engineering; Random vibration; Finite element method; Mechanics; Stress (linguistics); Natural frequency; Range (aeronautics); Flow (mathematics); Pressure vessel; Materials science; Physics; Engineering; Mechanical engineering","score_opus":0.07096491030630034,"score_gpt":0.30210323704481273,"score_spread":0.2311383267385124,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2800449502","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.36896223,0.00011673431,0.6156529,0.00021929953,0.00031615136,0.00051871524,0.0000045627753,0.00046623015,0.013743136],"genre_scores_gemma":[0.9896879,0.000012539927,0.010089061,0.000010989991,0.0000533619,0.000093434566,0.000002183912,0.00002191597,0.000028621955],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989119,0.000039246483,0.0003443298,0.00024955577,0.00017362836,0.00028130287],"domain_scores_gemma":[0.999224,0.00007034817,0.00005884155,0.00038834746,0.00017335115,0.000085085216],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030300196,0.00017782582,0.0003873346,0.00024037165,0.00004631872,0.000026680627,0.0002127622,0.00030243804,0.000013635679],"category_scores_gemma":[0.0002209915,0.00016114612,0.000017800488,0.0003632189,0.00017528678,0.00006302145,0.00008151465,0.0002202913,0.00003462285],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011313824,0.00042245004,0.0060292794,0.0055107335,0.0012841709,0.00005557024,0.017774543,0.027402561,0.5317453,0.11704291,0.012418678,0.28020063],"study_design_scores_gemma":[0.00023474824,0.00018615848,0.00022159968,0.00030069513,0.000041067233,0.00013454247,0.0012247536,0.99162036,0.0049382322,0.00026118694,0.0005988948,0.00023773265],"about_ca_topic_score_codex":0.000021655398,"about_ca_topic_score_gemma":0.000009129984,"teacher_disagreement_score":0.96421784,"about_ca_system_score_codex":0.00003063658,"about_ca_system_score_gemma":0.000059172984,"threshold_uncertainty_score":0.65713483},"labels":[],"label_agreement":null},{"id":"W2800578822","doi":"","title":"Study on extraction parameters of flutter derivatives for the development of a time-domain formulation of self-excited forces","year":2017,"lang":"en","type":"article","venue":"Knowledge UdeS (Institutional Deposit of the University of Sherbrooke)","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Fonds de recherche du Québec – Nature et technologies; Natural Sciences and Engineering Research Council of Canada","keywords":"Flutter; Extraction (chemistry); Time domain; Domain (mathematical analysis); Excited state; Engineering; Computer science; Mathematics; Control theory (sociology); Mathematical analysis; Physics; Chemistry; Artificial intelligence; Aerospace engineering; Chromatography; Computer vision; Control (management)","score_opus":0.022047821986857886,"score_gpt":0.2321070910244537,"score_spread":0.2100592690375958,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2800578822","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8767251,0.000102830134,0.12021152,0.0000099256295,0.00011899503,0.0005438346,0.0000059171043,0.000011413965,0.0022704902],"genre_scores_gemma":[0.9933008,0.000008357032,0.006606749,6.1210824e-7,0.000008557175,0.0000018828367,0.0000023643106,0.000005902267,0.00006475189],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99926555,0.00003613852,0.00032456536,0.000089126734,0.00020358844,0.0000810589],"domain_scores_gemma":[0.999178,0.00017219667,0.0002454571,0.00026993034,0.00011578431,0.000018628745],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002425551,0.00010471095,0.00024945757,0.00007770096,0.00027212728,0.000004549045,0.0003862818,0.000055614655,0.000004223411],"category_scores_gemma":[0.00003795931,0.000078759986,0.00012637206,0.000067116816,0.00016572922,0.00014478649,0.000057264355,0.0000483726,0.0000015550996],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005875634,0.0013706532,0.038444996,0.007868679,0.0027299246,9.962229e-7,0.14382334,0.45938748,0.33627468,0.0020258694,0.00023033454,0.007255477],"study_design_scores_gemma":[0.0019551993,0.00026390207,0.4976324,0.002606486,0.00025168035,0.0000025420588,0.002898577,0.16694053,0.32646775,0.00011902962,0.0006593728,0.00020250159],"about_ca_topic_score_codex":0.00010562883,"about_ca_topic_score_gemma":0.00048652157,"teacher_disagreement_score":0.45918745,"about_ca_system_score_codex":0.00015931728,"about_ca_system_score_gemma":0.00004449616,"threshold_uncertainty_score":0.3211739},"labels":[],"label_agreement":null},{"id":"W2801154421","doi":"10.1139/tcsme-2008-0009","title":"IDENTIFICATION OF THE NONLINEAR FRICTION CHARACTERISTICS IN A HYDRAULIC ACTUATOR USING THE EXTENDED KALMAN FILTER","year":2008,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"McMaster University; University of Saskatchewan; Institut de recherche Robert-Sauvé en santé et en sécurité du travail","funders":"","keywords":"Extended Kalman filter; Control theory (sociology); Nonlinear system; Actuator; Hydraulic cylinder; Observability; Kalman filter; Piston (optics); Engineering; Computer science; Mathematics; Mechanical engineering; Applied mathematics; Physics","score_opus":0.016540410022199182,"score_gpt":0.20855719008323,"score_spread":0.19201678006103082,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2801154421","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.56397164,0.00006483389,0.43327597,0.00034246605,0.0012829765,0.00081708416,0.00017470148,0.00005275046,0.00001758548],"genre_scores_gemma":[0.99880856,0.00001844689,0.000980446,0.000030855244,0.000054108223,0.00004116343,0.0000024421363,0.000029669733,0.00003429613],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99907404,0.000016511722,0.00044342974,0.00009710594,0.00015775416,0.00021115289],"domain_scores_gemma":[0.99938405,0.0000798741,0.0000772747,0.0003536208,0.00004143402,0.000063773325],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024173033,0.000121089375,0.00018806383,0.000040287276,0.00020670546,0.000009233006,0.00030213757,0.00012517911,0.000009318472],"category_scores_gemma":[0.000036484344,0.00008329728,0.00036987916,0.00035821344,0.000040418352,0.000065864275,0.000004882116,0.00022643844,4.8631273e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006384084,0.000047237318,0.00004707903,0.0005575131,0.00032902186,4.6365193e-7,0.0055557387,0.81805587,0.17349201,0.0004758248,0.00017816783,0.001254707],"study_design_scores_gemma":[0.00016224793,0.0000068653294,0.00081927184,0.00007802814,0.000054462882,0.0000149064435,0.00015315089,0.9780677,0.01989244,0.000023693348,0.0006308546,0.0000964071],"about_ca_topic_score_codex":0.0024580339,"about_ca_topic_score_gemma":0.002944482,"teacher_disagreement_score":0.43483695,"about_ca_system_score_codex":0.0002719579,"about_ca_system_score_gemma":0.00010374862,"threshold_uncertainty_score":0.3715828},"labels":[],"label_agreement":null},{"id":"W2801200931","doi":"10.1139/tcsme-2000-0018","title":"MEASUREMENTS OF PULSATILE FLOW IN A TAPERED TUBE","year":2000,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Stantec (Canada); University of Ottawa","funders":"","keywords":"Pulsatile flow; Tube (container); Flow (mathematics); Mechanics; Materials science; Physics; Composite material; Medicine; Cardiology","score_opus":0.016613707980093918,"score_gpt":0.194192069471558,"score_spread":0.17757836149146408,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2801200931","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.59695244,0.0011930411,0.38636297,0.00086967763,0.0035923705,0.0046164547,0.0013198002,0.00047036528,0.0046228627],"genre_scores_gemma":[0.99628925,0.000008332026,0.0034912864,0.000016383186,0.000012000864,0.00007761321,0.0000030501285,0.000025832986,0.00007625096],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992661,0.000007978179,0.00028073604,0.00007713829,0.00014777138,0.00022030529],"domain_scores_gemma":[0.9996536,0.00003737328,0.000012401795,0.00018865547,0.000015420203,0.00009255187],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021140954,0.00009536351,0.00018808343,0.000038216072,0.000056519573,0.0000042078345,0.00019436811,0.000082612,0.0005631655],"category_scores_gemma":[0.000009397272,0.00009300093,0.00030206767,0.0002516589,0.000011036682,0.00004091619,0.0000013313537,0.00013687173,0.0000010039777],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000016391436,0.00000811334,0.000004720778,0.00014008902,0.000076825156,6.00571e-8,0.00046181827,0.99206793,0.0037897849,0.000021336708,0.00007387816,0.003353777],"study_design_scores_gemma":[0.00038776136,0.000018571009,0.000052801075,0.000071660026,0.000030686584,0.0000028147922,0.0000768325,0.98906946,0.008327023,0.000021913924,0.0018231978,0.000117278054],"about_ca_topic_score_codex":0.0075801793,"about_ca_topic_score_gemma":0.017411936,"teacher_disagreement_score":0.3993368,"about_ca_system_score_codex":0.00026629228,"about_ca_system_score_gemma":0.00006514458,"threshold_uncertainty_score":0.99902844},"labels":[],"label_agreement":null},{"id":"W2801307320","doi":"10.1139/tcsme-2014-0035","title":"ON HIGH BANDWIDTH OUTPUT PRESSURE CONTROL DESIGN OF HYDRAULIC ACTUATORS USING QUANTITATIVE FEEDBACK THEORY","year":2014,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Quantitative feedback theory; Control theory (sociology); Actuator; Bandwidth (computing); Parametric statistics; Computer science; Electro-hydraulic actuator; Control engineering; Plant; Feedback loop; Robust control; Control system; Engineering; Control (management); Mathematics","score_opus":0.015002264357989105,"score_gpt":0.2023594663529627,"score_spread":0.1873572019949736,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2801307320","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0059718597,0.00007242843,0.9926086,0.00005429095,0.00053304964,0.0005329257,0.00012700044,0.00006245098,0.000037410344],"genre_scores_gemma":[0.9871173,0.000004201175,0.012665152,0.000051112893,0.0000307287,0.00003523874,0.0000015974591,0.00005401708,0.000040644132],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990122,0.000050230166,0.00033208865,0.00013564734,0.00017021848,0.00029964256],"domain_scores_gemma":[0.998659,0.000771956,0.00006178886,0.00029070277,0.000051967254,0.00016455706],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005498719,0.00019155332,0.000364903,0.000060143157,0.00011860537,0.000011586108,0.00025563905,0.00018422319,0.000026603062],"category_scores_gemma":[0.00009518115,0.00016369803,0.0004207908,0.00018620666,0.000036727764,0.00006026988,0.0000021486378,0.00020159247,0.0000013989851],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011383825,0.000007915404,3.082683e-7,0.00022568634,0.00041680125,4.134033e-8,0.0004465681,0.98102105,0.0026538502,0.014488929,0.00007191954,0.0006555591],"study_design_scores_gemma":[0.0005747267,0.00008489675,0.000008603674,0.00016118333,0.0002197044,0.0000018711993,0.00010632584,0.9909538,0.0061814873,0.0011986515,0.00034355585,0.0001652143],"about_ca_topic_score_codex":0.001798271,"about_ca_topic_score_gemma":0.00049022783,"teacher_disagreement_score":0.98114544,"about_ca_system_score_codex":0.00013930537,"about_ca_system_score_gemma":0.00008052144,"threshold_uncertainty_score":0.66754115},"labels":[],"label_agreement":null},{"id":"W2801349330","doi":"10.1139/tcsme-2013-0046","title":"ROBUST CONTROL FOR A PNEUMATIC MUSCLE ACTUATOR SYSTEM","year":2013,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Control theory (sociology); Actuator; Robust control; Control engineering; Nonlinear system; Computer science; System identification; Control system; Controller (irrigation); Transfer function; System dynamics; Robustness (evolution); Control (management); Engineering; Artificial intelligence","score_opus":0.01159755968812466,"score_gpt":0.17046313970965865,"score_spread":0.158865580021534,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2801349330","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00624602,0.000061708124,0.9904868,0.00023481999,0.0008731819,0.0016385063,0.00020264828,0.00019603883,0.00006030013],"genre_scores_gemma":[0.9886639,0.0000022939344,0.010213935,0.000041398678,0.00006345244,0.000891512,0.0000032639998,0.000060369195,0.00005986833],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990352,0.000006580849,0.00034266064,0.0001198555,0.000114797236,0.0003809008],"domain_scores_gemma":[0.9991681,0.00021334997,0.000034954748,0.00027745264,0.00006617727,0.00023997358],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019852546,0.00016614552,0.00028986676,0.00003821929,0.00017096438,0.000032456373,0.00025735368,0.00016679654,0.000033515404],"category_scores_gemma":[0.000026502817,0.00014314508,0.00063460483,0.00014746562,0.000014985933,0.0000905002,0.0000016664522,0.00013142623,0.0000061563906],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000013561443,0.000008583151,4.4058496e-7,0.0021333366,0.00043702364,6.7086965e-8,0.00045847375,0.9809067,0.010229467,0.0026397656,0.0014243147,0.0017604702],"study_design_scores_gemma":[0.0004982677,0.000020745672,0.000013171794,0.00015211882,0.000100213336,0.00000460593,0.00032404304,0.9959229,0.0010127039,0.000042907785,0.0017503127,0.0001580155],"about_ca_topic_score_codex":0.003992361,"about_ca_topic_score_gemma":0.0028159844,"teacher_disagreement_score":0.9824179,"about_ca_system_score_codex":0.00041047687,"about_ca_system_score_gemma":0.0000792721,"threshold_uncertainty_score":0.6035282},"labels":[],"label_agreement":null},{"id":"W2801516313","doi":"10.1139/tcsme-2016-0021","title":"A SOLUTION FOR NONLINEAR STABILITY ANALYSIS OF QFT CONTROLLERS DESIGNED FOR HYDRAULICALLY ACTUATED SYSTEMS","year":2016,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; University of Manitoba","keywords":"Control theory (sociology); Quantitative feedback theory; Nonlinear system; Stability (learning theory); Controller (irrigation); Parametric statistics; Control engineering; Fuzzy logic; Hydraulic machinery; Computer science; Nonlinear control; Robust control; Engineering; Mathematics; Control (management); Physics","score_opus":0.016549455538909606,"score_gpt":0.20606917757631943,"score_spread":0.18951972203740983,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2801516313","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0072063184,0.000058843365,0.9886207,0.0002404796,0.00038818736,0.0016065051,0.0017948528,0.000077469005,0.0000066371113],"genre_scores_gemma":[0.98587537,0.0000068845884,0.013493713,0.000012095219,0.00003658419,0.0004882571,0.000017992526,0.000040064526,0.000029037605],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987669,0.000014026519,0.0005497111,0.00016868828,0.0001359886,0.00036469256],"domain_scores_gemma":[0.99850184,0.00074523315,0.000079956546,0.00031383894,0.00017267182,0.00018643841],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005742705,0.0001693077,0.0005379358,0.00009343123,0.00011996741,0.000011453771,0.00023046658,0.00021600707,0.000012541178],"category_scores_gemma":[0.00013205633,0.00012505837,0.0013086438,0.00039540633,0.00003326245,0.0000648442,0.0000020611135,0.00006395329,2.1454761e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005517056,0.000029133298,0.0000031317081,0.0010347943,0.004807987,3.014283e-8,0.00039195808,0.80585414,0.18443145,0.00088676024,0.00024377937,0.0022616445],"study_design_scores_gemma":[0.0010113368,0.000064262305,0.000009580046,0.000079746234,0.0010143621,5.089243e-7,0.00006204455,0.9837396,0.012657769,0.00002688882,0.0011853243,0.00014854032],"about_ca_topic_score_codex":0.0017584447,"about_ca_topic_score_gemma":0.008174209,"teacher_disagreement_score":0.97866905,"about_ca_system_score_codex":0.0004353548,"about_ca_system_score_gemma":0.00013998609,"threshold_uncertainty_score":0.5099733},"labels":[],"label_agreement":null},{"id":"W2801622787","doi":"10.1139/tcsme-2005-0027","title":"A TEST RIG FOR EXPERIMENTATION ON FAULT TOLERANT CONTROL AND CONDITION MONITORING ALGORITHMS IN FLUID POWER SYSTEMS: FROM DESIGN THROUGH IMPLEMENTATION","year":2005,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Fluid power; Benchmark (surveying); Aerospace; Fault (geology); Actuator; Power (physics); Engineering; Computer science; Control engineering; Reliability engineering; Mechanical engineering; Aerospace engineering","score_opus":0.017308354246112607,"score_gpt":0.2547682444482357,"score_spread":0.2374598902021231,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2801622787","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.023623496,0.0002427876,0.9737093,0.00014227394,0.00052953424,0.0012568444,0.00043736512,0.00005265349,0.000005758751],"genre_scores_gemma":[0.98467654,0.000015216897,0.014615071,0.000029538702,0.000070531896,0.0005415161,0.000014293736,0.00003221824,0.000005093717],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992009,0.000011310366,0.0003231309,0.0001316322,0.00010768143,0.0002253357],"domain_scores_gemma":[0.9994236,0.00031765428,0.000034578912,0.000114772934,0.000029096249,0.0000802585],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017239047,0.00013738012,0.00019750294,0.000037541256,0.00010798544,0.000029207738,0.00008026739,0.00011203202,0.000008336607],"category_scores_gemma":[0.000012397787,0.00013266281,0.0001419421,0.00008915363,0.000009383334,0.00013659547,9.31666e-7,0.000089010755,5.4980933e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008434596,0.000015253514,0.0000048295615,0.00010142288,0.0001422906,1.1395719e-7,0.0025525035,0.94596934,0.048985083,0.00023487082,0.0001061989,0.0018796475],"study_design_scores_gemma":[0.0015039502,0.000076209864,0.000053724645,0.00015849249,0.000050552135,0.0000018408631,0.0014900046,0.93729514,0.058677007,0.00003592738,0.00050416635,0.00015295939],"about_ca_topic_score_codex":0.0053748903,"about_ca_topic_score_gemma":0.0016349378,"teacher_disagreement_score":0.961053,"about_ca_system_score_codex":0.00047483327,"about_ca_system_score_gemma":0.000037293496,"threshold_uncertainty_score":0.8125262},"labels":[],"label_agreement":null},{"id":"W2801932823","doi":"10.1139/tcsme-2016-0022","title":"IMPROVING ELECTRO-HYDRAULIC SYSTEM PERFORMANCE BY DOUBLE-VALVE ACTUATION","year":2016,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Electrohydraulic servo valve; Actuator; Valve actuator; Servomechanism; Control theory (sociology); Hydraulic machinery; Computer science; Bandwidth (computing); Servo bandwidth; Hydraulic circuit; Control valves; Flow control valve; Servo; Flow (mathematics); Control engineering; Servo control; Engineering; Control (management); Mechanical engineering; Physics","score_opus":0.006665489664005119,"score_gpt":0.17364062393810056,"score_spread":0.16697513427409544,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2801932823","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.033655703,0.00012291377,0.9643066,0.0001863586,0.000742983,0.0005239758,0.00009308297,0.00024351415,0.00012487921],"genre_scores_gemma":[0.9985768,0.000017452418,0.0010290317,0.000018978968,0.00005835425,0.000127672,0.0000034648097,0.00005179256,0.000116432915],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99899745,0.0000048186307,0.00030238414,0.00013968894,0.00015914005,0.0003965421],"domain_scores_gemma":[0.99938977,0.00007676676,0.000042149324,0.0002681783,0.000041260897,0.00018184939],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022845286,0.00016877391,0.00020542498,0.0000401245,0.00017036,0.000018502735,0.00025246723,0.0001722789,0.000015450469],"category_scores_gemma":[0.000008644904,0.00012304248,0.00045817927,0.0001969064,0.00001684989,0.00013999973,0.0000027910794,0.00013716798,0.0000047592293],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019383006,0.000020871892,0.000008631199,0.0030589039,0.0010598312,2.1909617e-7,0.0008428097,0.3162042,0.63184536,0.002992137,0.0029397511,0.04100793],"study_design_scores_gemma":[0.00078728626,0.000041019426,0.000009937702,0.00027030148,0.00010811457,0.000012499664,0.00008164421,0.8392778,0.15379988,0.000008101855,0.0053355745,0.0002678169],"about_ca_topic_score_codex":0.0025208248,"about_ca_topic_score_gemma":0.0012205833,"teacher_disagreement_score":0.9649211,"about_ca_system_score_codex":0.000813668,"about_ca_system_score_gemma":0.000095098694,"threshold_uncertainty_score":0.5017527},"labels":[],"label_agreement":null},{"id":"W2802862746","doi":"10.1139/tcsme-2013-0008","title":"WHICH WILL WIN IN THE GEAR PUMP TECHNOLOGY","year":2013,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Gear pump; Non-circular gear; Mechanical engineering; Radial piston pump; Progressive cavity pump; Engineering; Current (fluid); Displacement (psychology); Action (physics); Spiral bevel gear; Variable displacement pump; Computer science; Control theory (sociology); Mechanics; Physics; Electrical engineering; Control (management)","score_opus":0.006919627682351403,"score_gpt":0.18076515544169275,"score_spread":0.17384552775934134,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2802862746","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12788334,0.00034949096,0.85378426,0.012166123,0.0016705932,0.0027710851,0.00010793053,0.00041067722,0.00085647625],"genre_scores_gemma":[0.99798673,0.000010713394,0.0016038977,0.00006740862,0.000030131068,0.00023157307,0.0000013255105,0.000027509082,0.00004068259],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99923795,0.000007998386,0.00023349893,0.00009443344,0.00010813327,0.0003179803],"domain_scores_gemma":[0.99947387,0.0000885316,0.000015849742,0.00030593673,0.00003501359,0.000080793754],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021514574,0.00011774851,0.00016338406,0.00006480078,0.00009469717,0.000019435014,0.0004020672,0.00019745376,0.0000416108],"category_scores_gemma":[0.000027065365,0.00008650096,0.00021404058,0.0005857385,0.00002037435,0.0000852069,0.0000028869058,0.00030102255,0.0000061552614],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[9.701895e-7,0.000023405802,0.000021244039,0.0004600448,0.0002805038,3.7266096e-7,0.0024302977,0.9667348,0.0128103355,0.012463691,0.0013937,0.003380595],"study_design_scores_gemma":[0.00030972206,0.000025355102,0.0001282891,0.00010144257,0.000041285228,0.000018804103,0.0009876662,0.9850781,0.0031537456,0.0011871617,0.008755039,0.00021336906],"about_ca_topic_score_codex":0.007519234,"about_ca_topic_score_gemma":0.029962534,"teacher_disagreement_score":0.8701034,"about_ca_system_score_codex":0.00017462889,"about_ca_system_score_gemma":0.000056031015,"threshold_uncertainty_score":0.9990898},"labels":[],"label_agreement":null},{"id":"W2803666128","doi":"10.1115/isps2013-2940","title":"Hybrid Variable Damping Control: Design, Simulation, and Optimization","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Damper; Control theory (sociology); Variable (mathematics); Excitation; Component (thermodynamics); Electromagnetics; Damping torque; Engineering; Computer science; Physics; Control engineering; Control (management); Mathematics; Electronic engineering; Electrical engineering; Mathematical analysis","score_opus":0.011998961361709989,"score_gpt":0.1978197687615923,"score_spread":0.1858208073998823,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2803666128","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0015549,0.00007031248,0.98931634,0.000022429882,0.000098607634,0.00026392698,5.9700614e-7,0.00022014078,0.008452737],"genre_scores_gemma":[0.9547991,0.0000054424218,0.04482273,0.00007001209,0.000040030274,0.000023106582,0.0000029312218,0.000014029407,0.00022258489],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99960876,0.0000210646,0.00014729192,0.000066162494,0.00005371072,0.0001029957],"domain_scores_gemma":[0.9996674,0.0001584885,0.000013291657,0.000082221224,0.00003402358,0.000044558416],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000111130765,0.00006705414,0.0000971661,0.000026644597,0.00003347371,0.000058091107,0.000030140634,0.000025510388,0.000548468],"category_scores_gemma":[0.000030732663,0.00005901972,0.000007332451,0.000040100917,0.0000059064614,0.00017982718,0.000004047892,0.000025305193,0.00006509143],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[3.4426634e-7,0.0000013977243,0.000070189795,0.00001925756,0.000012466171,1.1743319e-7,0.000041238385,0.99823904,0.00011823815,0.00010945371,0.0009264862,0.0004617997],"study_design_scores_gemma":[0.00021080532,0.0000055459263,0.000068595604,0.000013620125,0.000004989448,0.0000029314772,0.000014436722,0.99891645,0.00005108785,0.00020737996,0.00042794595,0.000076204764],"about_ca_topic_score_codex":0.000044178792,"about_ca_topic_score_gemma":1.6387959e-7,"teacher_disagreement_score":0.9532442,"about_ca_system_score_codex":0.000011270871,"about_ca_system_score_gemma":0.0000042000843,"threshold_uncertainty_score":0.60053396},"labels":[],"label_agreement":null},{"id":"W2804352950","doi":"","title":"Commissioning and verification of compressed air yield on the hydraulic air compressor demonstrator","year":2018,"lang":"en","type":"dissertation","venue":"Lu Zone Ul (Laurentian University)","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Independent Electricity System Operator; Mitacs; Northern Ontario Heritage Fund Corporation","keywords":"Compressed air; Gas compressor; Air compressor; Mechanical engineering; Engineering; Project commissioning; Environmental science; Art","score_opus":0.012818722352559354,"score_gpt":0.19602494706783316,"score_spread":0.1832062247152738,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2804352950","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85591406,0.0008081738,0.0057106917,0.00023197959,0.0016612726,0.0009862875,0.000081089005,0.00039693096,0.13420948],"genre_scores_gemma":[0.99498403,0.00007230098,0.00009229001,0.000022213084,0.000085781605,0.0000025329862,0.00025757804,0.00004116479,0.0044420892],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989051,0.00008329329,0.00029269076,0.00025872304,0.00025246097,0.00020768392],"domain_scores_gemma":[0.99895096,0.00019193221,0.00021127437,0.0004541699,0.00008372017,0.00010794903],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009982271,0.0002942442,0.00039768664,0.00025866865,0.00020821752,0.000021959353,0.0003998416,0.00029895175,0.0001514918],"category_scores_gemma":[0.000021624352,0.00026839427,0.00010349986,0.00029330477,0.00009234016,0.000088272434,0.00002455838,0.00031933008,0.000027671495],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0023941824,0.0017551064,0.0041457047,0.02900071,0.009511461,0.0003225476,0.14928034,0.04534632,0.20242229,0.041212514,0.46439794,0.050210882],"study_design_scores_gemma":[0.003391663,0.0006068569,0.013826681,0.012285567,0.0014824013,0.000029253568,0.08420112,0.11780932,0.0983624,0.0001770214,0.66469544,0.0031322697],"about_ca_topic_score_codex":0.000091382644,"about_ca_topic_score_gemma":0.00051731255,"teacher_disagreement_score":0.2002975,"about_ca_system_score_codex":0.000044024517,"about_ca_system_score_gemma":0.000035994522,"threshold_uncertainty_score":0.9999768},"labels":[],"label_agreement":null},{"id":"W2804448310","doi":"10.1139/tcsme-2017-0073","title":"On the evaluation of a general model for optimum revolute cylindrical cylindrical cylindrical path generation","year":2018,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Revolute joint; Path (computing); MATLAB; Work (physics); Computer science; Joint (building); Mathematical optimization; Mathematics; Engineering; Mechanical engineering; Structural engineering","score_opus":0.04500381293581385,"score_gpt":0.25165204374116934,"score_spread":0.2066482308053555,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2804448310","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.026027804,0.000050193044,0.9710491,0.0005352758,0.0007747893,0.0012019121,0.00019836861,0.000053069725,0.000109503046],"genre_scores_gemma":[0.97413605,0.0000070822507,0.024978256,0.00009642554,0.0002950962,0.0003518179,0.000014373319,0.000055063203,0.000065843255],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99843335,0.000034661076,0.00050824584,0.00020848309,0.0004384123,0.00037683395],"domain_scores_gemma":[0.99882007,0.00024365116,0.00006707899,0.0004166039,0.00027163437,0.00018098798],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010036353,0.00020597452,0.00029800358,0.000054991422,0.0002644382,0.000019149427,0.00033173728,0.00027998543,0.000030766492],"category_scores_gemma":[0.00016307607,0.000154623,0.00065734755,0.0002743846,0.000058406014,0.00006165937,0.000005617189,0.00024614966,0.0000018434903],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000069104954,0.000019395062,1.7426123e-7,0.00007230809,0.00015753372,2.4767344e-8,0.00044415792,0.9815685,0.0060345633,0.009272263,0.0013346048,0.0010895284],"study_design_scores_gemma":[0.0005060262,0.00009283707,0.000005876186,0.000055583758,0.00020598678,0.0000031415937,0.00003500546,0.9923272,0.005526767,0.0008175281,0.00026055353,0.00016345557],"about_ca_topic_score_codex":0.00051934697,"about_ca_topic_score_gemma":0.00209769,"teacher_disagreement_score":0.94810826,"about_ca_system_score_codex":0.0005092957,"about_ca_system_score_gemma":0.00027436682,"threshold_uncertainty_score":0.6305343},"labels":[],"label_agreement":null},{"id":"W2804739928","doi":"10.1007/s12555-017-0087-1","title":"Inertial Parameter Estimation of an Excavator with Adaptive Updating Rule Using Performance Analysis of Kalman Filter","year":2018,"lang":"en","type":"article","venue":"International Journal of Control Automation and Systems","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ontario Institute of Technology","funders":"","keywords":"Excavator; Control theory (sociology); Inertia; Extended Kalman filter; Kalman filter; Recursive least squares filter; Swing; Filter (signal processing); Computer science; Engineering; Algorithm; Adaptive filter; Artificial intelligence; Computer vision","score_opus":0.013393560414648977,"score_gpt":0.25075506618062027,"score_spread":0.2373615057659713,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2804739928","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.78505576,0.000043393007,0.21432911,0.0000068465406,0.00031873403,0.0000768998,0.000013541913,0.000012107613,0.00014359278],"genre_scores_gemma":[0.99751544,0.000002782279,0.0022786013,0.000008780801,0.00017225678,0.0000025378727,0.0000062660997,0.00000903452,0.0000042760976],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998564,0.000075471624,0.0008038903,0.000063122534,0.0004196224,0.00007388151],"domain_scores_gemma":[0.99852264,0.00009762143,0.0006625379,0.00008094411,0.00059015176,0.000046092435],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046047976,0.00009504694,0.00038111262,0.00040531336,0.000022822038,0.00004017421,0.000120465025,0.000045993733,0.00002276999],"category_scores_gemma":[0.00004086027,0.000072121606,0.000059887487,0.0001622765,0.000044427146,0.00044743673,0.000005611708,0.000052996067,7.0180994e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001489977,0.000028715021,0.00737753,0.000082077335,0.0020892753,0.0000024959095,0.0017309298,0.97469693,0.0061220364,0.00014462114,0.0000125133965,0.0075638923],"study_design_scores_gemma":[0.00078280777,0.00018265883,0.017004546,0.00027961738,0.000190709,0.00006182581,0.0003010698,0.98024744,0.00086028496,0.0000049660707,0.000014102135,0.00006998088],"about_ca_topic_score_codex":0.000055568762,"about_ca_topic_score_gemma":0.000007805087,"teacher_disagreement_score":0.21245968,"about_ca_system_score_codex":0.000044694578,"about_ca_system_score_gemma":0.000026730444,"threshold_uncertainty_score":0.29410335},"labels":[],"label_agreement":null},{"id":"W2811172216","doi":"10.4050/f-0074-2018-12762","title":"Toward Improved UH-60A Blade Structural Loads Correlation","year":2018,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Lockheed Martin (Canada)","funders":"","keywords":"Blade (archaeology); Structural engineering; Computer science; Engineering","score_opus":0.01225048043602194,"score_gpt":0.21401658989438946,"score_spread":0.2017661094583675,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2811172216","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.54085,0.00010169474,0.25654915,0.000117745134,0.0037330748,0.00030576557,0.0000047965254,0.0009606643,0.19737713],"genre_scores_gemma":[0.99734646,0.000001963864,0.0007168323,0.000044010983,0.00042472975,0.000005330642,0.000006685204,0.00001782127,0.0014361817],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994539,0.00001020028,0.00018738466,0.00009239359,0.000087866654,0.00016823955],"domain_scores_gemma":[0.9997204,0.00002140105,0.00001867331,0.00015379304,0.000027179427,0.000058576872],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005866512,0.0001016212,0.00011425084,0.000031750853,0.000035254125,0.000027650596,0.00008372169,0.00007883114,0.0008439394],"category_scores_gemma":[0.000013207308,0.00008269836,0.00003130115,0.00008002332,0.000025256835,0.00009628699,0.000011649625,0.00006445873,0.0006082482],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012315072,0.00006255008,0.029977985,0.0017634197,0.001290853,0.000032252075,0.06337147,0.08623522,0.22601113,0.022133889,0.19802128,0.3709768],"study_design_scores_gemma":[0.0002186857,0.000036357997,0.003095646,0.00001455188,0.000007742118,0.000017895878,0.00015520808,0.98849404,0.0027261993,0.00021261358,0.004864074,0.00015700115],"about_ca_topic_score_codex":0.000081582686,"about_ca_topic_score_gemma":0.00002689885,"teacher_disagreement_score":0.9022588,"about_ca_system_score_codex":0.000033723954,"about_ca_system_score_gemma":0.0000074612917,"threshold_uncertainty_score":0.92405444},"labels":[],"label_agreement":null},{"id":"W2841941342","doi":"10.1504/ijmic.2018.10014595","title":"Model-based sliding functions design for sliding mode robot control","year":2018,"lang":"en","type":"article","venue":"International Journal of Modelling Identification and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Sliding mode control; Control theory (sociology); Robot; Mode (computer interface); Computer science; Control engineering; Control (management); Engineering; Artificial intelligence; Physics; Nonlinear system; Human–computer interaction","score_opus":0.041736177876369115,"score_gpt":0.268932928545142,"score_spread":0.22719675066877287,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2841941342","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008123009,0.00022955591,0.98930806,0.00045158924,0.001475758,0.000247514,0.00003079406,0.00004944328,0.00008426013],"genre_scores_gemma":[0.9921615,0.000030968753,0.006858386,0.000121002005,0.00063769764,0.00003510528,0.00000624352,0.000026649483,0.00012246099],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986842,0.000036057274,0.00069262413,0.00012772743,0.00030936667,0.0001499757],"domain_scores_gemma":[0.99843585,0.0002715015,0.00027111467,0.00010851479,0.0008228722,0.000090118636],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00076462026,0.00013200943,0.00022847104,0.00023596102,0.00011996085,0.00017963912,0.00022973547,0.000071313814,0.0000103343145],"category_scores_gemma":[0.00006982067,0.00012739134,0.00012199196,0.00005313299,0.000022836814,0.00026588832,0.0000037379918,0.00010459328,0.000009578702],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011955483,0.000018798844,0.000029310631,0.0000143679645,0.00019127098,8.0583794e-7,0.00019123462,0.973763,0.023017993,0.0005992374,0.00040994675,0.0016444603],"study_design_scores_gemma":[0.002019454,0.000041042986,0.000011334322,0.00009023478,0.0000877364,0.00001977226,0.000050267634,0.9938867,0.0021111977,0.0011488636,0.000414271,0.00011911555],"about_ca_topic_score_codex":0.000004712393,"about_ca_topic_score_gemma":0.0000018299718,"teacher_disagreement_score":0.9840385,"about_ca_system_score_codex":0.00008895237,"about_ca_system_score_gemma":0.000056486704,"threshold_uncertainty_score":0.5194868},"labels":[],"label_agreement":null},{"id":"W2887054411","doi":"10.11159/icbes18.110","title":"Multibody Simulation of an Electromagnetic Actuator for a Gentle Blood Pump Mechanism","year":2018,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Electrical Engineering and Computer Systems and Science","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"European Social Fund; Freistaat Sachsen","keywords":"Mechanism (biology); Actuator; Computer science; Multibody system; Control engineering; Automotive engineering; Mechanical engineering; Engineering; Physics; Artificial intelligence; Classical mechanics","score_opus":0.007091779983245195,"score_gpt":0.21438683794960206,"score_spread":0.20729505796635686,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2887054411","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99402356,0.000095871656,0.0047377753,0.000008740978,0.0006404513,0.00034616244,0.0000019281729,0.00006393915,0.00008154251],"genre_scores_gemma":[0.99868786,0.0000048060842,0.001049119,0.0000060125085,0.00016421553,0.000020450256,1.2505046e-7,0.000012565754,0.000054846143],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991044,0.0000032596563,0.00024730098,0.00019624867,0.00021662905,0.00023218141],"domain_scores_gemma":[0.9995085,0.000087456334,0.000074170144,0.000088366956,0.00015271727,0.00008880691],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030067516,0.00012755692,0.00022680272,0.00016979882,0.00008894903,0.0000745846,0.00023942733,0.00003556355,3.9408803e-7],"category_scores_gemma":[0.000034313638,0.00009348889,0.000027990198,0.00043581543,0.000077521494,0.00011996966,0.00003084781,0.00006844484,1.6067197e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004442284,0.00011779338,0.00016870858,0.0015394047,0.00012339078,4.4396157e-7,0.0009421108,0.061371718,0.8783083,0.050265644,0.00008487647,0.0070332033],"study_design_scores_gemma":[0.00024354056,0.00040429976,0.00024731093,0.00016706731,0.000016741478,0.000010606699,0.000005824105,0.9602701,0.03837572,0.000047471665,0.00010694406,0.00010436621],"about_ca_topic_score_codex":0.0000072343573,"about_ca_topic_score_gemma":6.247057e-7,"teacher_disagreement_score":0.89889836,"about_ca_system_score_codex":0.000015525666,"about_ca_system_score_gemma":0.000011690884,"threshold_uncertainty_score":0.3812366},"labels":[],"label_agreement":null},{"id":"W2889281612","doi":"10.25675/3.020860","title":"Internal hydraulics of baffled disinfection contact tanks using computational fluid dynamics","year":2007,"lang":"en","type":"dissertation","venue":"Digital Collections of Colorado (Colorado State University)","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulics; Computational fluid dynamics; Fluid dynamics; Dynamics (music); Engineering; Marine engineering; Mechanical engineering; Environmental science; Mechanics; Physics; Aerospace engineering","score_opus":0.007570588473263304,"score_gpt":0.21192732256892582,"score_spread":0.20435673409566252,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2889281612","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.74952286,0.00007051209,0.086874865,0.000004373639,0.002139098,0.0008254335,0.0008361647,0.00025193128,0.15947475],"genre_scores_gemma":[0.9889322,0.000059388487,0.00030166545,0.0000024124915,0.00004044126,0.0000023388393,0.001133886,0.000085425236,0.009442254],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978922,0.000056187364,0.0008827881,0.00033271877,0.00047623029,0.0003599042],"domain_scores_gemma":[0.9980859,0.00029517413,0.0005735052,0.00025937345,0.0006257875,0.00016026775],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00014538348,0.00046672494,0.0008683014,0.002030612,0.00023824176,0.000117747266,0.00033563614,0.00041640177,0.000050184142],"category_scores_gemma":[0.000055599325,0.0005945134,0.0003566482,0.0024666928,0.00011047975,0.0006034646,0.00004150465,0.00039622246,0.000008764215],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014029229,0.0006388234,0.0012319388,0.0019027544,0.0020748696,0.00010412268,0.0027463767,0.9795862,0.0010832647,0.0020047731,0.0021157272,0.005108253],"study_design_scores_gemma":[0.002780412,0.0010269411,0.0025493857,0.0012087951,0.0005324449,0.00008047042,0.009665651,0.9716443,0.0014666903,0.00078133855,0.0068631633,0.0014003955],"about_ca_topic_score_codex":0.0003141072,"about_ca_topic_score_gemma":0.002072802,"teacher_disagreement_score":0.23940931,"about_ca_system_score_codex":0.0012561978,"about_ca_system_score_gemma":0.00036558814,"threshold_uncertainty_score":0.9996506},"labels":[],"label_agreement":null},{"id":"W2889691926","doi":"10.1115/1.4041382","title":"Four-Quadrant Analysis and System Design for Single-Rod Hydrostatic Actuators","year":2018,"lang":"en","type":"article","venue":"Journal of Dynamic Systems Measurement and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Quadrant (abdomen); Actuator; Hydrostatic equilibrium; Cylinder; Hydraulic cylinder; Compensation (psychology); Control theory (sociology); Flow (mathematics); Mechanical engineering; Engineering; Computer science; Mechanics; Electrical engineering; Physics","score_opus":0.02527221690590851,"score_gpt":0.20591816273374902,"score_spread":0.18064594582784052,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2889691926","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07690666,0.0032558502,0.91779536,0.000038480088,0.0010654835,0.0007193069,0.000010753781,0.0000487358,0.00015938307],"genre_scores_gemma":[0.99906826,0.000025509518,0.00052291737,0.000010269268,0.0002896057,0.00003358507,6.211199e-7,0.00003179182,0.000017454671],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978107,0.00018865865,0.0009884813,0.00015434233,0.00057280355,0.00028497062],"domain_scores_gemma":[0.99854386,0.00023324364,0.00042801668,0.00017075877,0.00043702582,0.00018711605],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027614697,0.00024289376,0.00089327927,0.00034819392,0.000113373986,0.00014238746,0.00012356002,0.00009497126,0.0000021034373],"category_scores_gemma":[0.00009597712,0.00018560045,0.00017171986,0.00021149397,0.000044410393,0.00013683044,0.0000056275703,0.000086368105,0.0000022971976],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0035695625,0.00069044676,0.029152341,0.029135345,0.117841266,0.00038866978,0.025200445,0.1467859,0.49837977,0.0014847395,0.0039804364,0.14339109],"study_design_scores_gemma":[0.0029014552,0.0005727773,0.00067130616,0.00076917483,0.0022275278,0.00034542524,0.0011627333,0.99070644,0.00014372112,0.000022153594,0.00022101704,0.00025623842],"about_ca_topic_score_codex":0.000020568323,"about_ca_topic_score_gemma":0.00002311948,"teacher_disagreement_score":0.9221616,"about_ca_system_score_codex":0.00026754895,"about_ca_system_score_gemma":0.00004022842,"threshold_uncertainty_score":0.7568567},"labels":[],"label_agreement":null},{"id":"W2896578766","doi":"10.1049/joe.2018.8993","title":"Analysis and experimental validation of a pressure control method using magneto‐rheology fluid flows","year":2018,"lang":"en","type":"article","venue":"The Journal of Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Electrohydraulic servo valve; Rheology; Volumetric flow rate; Flow (mathematics); Mechanics; Materials science; Mechanism (biology); Control theory (sociology); Mechanical engineering; Fluid dynamics; Flow control valve; Computer science; Engineering; Physics; Composite material; Control (management)","score_opus":0.010183383304667634,"score_gpt":0.2512603026799449,"score_spread":0.24107691937527728,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2896578766","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5232112,0.0011725267,0.47536474,0.0000048104425,0.00015519984,0.00003932256,0.0000013933354,0.0000096106005,0.000041193605],"genre_scores_gemma":[0.9926615,0.0000143087655,0.007105934,0.000003980014,0.00019206024,7.733902e-7,2.4234473e-7,0.000013643508,0.0000075772336],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992798,0.00006774547,0.00037511496,0.00004097842,0.00012444948,0.00011190933],"domain_scores_gemma":[0.9995254,0.00015322243,0.000104503924,0.00011483416,0.000058383346,0.000043653148],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006884688,0.00009573787,0.0003218516,0.00017683623,0.00002335115,0.000009332785,0.000107798616,0.00004746536,0.000049765564],"category_scores_gemma":[0.00003288496,0.00006976981,0.0000703104,0.00018587604,0.000019471909,0.00008830137,0.00001256477,0.00008597544,6.2377035e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011502181,0.0000034060681,0.00023448771,0.000030663057,0.0005765001,7.6768146e-7,0.00091317715,0.718769,0.27934226,0.0000100796915,0.000007983106,0.000100181605],"study_design_scores_gemma":[0.00029750582,0.00007290981,0.00041039466,0.000033307188,0.0006152938,0.0001137942,0.00010961268,0.9066128,0.09158046,0.0000028305813,0.000089988935,0.00006109869],"about_ca_topic_score_codex":0.000019574225,"about_ca_topic_score_gemma":9.627859e-7,"teacher_disagreement_score":0.4694503,"about_ca_system_score_codex":0.000016187782,"about_ca_system_score_gemma":0.000006829579,"threshold_uncertainty_score":0.28451306},"labels":[],"label_agreement":null},{"id":"W2898618021","doi":"10.1115/detc2018-86212","title":"Identification of Non-Linear Vibration Parameters of a Nuclear Fuel Rod","year":2018,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"Framatome; Natural Sciences and Engineering Research Council of Canada","keywords":"Rod; Vibration; Pellets; Mechanics; Nonlinear system; Materials science; Nuclear fuel; Stiffness; Coolant; Fluid–structure interaction; Structural engineering; Engineering; Mechanical engineering; Acoustics; Physics; Finite element method; Nuclear engineering; Composite material","score_opus":0.012674282371823666,"score_gpt":0.22776226318917434,"score_spread":0.21508798081735067,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2898618021","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85782564,0.000011875564,0.13039172,0.000020700503,0.00027840858,0.0001334616,0.0000030521485,0.00006919239,0.011265951],"genre_scores_gemma":[0.99750423,0.0000051214124,0.0023553458,0.000009381988,0.000036565692,0.0000024808794,0.000002364691,0.000011247416,0.000073269504],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99947506,0.0000094038,0.00031057806,0.00005588763,0.000091379,0.000057700006],"domain_scores_gemma":[0.9996882,0.00001832501,0.000058795995,0.00017046512,0.000045475157,0.000018756993],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012290356,0.00004737233,0.000107783846,0.000043917917,0.000009138389,0.000005019037,0.00006548036,0.000039081257,0.00008406112],"category_scores_gemma":[0.00001763171,0.000043315373,0.000027911543,0.0000985116,0.000029738061,0.000073734336,0.000005627981,0.000019256178,0.000117307245],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013554033,0.00004919505,0.00036830895,0.00084995193,0.00011178171,2.525729e-7,0.0073829344,0.016046688,0.9647201,0.0009151464,0.0033207466,0.006221343],"study_design_scores_gemma":[0.00013081834,0.000047261063,0.0018636993,0.000034915138,0.000009815386,0.0000012036651,0.00028543093,0.9084502,0.088737905,0.00006002553,0.00031337896,0.000065366134],"about_ca_topic_score_codex":0.0000392475,"about_ca_topic_score_gemma":0.0000062966515,"teacher_disagreement_score":0.8924035,"about_ca_system_score_codex":0.000007881514,"about_ca_system_score_gemma":0.00000400238,"threshold_uncertainty_score":0.17663497},"labels":[],"label_agreement":null},{"id":"W2899227682","doi":"10.22146/ijeis.33855","title":"Development of A Pressure Sensing Module and Flow Control System For A Prototype Pump Test Bed","year":2018,"lang":"en","type":"article","venue":"IJEIS (Indonesian Journal of Electronics and Instrumentation Systems)","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Centrifugal pump; Axial-flow pump; Pressure sensor; Engineering; Flow (mathematics); Hydraulic pump; Pressure measurement; Flow control (data); Variable displacement pump; Discharge pressure; Simulation; Mechanical engineering; Reciprocating pump; Mechanics; Impeller","score_opus":0.008274012748373296,"score_gpt":0.21404135972470884,"score_spread":0.20576734697633553,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2899227682","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8705181,0.001690128,0.12591733,0.000026765485,0.00043036966,0.0012463427,0.000018712652,0.000028096658,0.00012418523],"genre_scores_gemma":[0.99662894,0.00002763149,0.0030729913,0.0000050345216,0.00019880953,0.000027396,0.0000027436083,0.000027124213,0.000009340872],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99844605,0.00005262823,0.00092705863,0.000116742885,0.00022615703,0.00023139484],"domain_scores_gemma":[0.99903166,0.00007400052,0.00043147625,0.00009415881,0.00026715468,0.000101568876],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006772509,0.00016489899,0.00046245215,0.00014318302,0.00012648645,0.0000758674,0.00007288339,0.00008463272,0.0000014455969],"category_scores_gemma":[0.000022899116,0.00014258531,0.00004613207,0.00010307396,0.00003328827,0.00016980933,0.0000067430947,0.000088501576,8.1905944e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0025931653,0.00034487058,0.026175035,0.040870912,0.00827091,0.000033471493,0.059401244,0.02149955,0.5214944,0.0047334535,0.0007849623,0.31379804],"study_design_scores_gemma":[0.0069130063,0.0015428548,0.0009135472,0.0021444226,0.00027747877,0.0011357624,0.0039687287,0.93860424,0.037426267,0.000029814397,0.0066172387,0.0004266336],"about_ca_topic_score_codex":0.0000048391316,"about_ca_topic_score_gemma":0.000008522218,"teacher_disagreement_score":0.9171047,"about_ca_system_score_codex":0.00008748574,"about_ca_system_score_gemma":0.00012023723,"threshold_uncertainty_score":0.58144605},"labels":[],"label_agreement":null},{"id":"W2900490760","doi":"10.1115/1.4042028","title":"Controller Design and Stability Analysis of Output Pressure Regulation in Electrohydrostatic Actuators","year":2018,"lang":"en","type":"article","venue":"Journal of Dynamic Systems Measurement and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Control theory (sociology); Quantitative feedback theory; Parametric statistics; Robust control; Controller (irrigation); Actuator; Fuzzy logic; Nonlinear system; Stability (learning theory); Open-loop controller; Fuzzy control system; Computer science; Control engineering; Control system; Engineering; Mathematics; Closed loop; Physics; Control (management)","score_opus":0.014948566936225045,"score_gpt":0.2056782761420532,"score_spread":0.19072970920582816,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2900490760","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.44652686,0.004565388,0.54802454,0.000025854843,0.00022729319,0.0005500664,0.0000050439553,0.000012282646,0.00006267365],"genre_scores_gemma":[0.9997998,0.000042479583,0.00007639166,0.000004558372,0.00004616928,0.000010199512,4.3170724e-7,0.000011519548,0.000008475419],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99793136,0.00031917155,0.0009637088,0.000110054505,0.00050347584,0.00017225223],"domain_scores_gemma":[0.99888647,0.0001745801,0.00039399357,0.0001210126,0.00034477958,0.00007916845],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0030643446,0.0001502698,0.0008307124,0.00037407593,0.000028041903,0.000034295655,0.00007476584,0.00008011017,0.000006008366],"category_scores_gemma":[0.000118752236,0.00011734062,0.00008647964,0.00028056724,0.00004590149,0.00012129397,0.0000039152987,0.0000934954,3.3787424e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0028065338,0.00043828032,0.15770364,0.0037055516,0.04063874,0.000018305034,0.01738685,0.305461,0.43740296,0.0004149837,0.00042738137,0.033595774],"study_design_scores_gemma":[0.0022500241,0.00021491667,0.03173774,0.00020079855,0.0011475845,0.0000106178795,0.000220278,0.96388656,0.00013920112,0.000047028916,0.00004154602,0.000103711514],"about_ca_topic_score_codex":0.00004077209,"about_ca_topic_score_gemma":0.00004357647,"teacher_disagreement_score":0.65842557,"about_ca_system_score_codex":0.0001096472,"about_ca_system_score_gemma":0.000037383867,"threshold_uncertainty_score":0.47850114},"labels":[],"label_agreement":null},{"id":"W2901314429","doi":"10.25071/10315/35242","title":"Direct Switching Position Control Algorithms For Pneumatic Actuators Using On/Off Solenoid Valves","year":2018,"lang":"en","type":"article","venue":"Progress in Canadian Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Actuator; Pneumatic actuator; Solenoid; Position (finance); Solenoid valve; Computer science; Control theory (sociology); Control valves; Control (management); Control engineering; Algorithm; Engineering; Mechanical engineering; Artificial intelligence","score_opus":0.013158064393613113,"score_gpt":0.24793559933941842,"score_spread":0.2347775349458053,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2901314429","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25703222,0.0014308239,0.73326796,0.00030654867,0.0039930176,0.0022286186,0.000109102795,0.0008985973,0.0007331076],"genre_scores_gemma":[0.9915681,0.000008178401,0.007614772,0.00008450484,0.00043090383,0.00018071507,0.0000071596346,0.00010272914,0.0000029645773],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981982,0.000028179906,0.00045087744,0.00027707574,0.00019598185,0.000849659],"domain_scores_gemma":[0.9990089,0.00020052897,0.000042007756,0.0002483251,0.000040959305,0.00045927765],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000525299,0.00029643686,0.000409613,0.00036595986,0.000108362634,0.00008282853,0.0002199573,0.00019339516,0.000019809511],"category_scores_gemma":[0.00012728981,0.00031386432,0.000101655176,0.00025311715,0.000017609782,0.0001307177,0.000010795935,0.0002136777,0.000017671964],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006095213,0.00010450348,0.00061469094,0.0020952316,0.0007318223,0.00013994594,0.0028599054,0.63810885,0.008383148,0.014250743,0.00021076183,0.33243945],"study_design_scores_gemma":[0.0004947111,0.000094774136,0.00006788095,0.0005760632,0.000025673233,0.000018953555,0.000029602377,0.9953864,0.0019215101,0.00014197826,0.0008888847,0.00035353974],"about_ca_topic_score_codex":0.0019643297,"about_ca_topic_score_gemma":0.004980278,"teacher_disagreement_score":0.7345359,"about_ca_system_score_codex":0.00063770876,"about_ca_system_score_gemma":0.00010916273,"threshold_uncertainty_score":0.99993134},"labels":[],"label_agreement":null},{"id":"W2902494066","doi":"10.1115/fpmc2018-8839","title":"Addressing Closed-Chain Dynamics for High-Precision Control of Hydraulic Cylinder Actuated Manipulators","year":2018,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Space Agency","funders":"","keywords":"Inverse dynamics; Nonlinear system; Control theory (sociology); Computer science; System dynamics; Dynamics (music); Motion control; Control engineering; Control (management); Engineering; Robot; Classical mechanics; Physics; Artificial intelligence; Kinematics","score_opus":0.0296479152473683,"score_gpt":0.2626793409912473,"score_spread":0.233031425743879,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2902494066","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.31227592,0.00005034668,0.68078345,0.000048763653,0.00071154453,0.0004620274,0.00002370569,0.0002242292,0.005419988],"genre_scores_gemma":[0.99776906,0.0000031151862,0.0016023484,0.0000576699,0.0002284394,0.00002660236,0.000027098798,0.000056333476,0.00022933802],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99880254,0.000031082294,0.0005129014,0.00017261803,0.00019770907,0.000283132],"domain_scores_gemma":[0.9991439,0.00026942484,0.00008843294,0.00030967276,0.00010581592,0.000082777435],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031460615,0.00019083294,0.0003785173,0.00011065264,0.00006419229,0.000025633553,0.0001692986,0.00017755383,0.00015538862],"category_scores_gemma":[0.000073280964,0.00016119066,0.00008338274,0.00014390271,0.000048355912,0.00009574309,0.000015916045,0.00007510247,0.000051803665],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007503863,0.00044478025,0.0069336807,0.0032580262,0.0024846992,0.000019720104,0.0077806953,0.27087215,0.070473485,0.05376827,0.023022907,0.5601912],"study_design_scores_gemma":[0.0012522961,0.00009888905,0.0012987972,0.00013161017,0.000034371427,0.000004708702,0.00012311696,0.98988044,0.0055855876,0.0008710867,0.00050669716,0.0002123946],"about_ca_topic_score_codex":0.000102035585,"about_ca_topic_score_gemma":0.000121857,"teacher_disagreement_score":0.7190083,"about_ca_system_score_codex":0.00007498129,"about_ca_system_score_gemma":0.000015751628,"threshold_uncertainty_score":0.65731645},"labels":[],"label_agreement":null},{"id":"W2903226562","doi":"10.1139/tcsme-2017-506","title":"ADDITIVE MANUFACTURING DESIGN OF GLOBE VALVE FOR OPTIMIZED FLOW","year":2017,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Globe valve; Computational fluid dynamics; Flow (mathematics); Casting; Pressure drop; Mechanical engineering; Engineering; Computer science; Materials science; Mathematics; Aerospace engineering","score_opus":0.018421056356515253,"score_gpt":0.21328624714059183,"score_spread":0.19486519078407658,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2903226562","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0005671373,0.000045330115,0.99715346,0.00008679892,0.0007187991,0.0007951401,0.0005178185,0.000051647563,0.00006386984],"genre_scores_gemma":[0.8875987,0.000018003311,0.11202519,0.000011978751,0.00006114352,0.00018149348,0.0000051528273,0.0000465169,0.0000518218],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99920064,0.000006056601,0.0002800766,0.00011449921,0.00010666833,0.00029208092],"domain_scores_gemma":[0.9991235,0.00021192634,0.000068616704,0.00040066466,0.000048455102,0.00014683187],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026435577,0.00015018748,0.00029648942,0.000029720768,0.00029342354,0.00002481527,0.00041192916,0.00015813386,0.000023555776],"category_scores_gemma":[0.00005739479,0.00013779942,0.0008234923,0.000037424677,0.000032793854,0.00008999679,0.0000045102042,0.00012304662,5.267126e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000565194,0.0000043901996,7.328642e-8,0.0002743214,0.00038693464,5.9046656e-8,0.00023802694,0.9940531,0.0018149716,0.00024250498,0.00034827943,0.0026316748],"study_design_scores_gemma":[0.00058403244,0.00002658167,0.000007827361,0.00012827058,0.00012906741,0.0000023466575,0.000067307665,0.92362434,0.07391355,0.0001660645,0.0012077653,0.00014286708],"about_ca_topic_score_codex":0.0017556509,"about_ca_topic_score_gemma":0.0012146495,"teacher_disagreement_score":0.88703156,"about_ca_system_score_codex":0.00019226063,"about_ca_system_score_gemma":0.00008472522,"threshold_uncertainty_score":0.5619297},"labels":[],"label_agreement":null},{"id":"W2903450292","doi":"10.1139/tcsme-2017-509","title":"THE EXPERIMENTAL RESEARCH ON AXIS ORBIT OF MIXED-FLOW PUMP","year":2017,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Orbit (dynamics); Vibration; Rotor (electric); Flow (mathematics); Mechanics; Fault (geology); Harmonic; Physics; Control theory (sociology); Stability (learning theory); Engineering; Acoustics; Computer science; Geology; Aerospace engineering; Mechanical engineering","score_opus":0.042610995974343945,"score_gpt":0.28400963559222625,"score_spread":0.2413986396178823,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2903450292","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.45730966,0.0019817096,0.5070261,0.0060714167,0.014205874,0.0053923614,0.0011696229,0.00047740247,0.0063658524],"genre_scores_gemma":[0.9988464,0.000020742691,0.00078188255,0.0000067447427,0.0000557537,0.00008899849,9.316652e-7,0.000033178127,0.00016533784],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990474,0.000013901365,0.00023811418,0.000104228224,0.00025022938,0.00034614594],"domain_scores_gemma":[0.99886304,0.00025328578,0.000034026216,0.0006453267,0.000054550932,0.00014976517],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005965301,0.00011108256,0.00017013647,0.000032111137,0.000808098,0.000044603734,0.0006455588,0.00012709657,0.00001882409],"category_scores_gemma":[0.000060081875,0.00008160643,0.00040205542,0.000097582844,0.000092836664,0.00005457094,0.000008444859,0.00028283967,0.0000027641322],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021725447,0.00005889638,0.0000050241574,0.00068127835,0.00094485236,8.875162e-7,0.0022422406,0.9091165,0.053010967,0.020919614,0.0044944105,0.008503624],"study_design_scores_gemma":[0.00040872715,0.000093831324,0.00005940903,0.0002040505,0.00003125363,0.0000043938626,0.0007385263,0.78515905,0.20141387,0.00016985915,0.011534372,0.00018264567],"about_ca_topic_score_codex":0.005160949,"about_ca_topic_score_gemma":0.008592701,"teacher_disagreement_score":0.54153675,"about_ca_system_score_codex":0.000261256,"about_ca_system_score_gemma":0.00008350072,"threshold_uncertainty_score":0.78018457},"labels":[],"label_agreement":null},{"id":"W2904442113","doi":"10.1016/j.engstruct.2018.12.023","title":"A framework for multi-platform simulation of reinforced concrete structures","year":2018,"lang":"en","type":"article","venue":"Engineering Structures","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; Carleton University","funders":"","keywords":"Substructure; Structural engineering; Flange; Computer science; Finite element method; Reinforced concrete; Software; Compatibility (geochemistry); Shear wall; Frame (networking); Engineering; Programming language","score_opus":0.024735389121493843,"score_gpt":0.2768950134407741,"score_spread":0.25215962431928024,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2904442113","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15303104,0.00016161778,0.8448826,0.000003044106,0.0011297367,0.00031755262,0.000029815703,0.00032320918,0.000121375124],"genre_scores_gemma":[0.89508003,0.0000032654314,0.10433293,0.000014276939,0.00046468352,0.000017850862,0.000014131497,0.000053411462,0.000019437326],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99906135,0.000004388797,0.00037497995,0.00013892191,0.00014958148,0.0002707569],"domain_scores_gemma":[0.9992951,0.00022597378,0.00006579306,0.00027010991,0.000072851726,0.000070166745],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000083129526,0.00022219824,0.00030190454,0.00011297298,0.000047212772,0.000025094469,0.00016822561,0.00020016306,0.00006155023],"category_scores_gemma":[0.0002470639,0.00020441941,0.00008707025,0.0001372213,0.000038532162,0.000093823604,0.000014729563,0.00012679346,0.0000036288448],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010103509,1.5478926e-7,0.000008074412,0.00029903787,0.000074199714,2.902169e-7,0.0010819783,0.97293305,0.0060876356,0.018692931,0.00008870548,0.0007238295],"study_design_scores_gemma":[0.00033028598,0.000051358285,0.0005015965,0.00007961352,0.000017407467,0.000003988548,0.000043981778,0.97194153,0.024193162,0.001181389,0.001432073,0.00022361812],"about_ca_topic_score_codex":0.000007688688,"about_ca_topic_score_gemma":4.227466e-7,"teacher_disagreement_score":0.742049,"about_ca_system_score_codex":0.00003291834,"about_ca_system_score_gemma":0.000010334802,"threshold_uncertainty_score":0.8335982},"labels":[],"label_agreement":null},{"id":"W2906347453","doi":"","title":"AN ANSYS-BASED 3-DIMENSIONAL THERMOMECHANICAL MODEL OF A CANDU FUEL PIN","year":2016,"lang":"en","type":"article","venue":"CNL Nuclear Review","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Forensic engineering; Materials science; Nuclear engineering; Engineering","score_opus":0.02287650107950755,"score_gpt":0.23536629018168312,"score_spread":0.21248978910217556,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2906347453","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5126586,0.30517605,0.11732191,0.0068549467,0.0021111113,0.005801995,0.0004637614,0.0032670046,0.046344656],"genre_scores_gemma":[0.99518144,0.0035971913,0.00062503,0.00046284986,0.00003238042,0.000011479452,0.0000025983136,0.000048372614,0.00003865949],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99918437,0.00005572489,0.00032406225,0.00012613156,0.00016200569,0.00014772883],"domain_scores_gemma":[0.9994123,0.00003929012,0.00004595471,0.00036775655,0.000030429812,0.00010424265],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026355073,0.00012142343,0.0003564283,0.000023814197,0.000016115659,0.0000044548165,0.00016653385,0.000058968108,0.00055647444],"category_scores_gemma":[0.000025274716,0.000076214856,0.00009410208,0.000072589944,0.000023337885,0.000056944784,0.000011274866,0.000050816918,0.00023307491],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007014552,0.0005073276,0.00010849603,0.05578308,0.00039429995,0.00003284397,0.000669692,0.028692735,0.37333596,0.025450882,0.07347937,0.44147518],"study_design_scores_gemma":[0.00077574095,0.00014360712,0.000071045986,0.016102409,0.000088501445,0.000019406745,0.000007782915,0.9249712,0.0003006116,0.00033594246,0.056718554,0.0004651482],"about_ca_topic_score_codex":0.000008510879,"about_ca_topic_score_gemma":0.0000027058531,"teacher_disagreement_score":0.8962785,"about_ca_system_score_codex":0.000028660788,"about_ca_system_score_gemma":0.000023708357,"threshold_uncertainty_score":0.6093005},"labels":[],"label_agreement":null},{"id":"W2908841012","doi":"10.3166/i2m.17.357-367","title":"Comparison between cycle slip detection methods based on dual-frequency observation data","year":2018,"lang":"en","type":"article","venue":"Instrumentation Mesure Métrologie","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Dual (grammatical number); Computer science; Art","score_opus":0.13547412298715697,"score_gpt":0.3975553320149416,"score_spread":0.26208120902778465,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2908841012","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49515966,0.000024333278,0.50010586,0.00024999343,0.0012333817,0.00030050144,0.000043656666,0.0004997847,0.0023828414],"genre_scores_gemma":[0.9600887,0.000005320942,0.038828496,0.00015374958,0.00046921038,0.00003966022,0.00037306402,0.000031714877,0.00001013615],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980796,0.000448625,0.000571213,0.00032857683,0.00030015415,0.00027180635],"domain_scores_gemma":[0.9985592,0.00040751277,0.00014331461,0.0007492143,0.00006692891,0.000073825795],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015254441,0.00021114419,0.0003031726,0.00014269035,0.00014068389,0.00006781863,0.00032301515,0.00018406291,0.00009866532],"category_scores_gemma":[0.0002653126,0.00020397243,0.000041564275,0.0003256651,0.000057908663,0.00034700823,0.0000335081,0.0001893389,0.00016575986],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000051105024,0.000071326154,0.25564393,0.00018804759,0.0001845313,0.00000264733,0.0008666082,0.03833268,0.030095786,0.00009423531,0.0024035934,0.6720655],"study_design_scores_gemma":[0.0006911259,0.00027666253,0.16424488,0.00004214593,0.00006131602,0.0000019817578,0.000125076,0.8036336,0.027929578,0.0005334367,0.0021972086,0.00026305078],"about_ca_topic_score_codex":0.00009033917,"about_ca_topic_score_gemma":0.00007406343,"teacher_disagreement_score":0.76530087,"about_ca_system_score_codex":0.0001379085,"about_ca_system_score_gemma":0.00002909619,"threshold_uncertainty_score":0.8317754},"labels":[],"label_agreement":null},{"id":"W2910404161","doi":"10.1109/tmech.2019.2894105","title":"Fractional-Order Control of Hydraulically Powered Actuators: Controller Design and Experimental Validation","year":2019,"lang":"en","type":"article","venue":"IEEE/ASME Transactions on Mechatronics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Control theory (sociology); Quantitative feedback theory; Robustness (evolution); Actuator; PID controller; Settling time; Inertia; Open-loop controller; Controller (irrigation); Robust control; Control engineering; Step response; Computer science; Engineering; Control system; Control (management); Physics; Temperature control","score_opus":0.007730539149882636,"score_gpt":0.21213176912546072,"score_spread":0.20440122997557808,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2910404161","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.063048355,0.000269582,0.93433243,0.00007112124,0.00070434273,0.0008112881,0.000028507098,0.00016031541,0.00057406846],"genre_scores_gemma":[0.99695414,0.000067428795,0.0025774536,0.00006276164,0.00003674452,0.00009769643,0.000005303174,0.000051828647,0.0001466439],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99863374,0.00009999245,0.00044620884,0.000237558,0.0003249303,0.00025758398],"domain_scores_gemma":[0.99917686,0.0003109687,0.000087261746,0.0002497768,0.00006865721,0.0001064563],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027207297,0.00024645455,0.0004081914,0.00014046625,0.000068411384,0.000031515603,0.00011013238,0.0001914781,0.0005636343],"category_scores_gemma":[0.0000064078663,0.00024039591,0.000113412665,0.00015039433,0.000029817289,0.00021505707,0.0000010413794,0.00023428898,0.00017865031],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018471866,0.00014682121,0.000009758655,0.00006344312,0.00032898286,6.7266257e-7,0.0004663423,0.94394064,0.05139708,0.00036227476,0.00009520118,0.0030040732],"study_design_scores_gemma":[0.005151707,0.00046412466,0.000018170951,0.000090036556,0.000100543984,0.000021678547,0.0004650254,0.87145406,0.11932263,0.00024315961,0.0022432946,0.00042557513],"about_ca_topic_score_codex":0.000013297193,"about_ca_topic_score_gemma":0.0000012698515,"teacher_disagreement_score":0.9339058,"about_ca_system_score_codex":0.00012161868,"about_ca_system_score_gemma":0.00004782523,"threshold_uncertainty_score":0.980306},"labels":[],"label_agreement":null},{"id":"W2911176181","doi":"10.3166/i2m.17.563-572","title":"Stability analysis of accumulation body based on monitoring results of deep displacement","year":2018,"lang":"en","type":"article","venue":"Instrumentation Mesure Métrologie","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Displacement (psychology); Stability (learning theory); Geology; Computer science; Environmental science; Psychology; Machine learning; Psychoanalysis","score_opus":0.04870505273880333,"score_gpt":0.3242690018580656,"score_spread":0.2755639491192623,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2911176181","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93471086,0.000008159349,0.06292779,0.000031414234,0.00038464062,0.00020131767,0.000045874833,0.000069659305,0.0016202589],"genre_scores_gemma":[0.9987453,0.0000034732825,0.0010970187,0.0000068595227,0.00004906189,0.000016318374,0.00007081213,0.000008593034,0.0000025345687],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986228,0.00014116039,0.00062142196,0.00015988745,0.0003171734,0.000137555],"domain_scores_gemma":[0.99907076,0.000276191,0.00018869949,0.00032763256,0.00010184689,0.000034844656],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008015233,0.000118026444,0.0002887665,0.00022158724,0.000031116437,0.0000089521045,0.000104403094,0.000076540506,0.00007144161],"category_scores_gemma":[0.00015343384,0.00010746867,0.0000928875,0.00052149175,0.00005115571,0.00008154912,0.000009703062,0.00005304717,0.0000051005245],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00031028362,0.00008039877,0.28523406,0.000117636686,0.0005610091,3.6422773e-7,0.0013918492,0.6856789,0.01823757,0.00003989146,0.00003346648,0.008314573],"study_design_scores_gemma":[0.0006815854,0.00017390378,0.26378796,0.000020480833,0.00017476268,5.0146138e-8,0.0002041697,0.6732778,0.06157478,0.000014903152,0.00001762504,0.000071995855],"about_ca_topic_score_codex":0.0000574714,"about_ca_topic_score_gemma":0.000025029665,"teacher_disagreement_score":0.06403444,"about_ca_system_score_codex":0.00009662549,"about_ca_system_score_gemma":0.00001393376,"threshold_uncertainty_score":0.43824455},"labels":[],"label_agreement":null},{"id":"W2914809684","doi":"10.1139/tcsme-2019-0012","title":"Retraction: The experimental research on axis orbit of mixed-flow pump","year":2019,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":true,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Flow (mathematics); Aerospace engineering; Orbit (dynamics); Mechanics; Geology; Physics; Computer science; Geodesy; Engineering","score_opus":0.02941000655459493,"score_gpt":0.2585884378680228,"score_spread":0.22917843131342788,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2914809684","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7270981,0.0009805352,0.2446128,0.0028562865,0.013680734,0.005054159,0.0006062405,0.0004053483,0.0047057676],"genre_scores_gemma":[0.99883765,0.000009738317,0.0007071375,0.000018543835,0.000066709996,0.00007317876,0.00000205611,0.00003653657,0.00024844427],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99897796,0.000021040514,0.00026279743,0.0001220921,0.00030847688,0.00030762525],"domain_scores_gemma":[0.9990969,0.0002842469,0.000024824254,0.0004178456,0.000057031397,0.000119204924],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00056914485,0.000119077595,0.00019152377,0.000053537377,0.00015975328,0.000014493512,0.00033415534,0.00019199084,0.00013427426],"category_scores_gemma":[0.00001930894,0.00008877138,0.000423019,0.00034434878,0.000038099784,0.0000548494,0.0000045951756,0.0004610155,0.000010681939],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008631116,0.000027567468,0.0000025916597,0.0003836707,0.00030042566,1.7854963e-7,0.0010872959,0.9543309,0.037282497,0.003800628,0.0019461584,0.000829443],"study_design_scores_gemma":[0.00039131974,0.0001366907,0.000042049713,0.00020546102,0.00003364315,0.000009304653,0.0014255395,0.80554783,0.17901623,0.000068833084,0.012937981,0.00018509645],"about_ca_topic_score_codex":0.0028269484,"about_ca_topic_score_gemma":0.001973037,"teacher_disagreement_score":0.2717395,"about_ca_system_score_codex":0.00034888083,"about_ca_system_score_gemma":0.00008443662,"threshold_uncertainty_score":0.42735192},"labels":[],"label_agreement":null},{"id":"W2916489287","doi":"10.1504/ijhm.2019.10019496","title":"Engine Speed Reduction for Hydraulic Machinery Using Predictive Algorithms","year":2019,"lang":"en","type":"article","venue":"International Journal of Hydromechatronics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Reduction (mathematics); Computer science; Algorithm; Mathematics","score_opus":0.011641987533534112,"score_gpt":0.2497040481721678,"score_spread":0.23806206063863367,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2916489287","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7620765,0.00088006037,0.22569586,0.00024457337,0.010120894,0.00029654326,0.000039490562,0.00006580749,0.00058029976],"genre_scores_gemma":[0.9945742,0.00012811669,0.0038920476,0.000022649021,0.0012135379,0.0000024304525,0.0000145959275,0.00004391196,0.00010851378],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99848765,0.00002137361,0.0005853273,0.000111884234,0.000593658,0.00020008204],"domain_scores_gemma":[0.999255,0.0000621964,0.00024279307,0.00012564297,0.00023598103,0.00007841453],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004728902,0.00016028972,0.0002869722,0.00028436448,0.000022068365,0.00005249545,0.00040907957,0.00010204625,0.00007142111],"category_scores_gemma":[0.000027094335,0.00014951828,0.00020042979,0.000091080314,0.000015943708,0.00035254334,0.000026769841,0.00023384184,0.000021173391],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005076825,0.00003528739,0.000065945016,0.000051256447,0.00060443213,0.000010969785,0.0005104261,0.9809233,0.01183444,0.00024865547,0.0006127876,0.0050517404],"study_design_scores_gemma":[0.0010665623,0.00015481754,0.000022284663,0.00015937952,0.0000459278,0.0009973805,0.00029451822,0.98587644,0.0026574924,0.0009302229,0.0076439464,0.00015105041],"about_ca_topic_score_codex":0.000014301246,"about_ca_topic_score_gemma":5.206028e-7,"teacher_disagreement_score":0.23249772,"about_ca_system_score_codex":0.00039212723,"about_ca_system_score_gemma":0.00006668745,"threshold_uncertainty_score":0.6097179},"labels":[],"label_agreement":null},{"id":"W2916820690","doi":"10.1155/2019/4359524","title":"An Investigation on Speed Control of a Spindle Cluster Driven by Hydraulic Motor: Application to Metal Cutting Machines","year":2019,"lang":"en","type":"article","venue":"International Journal of Rotating Machinery","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Control theory (sociology); Overshoot (microwave communication); PID controller; Computer science; Hydraulic motor; Electronic speed control; Controller (irrigation); Rotational speed; Inertia; Fuzzy logic; Hydraulic machinery; Control engineering; Mechanical engineering; Physics; Engineering","score_opus":0.006502657939881356,"score_gpt":0.24106166625256314,"score_spread":0.23455900831268178,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2916820690","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94149655,0.00004919836,0.05629419,0.00029963558,0.0007653976,0.00030205844,0.000032468957,0.000038700236,0.00072182517],"genre_scores_gemma":[0.9966244,0.0000026502898,0.0025183237,0.00036691094,0.00038417883,0.0000075820185,0.00002377493,0.000034794302,0.000037345482],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99824387,0.000098771605,0.0007994516,0.00013520262,0.00058732467,0.00013540157],"domain_scores_gemma":[0.99883467,0.00019937969,0.0004707528,0.0001554606,0.00021966932,0.00012006995],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005547417,0.0001686463,0.0003254876,0.00027311576,0.000022759112,0.000048852668,0.00040118772,0.000059653572,0.000031789477],"category_scores_gemma":[0.00010910005,0.00014805785,0.00011448435,0.000105244275,0.0000147136025,0.0002780946,0.000017419317,0.00021183035,0.000042441323],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000078002784,0.00004676829,0.051141053,0.00005019285,0.00022076663,0.0000024713443,0.0010912232,0.6425502,0.29046988,0.000062346415,0.00027417645,0.014012952],"study_design_scores_gemma":[0.0011633504,0.00026812917,0.0067987996,0.00027741678,0.000026341926,0.00005887074,0.000085422886,0.9858767,0.004896901,0.00011061607,0.00026845987,0.00016904082],"about_ca_topic_score_codex":0.00008633061,"about_ca_topic_score_gemma":0.0000045597108,"teacher_disagreement_score":0.34332648,"about_ca_system_score_codex":0.00008254036,"about_ca_system_score_gemma":0.000023324135,"threshold_uncertainty_score":0.6037624},"labels":[],"label_agreement":null},{"id":"W2920894650","doi":"10.3390/act8010026","title":"Improving the Performance of Pump-Controlled Circuits for Single-Rod Actuators","year":2019,"lang":"en","type":"article","venue":"Actuators","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Electronic circuit; Actuator; Hydraulic circuit; Hydraulic cylinder; Control theory (sociology); Hydraulic machinery; Computer science; Engineering; Mechanical engineering; Electrical engineering; Control (management)","score_opus":0.00927604066296682,"score_gpt":0.18997519193495474,"score_spread":0.18069915127198793,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2920894650","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9845046,0.00010263998,0.00868492,0.000022000719,0.0010732743,0.0010656266,0.0000061973656,0.00012302502,0.004417756],"genre_scores_gemma":[0.99937266,0.000009391387,0.00009133628,0.000038288916,0.00012984665,0.00009329448,0.0000035953337,0.000047539303,0.00021405565],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99890053,0.000022067477,0.00042377188,0.00015006427,0.00020017226,0.00030339748],"domain_scores_gemma":[0.99892515,0.00043217503,0.00013524538,0.0004060973,0.000046240362,0.000055112178],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040772432,0.00018765144,0.0004210969,0.00006872837,0.00005693385,0.00003040325,0.00027167844,0.000095361145,0.000058423764],"category_scores_gemma":[0.00010196869,0.00012629245,0.00015538005,0.00013706386,0.000026073545,0.00016077938,0.00001947568,0.00010092243,0.00007525305],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002611814,0.0001993453,0.020821638,0.0051852074,0.0017143782,0.0000028863942,0.018747695,0.025523331,0.1986606,0.0018936095,0.002071147,0.72491896],"study_design_scores_gemma":[0.0082781585,0.00058984675,0.0012921215,0.00035987227,0.00022305938,0.000033365606,0.001617598,0.88745505,0.09131325,0.00011906345,0.0077979015,0.0009207444],"about_ca_topic_score_codex":0.00001893202,"about_ca_topic_score_gemma":0.0000026327568,"teacher_disagreement_score":0.8619317,"about_ca_system_score_codex":0.00005231932,"about_ca_system_score_gemma":0.000033955086,"threshold_uncertainty_score":0.51500565},"labels":[],"label_agreement":null},{"id":"W2922222801","doi":"10.1002/eqe.3155","title":"Development of a ten‐element hybrid simulation platform and an adjustable yielding brace for performance evaluation of multi‐story braced frames subjected to earthquakes","year":2019,"lang":"en","type":"article","venue":"Earthquake Engineering & Structural Dynamics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Brace; Structural engineering; Braced frame; Frame (networking); Finite element method; Engineering; Computer science; Mechanical engineering","score_opus":0.017976952176609502,"score_gpt":0.2527034277770278,"score_spread":0.23472647560041832,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2922222801","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.937203,0.000119414195,0.061213125,0.0000023374887,0.0003703021,0.0009381053,0.000030948075,0.00010678479,0.000015989503],"genre_scores_gemma":[0.973907,0.0000039814295,0.025870442,0.000002412137,0.00003272297,0.000036046702,0.000081893864,0.000042842672,0.000022664184],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99866104,0.000015594864,0.00049680064,0.00020442896,0.00035083413,0.00027132066],"domain_scores_gemma":[0.99928766,0.00013225427,0.00010470392,0.00021690535,0.00017497549,0.00008352579],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005017374,0.00022643378,0.00033907182,0.00016720788,0.000055249813,0.000021553742,0.00010473058,0.00007890648,0.000017097524],"category_scores_gemma":[0.00007996311,0.000231505,0.00004071358,0.00013694158,0.000009865201,0.00029466933,0.000023252278,0.00011822535,0.0000022954607],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012836332,0.0000038210414,0.0016687745,0.0003623512,0.000041083247,5.739815e-8,0.0017828034,0.7748855,0.004222214,0.000024640249,7.0524675e-7,0.21699525],"study_design_scores_gemma":[0.00048492456,0.000062973864,0.2693695,0.00014875302,0.000022482369,0.0000018374108,0.00023335993,0.7260308,0.0034033519,0.000002058055,0.000045348097,0.00019459786],"about_ca_topic_score_codex":0.00000869983,"about_ca_topic_score_gemma":0.00005542484,"teacher_disagreement_score":0.26770073,"about_ca_system_score_codex":0.0001334295,"about_ca_system_score_gemma":0.00004841559,"threshold_uncertainty_score":0.94404995},"labels":[],"label_agreement":null},{"id":"W2928904599","doi":"10.1088/1755-1315/240/2/022024","title":"Hydraulic turbine start-up: a fluid-structure simulation methodology","year":2019,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université Laval; TransCanada (Canada)","funders":"","keywords":"Hydraulic fluid; Fluid coupling; Mechanical engineering; Francis turbine; Focus (optics); Fluid dynamics; Computation; Coupling (piping); Flow (mathematics); Turbine; Hydraulic machinery; Work (physics); Hydraulic turbines; Engineering; Computer science; Marine engineering; Mechanics; Physics","score_opus":0.022263888670691005,"score_gpt":0.22579278706473233,"score_spread":0.2035288983940413,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2928904599","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99545425,0.00014546838,0.0013425918,0.000041762018,0.0005112948,0.00020459824,0.000024016577,0.00007033522,0.0022056992],"genre_scores_gemma":[0.9984958,0.00007873076,0.00070887123,0.00006758896,0.000034287128,0.000003949233,0.000014747503,0.0000104916235,0.0005855392],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99890405,0.00003796385,0.00018886557,0.0002831145,0.00025452313,0.0003314547],"domain_scores_gemma":[0.99951875,0.000056524186,0.000033176577,0.0002328391,0.0000064244473,0.00015225605],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00020624178,0.00016867732,0.00020618858,0.000061484156,0.00011645052,0.00007306163,0.0001762972,0.0000725749,0.00094332953],"category_scores_gemma":[0.000019256731,0.00014708743,0.000021316195,0.00013588718,0.00038735024,0.0005039118,0.00006491765,0.00010588267,0.00011297681],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016917005,0.0000053230865,0.0018042475,0.000053689033,0.000010792081,0.0000023606542,0.0023278408,0.080167234,0.89525735,0.00028950337,0.0000145982685,0.020050129],"study_design_scores_gemma":[0.00091317075,0.00038891958,0.10537311,0.00007485107,0.000021719497,0.000145155,0.0032099588,0.61752725,0.24521908,0.000709912,0.025513899,0.0009029587],"about_ca_topic_score_codex":0.000029635068,"about_ca_topic_score_gemma":0.000022521706,"teacher_disagreement_score":0.6500383,"about_ca_system_score_codex":0.00002734715,"about_ca_system_score_gemma":0.000020932033,"threshold_uncertainty_score":0.99996996},"labels":[],"label_agreement":null},{"id":"W2933841309","doi":"10.1088/1755-1315/240/2/022051","title":"A step forward: IEC 62097-Edition 2 - “Hydraulic Machines, Radial and Axial – Methodology for Performance Transposition from Model to Prototype”","year":2019,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BC Hydro (Canada)","funders":"","keywords":"Scalability; Scaling; Computer science; Transposition (logic); Leakage (economics); Mechanical engineering; Engineering; Mathematics; Artificial intelligence","score_opus":0.018562237291671946,"score_gpt":0.216025185004021,"score_spread":0.19746294771234904,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2933841309","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96573853,0.00005376888,0.032016184,0.000072944924,0.00021803164,0.0008927285,0.00014277366,0.000039987077,0.0008250541],"genre_scores_gemma":[0.99154365,0.00008273641,0.00793698,0.000111513444,0.000055034212,0.00012176504,0.000044452743,0.000010940317,0.00009295206],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990585,0.000021421592,0.00017218715,0.00029845219,0.00017346338,0.00027599008],"domain_scores_gemma":[0.9996344,0.000036591857,0.000025701267,0.00013212704,0.0000057443563,0.00016547917],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021761205,0.0001549081,0.00020134113,0.00004554884,0.00016112448,0.00006498872,0.00011693173,0.00006608637,0.00008242895],"category_scores_gemma":[0.0000052056985,0.00014214896,0.000020962822,0.000059338385,0.0002490932,0.00055037916,0.000026633688,0.000071025366,0.000027163613],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00041485453,0.000027358046,0.0017334126,0.00027692976,0.000026011041,0.0000012167848,0.0053930483,0.027236408,0.8731305,0.0015394207,0.000027713431,0.0901931],"study_design_scores_gemma":[0.000861699,0.00077602174,0.028723406,0.000078652665,0.000021746031,0.00002833764,0.0003897374,0.8993545,0.06667747,0.000494297,0.002169516,0.0004246239],"about_ca_topic_score_codex":0.000121335135,"about_ca_topic_score_gemma":0.0000694421,"teacher_disagreement_score":0.8721181,"about_ca_system_score_codex":0.000024451516,"about_ca_system_score_gemma":0.000019453373,"threshold_uncertainty_score":0.5796666},"labels":[],"label_agreement":null},{"id":"W2938941624","doi":"10.1080/13873954.2019.1601111","title":"Nonlinear dynamic modeling of pneumatic nailing devices","year":2019,"lang":"en","type":"article","venue":"Mathematical and Computer Modelling of Dynamical Systems","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure; Université du Québec à Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Nonlinear system; Piston (optics); Representation (politics); Mechanical engineering; Displacement (psychology); Process (computing); Engineering; Computer science; Simulation; Structural engineering; Control theory (sociology); Physics; Artificial intelligence","score_opus":0.01452344460728843,"score_gpt":0.1986580153009992,"score_spread":0.18413457069371075,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2938941624","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.48031655,0.00028111422,0.5186028,0.0000033694143,0.0001543055,0.00020297404,0.000004955739,0.00006389581,0.0003700436],"genre_scores_gemma":[0.9809097,0.000023041162,0.018939147,0.0000031776708,0.000037569887,0.00000921152,0.0000055358564,0.0000378309,0.000034760018],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99806607,0.000044961893,0.0010734522,0.0002232873,0.00033242218,0.00025983853],"domain_scores_gemma":[0.9991526,0.00024904465,0.00012207706,0.00030526673,0.000065859735,0.000105149295],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033141015,0.00023928599,0.0008630553,0.00009640908,0.000024394589,0.000034433808,0.00021624671,0.00014080008,0.000010658524],"category_scores_gemma":[0.000004437737,0.00019530884,0.00011506884,0.000121582896,0.00004055956,0.00009023624,0.000057566947,0.00014771188,0.000030348727],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000032538621,0.000043698878,0.00005819291,0.007219312,0.000074546,7.269879e-7,0.00045773468,0.98752666,0.00017965966,0.004079474,7.868709e-7,0.00035594736],"study_design_scores_gemma":[0.00022074212,0.000057847,0.0000026326104,0.0017712683,0.000025689224,0.000024780247,0.00012644735,0.9958337,0.000011914166,0.001719736,0.0000055803307,0.00019967537],"about_ca_topic_score_codex":0.000026147041,"about_ca_topic_score_gemma":8.375263e-7,"teacher_disagreement_score":0.5005932,"about_ca_system_score_codex":0.000024569357,"about_ca_system_score_gemma":0.000010481379,"threshold_uncertainty_score":0.7964463},"labels":[],"label_agreement":null},{"id":"W2941162709","doi":"","title":"Air entrainment and air-water separation in hydraulic air compressors","year":2018,"lang":"en","type":"dissertation","venue":"Lu Zone Ul (Laurentian University)","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Northern Ontario Heritage Fund Corporation","keywords":"Air entrainment; Air compressor; Entrainment (biomusicology); Environmental science; Separation (statistics); Air separation; Gas compressor; Environmental engineering; Engineering; Civil engineering; Mechanical engineering; Chemistry; Computer science; Physics","score_opus":0.006396381027876072,"score_gpt":0.1973836035168294,"score_spread":0.19098722248895333,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2941162709","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92938995,0.0003150338,0.0016511447,0.00007099876,0.0015108028,0.0006321125,0.00002502033,0.00027572454,0.066129185],"genre_scores_gemma":[0.9827556,0.00009157759,0.00006800426,0.00003591083,0.00013702303,0.0000041830385,0.0012738206,0.0000536844,0.015580168],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.99857026,0.000074680065,0.0003202685,0.00037650377,0.00026676463,0.0003915127],"domain_scores_gemma":[0.9993969,0.000022327558,0.00008189767,0.00028870496,0.000040396288,0.00016978299],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000100218494,0.00037535632,0.00044255794,0.0005530918,0.00009844266,0.00002372118,0.00023639205,0.00037846455,0.00037298445],"category_scores_gemma":[0.0000036635859,0.00039505318,0.000097051474,0.00024319635,0.000042943866,0.0002036288,0.00003240552,0.00026923954,0.00017260326],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015812016,0.0017007302,0.0086393235,0.022339782,0.006878639,0.002715162,0.51291925,0.14285141,0.05987603,0.0042154333,0.20314224,0.03314082],"study_design_scores_gemma":[0.004848024,0.00027862153,0.010090862,0.0023370755,0.0006502821,0.00004098062,0.04216986,0.038241126,0.025364526,0.00014145313,0.872821,0.0030161988],"about_ca_topic_score_codex":0.00019377406,"about_ca_topic_score_gemma":0.007657552,"teacher_disagreement_score":0.66967875,"about_ca_system_score_codex":0.00021707249,"about_ca_system_score_gemma":0.000028253784,"threshold_uncertainty_score":0.99985015},"labels":[],"label_agreement":null},{"id":"W2947861836","doi":"10.1109/tmech.2019.2919673","title":"Control of an Electromechanical Clutch Actuator Using a Dual Sliding Mode Controller: Theory and Experimental Investigations","year":2019,"lang":"en","type":"article","venue":"IEEE/ASME Transactions on Mechatronics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"Mitacs","keywords":"Clutch; Control theory (sociology); Robustness (evolution); Actuator; Powertrain; Robust control; Sliding mode control; Engineering; Controller (irrigation); Lyapunov function; Control engineering; Control system; Computer science; Nonlinear system; Automotive engineering; Torque; Control (management)","score_opus":0.0099673701750528,"score_gpt":0.2406646519256128,"score_spread":0.23069728175055998,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2947861836","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5606141,0.00012656742,0.43841678,0.0000110148885,0.00026544204,0.00036524353,0.000043917105,0.00011056579,0.000046320583],"genre_scores_gemma":[0.9975002,0.00001696109,0.002246779,0.000047314326,0.000045777077,0.00004994551,0.000004130847,0.00006216696,0.000026717591],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99850273,0.00018372921,0.00044731508,0.00025938256,0.00025813322,0.00034869026],"domain_scores_gemma":[0.9991632,0.00026431857,0.00007548873,0.0002859217,0.000033627497,0.00017741932],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004271777,0.00025584997,0.0004623907,0.00015823606,0.00011847026,0.00003480392,0.00011885565,0.00018560317,0.000099050325],"category_scores_gemma":[0.000008259963,0.00025703295,0.00012149138,0.00015090959,0.000034395493,0.0002554449,0.0000017581317,0.0003021161,0.000020688112],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000110772104,0.00009351683,0.00000227492,0.000055878467,0.00020249857,9.256472e-7,0.00091146317,0.29372948,0.69391733,0.010401298,0.0000026315945,0.0005719085],"study_design_scores_gemma":[0.001990641,0.0002948504,0.0000013149223,0.0000613151,0.00008432658,0.000035696008,0.0007336591,0.8480586,0.14751193,0.0009516407,0.00003950592,0.00023654202],"about_ca_topic_score_codex":0.00003132809,"about_ca_topic_score_gemma":0.000009941514,"teacher_disagreement_score":0.5543291,"about_ca_system_score_codex":0.00017036773,"about_ca_system_score_gemma":0.000072228286,"threshold_uncertainty_score":0.9999882},"labels":[],"label_agreement":null},{"id":"W2948477343","doi":"10.11159/ffhmt19.137","title":"Monitoring the Best Operating Point of Centrifugal Pumps Using Blade Passing Vibration Signals","year":2019,"lang":"en","type":"article","venue":"Proceedings of the ... International Conference on Fluid Flow, Heat and Mass Transfer","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Blade (archaeology); Centrifugal pump; Vibration; Centrifugal force; Point (geometry); Mechanical engineering; Acoustics; Computer science; Engineering; Physics; Impeller; Mathematics; Rotational speed","score_opus":0.026969048745309244,"score_gpt":0.2360617276888791,"score_spread":0.20909267894356984,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2948477343","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.985785,0.00009221601,0.0038721191,0.0004760871,0.0007486377,0.00033796646,0.000012026157,0.000026547716,0.008649414],"genre_scores_gemma":[0.9992579,0.00008969686,0.0003975869,0.000024767196,0.00014879133,0.00001104236,0.0000012222836,0.000019359026,0.000049588907],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99887896,0.000010242515,0.00040674524,0.00015501832,0.00038786174,0.00016115421],"domain_scores_gemma":[0.9995908,0.000054022625,0.00003053035,0.00007856361,0.00020792885,0.000038160582],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026336408,0.00016348985,0.00022074647,0.00006544177,0.00007387113,0.000118520285,0.0003055652,0.000073476105,0.000059654878],"category_scores_gemma":[0.000022211876,0.00010824876,0.00007837746,0.000090805486,0.000047998095,0.00027463536,0.000025412824,0.00016020573,0.000003657886],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016589807,0.000014098534,0.003495489,0.00016291293,0.00006944802,1.0064919e-7,0.0012290076,0.011370626,0.9800689,0.002963001,0.000007962841,0.0006018387],"study_design_scores_gemma":[0.0002863418,0.000035753157,0.00024964154,0.00095845916,0.000025536347,0.000006210123,0.0014375902,0.5126106,0.48407596,0.00017498569,0.000027210124,0.000111692934],"about_ca_topic_score_codex":0.000042159863,"about_ca_topic_score_gemma":7.6068574e-7,"teacher_disagreement_score":0.50123996,"about_ca_system_score_codex":0.000047684505,"about_ca_system_score_gemma":0.000026505346,"threshold_uncertainty_score":0.44142562},"labels":[],"label_agreement":null},{"id":"W29487799","doi":"10.1016/j.ijppaw.2018.02.001","title":"Processo per confezionare un pneumatico e apparato operante secondo tale processo","year":2012,"lang":"en","type":"article","venue":"International Journal for Parasitology Parasites and Wildlife","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Fondation de la faune du Québec; Fonds de recherche du Québec – Nature et technologies; Environment Canada; Natural Sciences and Engineering Research Council of Canada; Université du Québec à Rimouski","keywords":"Process (computing); Computer science; Operating system","score_opus":0.01272836655772267,"score_gpt":0.2987222331956296,"score_spread":0.28599386663790693,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W29487799","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9735107,0.0034489096,0.016139995,0.0010909871,0.0033202253,0.0003778873,0.000073126335,0.00011242444,0.0019257368],"genre_scores_gemma":[0.9964777,0.00034442457,0.0008770924,0.0007649719,0.0009830347,0.000109248176,0.000046393714,0.000045686873,0.00035143117],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983483,0.00004828456,0.0006145569,0.00019042108,0.00030047406,0.0004979844],"domain_scores_gemma":[0.99897146,0.00018634918,0.00016707934,0.000116912226,0.00026679484,0.00029139538],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00035279276,0.00029106607,0.0004229257,0.00015807143,0.000233563,0.00016101167,0.00035199945,0.00018044678,0.0001971825],"category_scores_gemma":[0.00008683241,0.00024733288,0.00012200191,0.000067006644,0.00008710398,0.0005347878,0.000030475736,0.00027102916,0.00012579403],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002149379,0.00039717625,0.9128538,0.00066081475,0.0024788042,0.00006268011,0.008923856,0.004654056,0.0035117564,0.0044915937,0.049513582,0.01223698],"study_design_scores_gemma":[0.010300238,0.00062483555,0.23205501,0.001073831,0.00047089788,0.03462149,0.004191111,0.07539899,0.0044394736,0.0053582354,0.62841713,0.003048721],"about_ca_topic_score_codex":0.000006874419,"about_ca_topic_score_gemma":0.0000061899177,"teacher_disagreement_score":0.68079877,"about_ca_system_score_codex":0.00005247509,"about_ca_system_score_gemma":0.000044150143,"threshold_uncertainty_score":0.9999979},"labels":[],"label_agreement":null},{"id":"W29493174","doi":"","title":"Frequency response of hydraulic hoses","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Fluid power; Computer science; Engineering; Environmental science; Mechanical engineering","score_opus":0.017668887773912907,"score_gpt":0.19811884308289804,"score_spread":0.18044995530898514,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W29493174","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.73706406,0.0007769494,0.0029296605,0.00008506044,0.00020841477,0.00008282564,0.0000025283452,0.00026446604,0.25858602],"genre_scores_gemma":[0.99726,0.000034359215,0.00043358153,0.000030012945,0.000028197996,0.000006031534,3.5833418e-7,0.000013541828,0.0021939261],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994997,0.000030603314,0.00020132656,0.000057224373,0.000096325486,0.000114826886],"domain_scores_gemma":[0.99962527,0.00010963039,0.00001552608,0.00019398228,0.000013539874,0.0000420664],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001243759,0.00007179422,0.00013108746,0.000052962987,0.000011253482,0.000006152823,0.00008918403,0.000042686173,0.0018478867],"category_scores_gemma":[0.000047989444,0.000061153034,0.000036317655,0.00011415568,0.000016213326,0.000054059452,0.000005465688,0.000036195277,0.0005010353],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000059597493,0.00034161026,0.026191454,0.0016983665,0.0006062884,0.00011886786,0.025705323,0.03848446,0.49749327,0.009199827,0.34438673,0.055714197],"study_design_scores_gemma":[0.0024563554,0.00047260633,0.057664193,0.00058169366,0.00007745979,0.0002348541,0.0014914529,0.6612005,0.16400911,0.0016431347,0.10824404,0.0019246025],"about_ca_topic_score_codex":0.000037636266,"about_ca_topic_score_gemma":0.0000033342646,"teacher_disagreement_score":0.622716,"about_ca_system_score_codex":0.00001276205,"about_ca_system_score_gemma":0.0000022583579,"threshold_uncertainty_score":0.99906456},"labels":[],"label_agreement":null},{"id":"W2953587975","doi":"10.1016/j.fss.2019.06.016","title":"Adaptive control of Markov jump distributed parameter systems via model reference","year":2019,"lang":"en","type":"article","venue":"Fuzzy Sets and Systems","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Higher Education Discipline Innovation Project; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Mathematics; Control theory (sociology); Nonlinear system; Markov chain; Distributed parameter system; Markov process; Controller (irrigation); Applied mathematics; Markov model; Adaptive control; Galerkin method; Fuzzy control system; Mathematical optimization; Fuzzy logic; Computer science; Partial differential equation; Control (management); Mathematical analysis; Artificial intelligence; Statistics","score_opus":0.017789419059736484,"score_gpt":0.20889737636581907,"score_spread":0.19110795730608257,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2953587975","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.63401777,0.0066890763,0.3189935,0.000021190188,0.00346695,0.0030768039,0.0019261023,0.00042060943,0.031387962],"genre_scores_gemma":[0.99929726,0.000042201304,0.000047964677,0.0000068062977,0.000057062512,0.000078594174,0.000051067946,0.000034311084,0.00038473125],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99838984,0.00011211959,0.0006455387,0.00024527343,0.00028793365,0.00031932094],"domain_scores_gemma":[0.9989815,0.00020687355,0.00014798739,0.00040641899,0.00011892665,0.0001383233],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037141834,0.00025467188,0.00074027706,0.000071946386,0.000029460236,0.00006056102,0.00015916702,0.00019272044,0.000007765988],"category_scores_gemma":[0.000017688535,0.00020407094,0.000056734007,0.00012993511,0.000031217096,0.000116470685,0.000020189567,0.00014027655,0.00007580903],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007272632,0.000039730377,0.0043454734,0.0034407743,0.00053056685,0.00000953384,0.001354008,0.9797669,0.0025929671,0.0026685835,0.003909156,0.0012695842],"study_design_scores_gemma":[0.0006527139,0.0000739962,0.0003881591,0.00040304536,0.000031959647,0.000033173987,0.0004231191,0.9965302,0.000011868861,0.00003969444,0.00116642,0.00024569663],"about_ca_topic_score_codex":0.00030610763,"about_ca_topic_score_gemma":0.0000039737397,"teacher_disagreement_score":0.36527947,"about_ca_system_score_codex":0.00005064968,"about_ca_system_score_gemma":0.000021770442,"threshold_uncertainty_score":0.83217716},"labels":[],"label_agreement":null},{"id":"W2953928417","doi":"10.22260/isarc2019/0134","title":"Development of an Earthmoving Machinery Autonomous Excavator Development Platform","year":2019,"lang":"en","type":"article","venue":"Proceedings of the ... ISARC","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Excavator; Automation; Software; Computer science; Software engineering; Engineering; Manufacturing engineering; Operating system; Mechanical engineering","score_opus":0.011550265160584328,"score_gpt":0.19683267408650754,"score_spread":0.1852824089259232,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2953928417","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97455084,0.000055559787,0.00008009121,0.000010114071,0.0003124063,0.00029511718,0.0000015056669,0.00010335782,0.024591027],"genre_scores_gemma":[0.98525083,0.0000016285888,0.014141093,0.000012978414,0.000036612062,0.000017489863,0.0000015169425,0.00003373229,0.00050410244],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9987237,0.0000019318923,0.00056681014,0.00014852494,0.00031791528,0.00024111453],"domain_scores_gemma":[0.99955285,0.000020927815,0.00015744068,0.0001312863,0.00007013875,0.000067335226],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040967518,0.0001742314,0.00029677062,0.00007893985,0.00005688195,0.000020571006,0.000412584,0.000074730124,0.00006114066],"category_scores_gemma":[0.000019423234,0.00012989982,0.000053121577,0.00015042773,0.000022691505,0.00020608558,0.000105565996,0.00011632501,0.000049750386],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000577958,0.0002350298,0.05113332,0.007656197,0.00061987754,8.75429e-7,0.098083675,0.003954807,0.67527264,0.0027309814,0.0011183295,0.15913644],"study_design_scores_gemma":[0.0011588489,0.000077464945,0.05335243,0.0014459981,0.000035252215,0.000046609857,0.0049316674,0.045829326,0.8381847,0.0002455917,0.053729802,0.00096227723],"about_ca_topic_score_codex":0.000009242522,"about_ca_topic_score_gemma":0.0000049226796,"teacher_disagreement_score":0.16291207,"about_ca_system_score_codex":0.00008855678,"about_ca_system_score_gemma":0.00007926866,"threshold_uncertainty_score":0.52971613},"labels":[],"label_agreement":null},{"id":"W2956024677","doi":"10.22260/isarc2019/0034","title":"Accurate Position Control for Hydraulic Servomechanisms","year":2019,"lang":"en","type":"article","venue":"Proceedings of the ... ISARC","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science; Position (finance); Control theory (sociology); Control (management); Control engineering; Hydraulic machinery; Artificial intelligence; Engineering; Mechanical engineering; Business","score_opus":0.007096110264847578,"score_gpt":0.1953020138482532,"score_spread":0.1882059035834056,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2956024677","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9573935,0.0001202311,0.0060347393,0.0008684808,0.0011163007,0.0017787099,0.000032426833,0.00024620368,0.032409377],"genre_scores_gemma":[0.99888486,0.000004912567,0.00022993993,0.00016317394,0.00009422778,0.00006959848,0.0000014375537,0.000031946365,0.00051989325],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992732,0.000002638963,0.00024334439,0.00011693778,0.0001592008,0.00020469369],"domain_scores_gemma":[0.9996257,0.00004928882,0.000092989074,0.0000990433,0.00009569037,0.000037316484],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002240892,0.00012584498,0.00022373113,0.000039842296,0.000039020957,0.000030113757,0.00028546565,0.000073760944,0.000030415214],"category_scores_gemma":[0.000025434218,0.000092096554,0.00011078199,0.0001182588,0.00001282617,0.00015604976,0.000022825996,0.000070886555,0.00006075096],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008561337,0.00005022525,0.0021175637,0.0034292764,0.00030018153,1.5445714e-7,0.0025269252,0.011171083,0.9410073,0.022686988,0.014667148,0.001957514],"study_design_scores_gemma":[0.003782111,0.0003044258,0.0019197908,0.00085346383,0.00016659377,0.000051654493,0.0012659141,0.6712823,0.28386337,0.017603341,0.018178826,0.00072821975],"about_ca_topic_score_codex":0.000007564464,"about_ca_topic_score_gemma":3.5278254e-7,"teacher_disagreement_score":0.6601112,"about_ca_system_score_codex":0.000036175246,"about_ca_system_score_gemma":0.000006843489,"threshold_uncertainty_score":0.37555885},"labels":[],"label_agreement":null},{"id":"W2956201406","doi":"10.1115/fpmc2019-1615","title":"Measuring the Losses of Hydrostatic Pumps and Motors: A Critical Review of ISO4409:2007","year":2019,"lang":"en","type":"review","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Positive displacement meter; Volumetric efficiency; Displacement (psychology); Volume (thermodynamics); Hydrostatic equilibrium; Mechanical engineering; Hydraulic pump; Efficient energy use; Volumetric flow rate; Automotive engineering; Control theory (sociology); Computer science; Mechanics; Engineering; Electrical engineering; Physics; Thermodynamics","score_opus":0.0922232778970371,"score_gpt":0.3133046879348657,"score_spread":0.2210814100378286,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2956201406","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000016948956,0.9829084,0.00066710886,0.00001598041,0.0002901144,0.00092020293,0.0000244174,0.000038415306,0.015133628],"genre_scores_gemma":[0.00015501896,0.999368,0.000108029606,0.000026348753,0.00006331987,0.000051020455,0.000005424261,0.000048435362,0.00017439276],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980918,0.0001473687,0.0011182321,0.00016019713,0.00028703516,0.00019536205],"domain_scores_gemma":[0.9979879,0.0012245388,0.00015342631,0.00051241607,0.00006177103,0.00005992303],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007152099,0.00029820827,0.0021374053,0.00006964385,0.000015598824,0.000013168587,0.00025787723,0.00013468083,0.00019742174],"category_scores_gemma":[0.00046776034,0.00017032816,0.00027927547,0.00018175591,0.000086331325,0.000047429545,0.000047428348,0.00019127276,0.000064594846],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[1.2622107e-7,0.000006633161,0.0000016123998,0.8841783,0.00013570108,8.050232e-7,0.000048054248,0.000007252968,3.1252014e-7,0.00027717513,0.0011221897,0.11422186],"study_design_scores_gemma":[0.000034621648,0.00001714075,6.2416024e-7,0.34813058,0.0006145792,0.000053085932,0.000020265044,0.00049358484,0.0000019012305,0.00001453032,0.65044785,0.0001712274],"about_ca_topic_score_codex":0.00003502587,"about_ca_topic_score_gemma":0.0000011157583,"teacher_disagreement_score":0.64932567,"about_ca_system_score_codex":0.00002577217,"about_ca_system_score_gemma":0.00006163893,"threshold_uncertainty_score":0.69457805},"labels":[],"label_agreement":null},{"id":"W2959164364","doi":"10.3390/pr7070451","title":"Discrete-Time Kalman Filter Design for Linear Infinite-Dimensional Systems","year":2019,"lang":"en","type":"article","venue":"Processes","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Kalman filter; Discretization; Alpha beta filter; Control theory (sociology); Estimator; Computer science; Linear system; Invariant extended Kalman filter; Fast Kalman filter; Applied mathematics; Realization (probability); Mathematics; Filter (signal processing); Mathematical optimization; Extended Kalman filter; Mathematical analysis; Moving horizon estimation","score_opus":0.019690604971561727,"score_gpt":0.22929798877887392,"score_spread":0.2096073838073122,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2959164364","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3566814,0.017880855,0.5786863,0.000276803,0.0051922314,0.0074593937,0.0002914854,0.003032353,0.030499179],"genre_scores_gemma":[0.99429256,0.000020507825,0.0019907346,0.000039014394,0.00026611978,0.00021145378,0.000039513783,0.000059771588,0.0030803562],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991512,0.000018673727,0.00026358225,0.00016239824,0.00016350164,0.00024064546],"domain_scores_gemma":[0.9991893,0.00042938677,0.000041481715,0.00017711279,0.00009653262,0.00006618451],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00018875749,0.0001635916,0.00025797592,0.000055001463,0.00003970876,0.000043511493,0.00014173696,0.00008214151,0.00013603063],"category_scores_gemma":[0.00009211489,0.00013369373,0.000038228027,0.00013289247,0.000011683169,0.00013779529,0.000014891751,0.000059731254,0.0011188617],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000037085185,0.000029247158,0.00064702233,0.01344348,0.00015700616,0.0000026554212,0.0010703742,0.9617582,0.0032132633,0.00006992963,0.01922664,0.0003450995],"study_design_scores_gemma":[0.00048621377,0.00010750031,0.000024671375,0.0004927983,0.000025292506,0.000020248302,0.00006550426,0.91663134,0.0032850662,0.00010919749,0.07837875,0.00037339734],"about_ca_topic_score_codex":0.0000075352223,"about_ca_topic_score_gemma":6.245305e-7,"teacher_disagreement_score":0.6376111,"about_ca_system_score_codex":0.000019038964,"about_ca_system_score_gemma":0.000045284778,"threshold_uncertainty_score":0.9996589},"labels":[],"label_agreement":null},{"id":"W2962888844","doi":"10.3390/act8030056","title":"Position Control of Pneumatic Actuators Using Three-Mode Discrete-Valued Model Predictive Control","year":2019,"lang":"en","type":"article","venue":"Actuators","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"China Scholarship Council; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Control theory (sociology); Mean squared error; Actuator; Pneumatic actuator; Robustness (evolution); Approximation error; Sliding mode control; Overshoot (microwave communication); Root mean square; Solenoid valve; Mathematics; Model predictive control; Computer science; Algorithm; Engineering; Physics; Artificial intelligence; Nonlinear system; Statistics","score_opus":0.007427789960044539,"score_gpt":0.2268872372895122,"score_spread":0.21945944732946768,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2962888844","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4588893,0.00004521766,0.539187,0.000011021973,0.00026896593,0.00057293754,0.00007347055,0.00012876614,0.0008233165],"genre_scores_gemma":[0.99883485,0.0000049270716,0.00089807785,0.00005158635,0.000065646695,0.000038399103,0.000013324942,0.00007732968,0.000015884867],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982515,0.000066935565,0.0006282373,0.00024397782,0.00041922196,0.000390131],"domain_scores_gemma":[0.99893486,0.00019508392,0.00019546693,0.00045860116,0.00007023798,0.00014574164],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00025645603,0.00032101313,0.00068079,0.0001507126,0.000054489683,0.000027643206,0.00022822169,0.00019028258,0.00007052163],"category_scores_gemma":[0.000048218597,0.00028582118,0.00018241558,0.00016614326,0.00005076431,0.00031678908,0.000016991715,0.00018278802,0.00007241434],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007022794,0.000029295616,0.0045066127,0.00031778245,0.0004870322,0.0000018201199,0.0016462697,0.9817236,0.008958215,0.0008991574,0.000065637694,0.0012943608],"study_design_scores_gemma":[0.0016550798,0.00008560611,0.00048465192,0.0002406735,0.00016058737,0.000008798051,0.00019572627,0.9951882,0.00065687724,0.001038873,0.0000063448715,0.00027859738],"about_ca_topic_score_codex":0.000099021294,"about_ca_topic_score_gemma":0.00000854972,"teacher_disagreement_score":0.53994554,"about_ca_system_score_codex":0.00018163268,"about_ca_system_score_gemma":0.00006848083,"threshold_uncertainty_score":0.9999594},"labels":[],"label_agreement":null},{"id":"W2963475502","doi":"","title":"Dynamic Characterization Of Hydroelectric Turbine In Transient Using OBMA And Phase-Shift Analysis","year":2019,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hydro-Québec; École de Technologie Supérieure","funders":"","keywords":"Modal analysis; Harmonic analysis; Transient (computer programming); Acoustics; Modal; Bandwidth (computing); Harmonic; Resonance (particle physics); Turbine; Mode (computer interface); Time–frequency analysis; SIGNAL (programming language); Computer science; Control theory (sociology); Physics; Engineering; Electronic engineering; Vibration; Telecommunications; Materials science; Artificial intelligence; Mechanical engineering","score_opus":0.009892368236373657,"score_gpt":0.2216041139690243,"score_spread":0.21171174573265064,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2963475502","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6908405,0.00050388195,0.30670035,0.00014949556,0.00009592421,0.00031614507,0.00005474538,0.00006793995,0.0012710785],"genre_scores_gemma":[0.99662274,0.00049269496,0.0019293975,0.0000058942555,0.000004857949,0.00001964053,0.00068138057,0.000036372516,0.00020701648],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99735075,0.0011274392,0.0006742247,0.0003785481,0.00024329161,0.00022573526],"domain_scores_gemma":[0.99820745,0.0002860277,0.00028510136,0.00090164074,0.0002442759,0.000075486045],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00178257,0.00025392853,0.00060878467,0.00063455215,0.000043551907,0.000083059276,0.0003540901,0.000224736,0.00003782031],"category_scores_gemma":[0.00008999515,0.00028276318,0.00014744775,0.00093001727,0.000055185727,0.00008629817,0.00012420701,0.00031411607,0.0000034544266],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000045021174,0.0014769225,0.023127815,0.0058310563,0.0024153066,0.000012306868,0.07711904,0.32401952,0.487935,0.002248395,0.000022140082,0.075747475],"study_design_scores_gemma":[0.00046773654,3.4424926e-7,0.013379701,0.00090280635,0.00016993498,0.0000023926293,0.000026054011,0.9781028,0.0065430454,0.000063863365,0.00010366545,0.0002376335],"about_ca_topic_score_codex":0.0005815424,"about_ca_topic_score_gemma":0.00056219345,"teacher_disagreement_score":0.6540833,"about_ca_system_score_codex":0.00012539672,"about_ca_system_score_gemma":0.00006874218,"threshold_uncertainty_score":0.99996245},"labels":[],"label_agreement":null},{"id":"W2966776690","doi":"10.3390/act8030059","title":"A Critical Analysis of Valve-Compensated Hydrostatic Actuators: Qualitative Investigation","year":2019,"lang":"en","type":"article","venue":"Actuators","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Actuator; Hydraulic cylinder; Electronic circuit; Electro-hydraulic actuator; Transformer; Compensation (psychology); Mechanical engineering; Engineering; Cylinder; Computer science; Control engineering; Control theory (sociology); Electrical engineering; Control (management)","score_opus":0.014700522774876951,"score_gpt":0.284378468843498,"score_spread":0.26967794606862105,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2966776690","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9799522,0.000042836764,0.017418642,0.00003606598,0.00026380364,0.00019660426,0.00002500343,0.00014741889,0.0019173878],"genre_scores_gemma":[0.9988985,0.000004104941,0.0009028197,0.000050742958,0.000018192812,0.0000144932355,0.000051909938,0.000027985223,0.000031253498],"study_design_codex":"qualitative","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986205,0.00015646944,0.00051351415,0.00017928137,0.0003029041,0.00022734872],"domain_scores_gemma":[0.9983191,0.0010731971,0.000081580074,0.0003191398,0.00007959572,0.00012737456],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041952112,0.00017790715,0.0005274447,0.00035686733,0.000023781737,0.000022953986,0.00013978807,0.0000985824,0.0004115194],"category_scores_gemma":[0.00033388703,0.00016475361,0.00020887578,0.0010556692,0.00007635245,0.00018950437,0.000014479124,0.00011028715,0.00026825187],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000053926236,0.0002357158,0.07838459,0.003407182,0.022087242,0.000015479882,0.7430834,0.07036374,0.023602096,0.036783975,0.0043403236,0.017642334],"study_design_scores_gemma":[0.0007370014,0.00016988619,0.019545028,0.00030162628,0.0018983944,0.0000040110804,0.019044401,0.9460082,0.005900559,0.005104048,0.0004651564,0.0008216876],"about_ca_topic_score_codex":0.00012379864,"about_ca_topic_score_gemma":0.000013568818,"teacher_disagreement_score":0.87564445,"about_ca_system_score_codex":0.000063997606,"about_ca_system_score_gemma":0.00003126625,"threshold_uncertainty_score":0.67184573},"labels":[],"label_agreement":null},{"id":"W29702046","doi":"10.18433/jpps29745","title":"Simulation of Hydraulic Disturbances Caused by the Decay Heat of the Repository in Olkiluoto","year":2005,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Environmental science; Decay heat; Nuclear engineering; Engineering","score_opus":0.007297383417500824,"score_gpt":0.20998359280609988,"score_spread":0.20268620938859905,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W29702046","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97329766,0.0008666544,0.0021147311,0.00015112759,0.00018864639,0.0002465977,0.0000019550373,0.000033287182,0.023099333],"genre_scores_gemma":[0.99942136,0.0000054344437,0.0000109363855,0.000020589743,0.00004001592,0.000009538321,7.1052125e-7,0.000007821228,0.00048360493],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993676,0.00004352735,0.00031105077,0.000057723195,0.00013774057,0.0000823655],"domain_scores_gemma":[0.9994973,0.0002054783,0.000035308156,0.0002360851,0.000012575195,0.000013236449],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012736708,0.00006676911,0.00012944052,0.000016278773,0.000018194916,0.000005217822,0.00013926881,0.000038375674,0.000014696464],"category_scores_gemma":[0.00001384612,0.0000353647,0.000039829603,0.00012572044,0.000032116106,0.000048135924,0.000010726236,0.000051305942,0.00000279706],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000010717754,0.000011000856,0.005056573,0.00004077449,0.000011849914,8.103917e-8,0.0014546333,0.98507315,0.006971492,0.000033220265,0.0007486997,0.00059746415],"study_design_scores_gemma":[0.00022840865,0.00000978835,0.014878977,0.00008949871,0.0000088183015,0.0000012038412,0.00021355193,0.9051719,0.07174446,0.000012059234,0.0075660413,0.00007530961],"about_ca_topic_score_codex":0.0002649031,"about_ca_topic_score_gemma":0.00018375627,"teacher_disagreement_score":0.07990125,"about_ca_system_score_codex":0.000027496386,"about_ca_system_score_gemma":0.000006673989,"threshold_uncertainty_score":0.14421307},"labels":[],"label_agreement":null},{"id":"W2972162117","doi":"10.1109/codit.2019.8820371","title":"Diagnosis, Prognosis and Health Monitoring of Electro Hydraulic Servo Valves (EHSV) using Particle Filters","year":2019,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Particle filter; Servo; Electrohydraulic servo valve; Particle (ecology); Computer science; Control theory (sociology); Materials science; Engineering; Kalman filter; Artificial intelligence; Mechanical engineering; Geology","score_opus":0.031030764939066483,"score_gpt":0.26477729443356496,"score_spread":0.23374652949449848,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2972162117","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9962196,0.0018044474,0.0005903108,0.00017206205,0.0002456065,0.00034083272,0.0000016439317,0.00014813026,0.000477364],"genre_scores_gemma":[0.9981147,0.00033435665,0.0013595104,0.000034731693,0.000058555153,0.00003073368,0.0000010137304,0.00002850059,0.000037886377],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999019,0.00003076089,0.0003349934,0.00014794813,0.00014847518,0.00031876768],"domain_scores_gemma":[0.99957323,0.00006938685,0.000055155633,0.00017479483,0.000017201983,0.000110216715],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022278039,0.00013571215,0.000294463,0.000044688182,0.00003446537,0.000025911677,0.00008093437,0.000045545024,0.00004397694],"category_scores_gemma":[0.0000069624934,0.00012465293,0.000046224,0.00016312313,0.000014368428,0.00013746759,0.000021403903,0.00006950186,0.000017487375],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000022790823,0.000030807427,0.96318585,0.0009206405,0.00009533412,7.2718467e-7,0.0014812242,0.014891339,0.0118688,0.000084099534,0.00037677627,0.0070621534],"study_design_scores_gemma":[0.001096176,0.000323275,0.24254557,0.0012844334,0.00005362308,0.000032346332,0.0019152228,0.42018896,0.33021414,0.000104645515,0.0015269034,0.0007146963],"about_ca_topic_score_codex":0.00039018982,"about_ca_topic_score_gemma":0.000007126748,"teacher_disagreement_score":0.72064024,"about_ca_system_score_codex":0.000054915767,"about_ca_system_score_gemma":0.00002357122,"threshold_uncertainty_score":0.50831985},"labels":[],"label_agreement":null},{"id":"W2972568085","doi":"10.1002/cjce.23488","title":"Decoupling control method of paper cross‐directional basis weight based on sparse decomposition","year":2019,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Multivariable calculus; Decoupling (probability); Basis function; Dilution; Control theory (sociology); Basis (linear algebra); Particle swarm optimization; Mathematics; Algorithm; Computer science; Engineering; Control engineering; Control (management); Physics; Artificial intelligence; Mathematical analysis","score_opus":0.005431820204124761,"score_gpt":0.21264825231400217,"score_spread":0.20721643210987742,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2972568085","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8575486,0.0003467439,0.1382297,0.00030238635,0.0015291864,0.0001939787,0.000022287242,0.00004332547,0.0017838165],"genre_scores_gemma":[0.99714535,9.5187505e-7,0.0025281138,0.000077361845,0.00020669571,0.000002774984,0.0000016421042,0.000028714996,0.000008395192],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990905,0.000018048406,0.0004070013,0.000066820634,0.0002010091,0.00021661863],"domain_scores_gemma":[0.9990779,0.00037964678,0.00008071524,0.00014530859,0.00008062473,0.00023577055],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00048617693,0.0001315628,0.0002799648,0.00014275026,0.000027597594,0.000029357077,0.00015669398,0.00009096164,0.00023570177],"category_scores_gemma":[0.000074866424,0.00010410932,0.00013756662,0.00012652857,0.000014798351,0.00007902666,0.0000023739603,0.00028036363,0.000012324445],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010795113,0.0000031301506,0.0005684571,0.000059640355,0.000063776824,0.0000054888974,0.000058555393,0.9255313,0.073223814,0.00009467836,0.00009384801,0.00028648463],"study_design_scores_gemma":[0.0006206539,0.00002387687,0.0006470087,0.0002675365,0.000030515203,0.000111598136,0.0000036255278,0.9106521,0.08650732,0.000025854688,0.0009781598,0.00013176577],"about_ca_topic_score_codex":0.00019363177,"about_ca_topic_score_gemma":0.000027707832,"teacher_disagreement_score":0.13959676,"about_ca_system_score_codex":0.00020256781,"about_ca_system_score_gemma":0.0001165064,"threshold_uncertainty_score":0.4245455},"labels":[],"label_agreement":null},{"id":"W2972935226","doi":"10.14796/jwmm.c467","title":"An Innovative Method for Installing a Separate Sewer System in Narrow Streets","year":2019,"lang":"en","type":"article","venue":"Journal of Water Management Modeling","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Liverpool John Moores University","keywords":"Installation; Sanitary sewer; Construction engineering; Civil engineering; Computer science; Environmental science; Engineering; Transport engineering; Environmental engineering; Operating system","score_opus":0.015556444032037988,"score_gpt":0.26067669316646835,"score_spread":0.24512024913443037,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2972935226","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49191532,0.000043209893,0.5053442,0.000013149412,0.00039230022,0.0002818473,0.0000010961668,0.000028381266,0.001980491],"genre_scores_gemma":[0.97265905,0.000005046324,0.027069453,0.000023960773,0.000103398284,0.0000144646065,0.000004049587,0.000035679812,0.000084890096],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99853826,0.000052873733,0.0007870391,0.00012714438,0.00022345904,0.00027122567],"domain_scores_gemma":[0.9995215,0.000019943314,0.00010222123,0.00016623753,0.00013975396,0.000050339182],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014312794,0.00015817228,0.0003660328,0.00036910607,0.000024918156,0.000063518506,0.00020675079,0.000056755667,0.000007986402],"category_scores_gemma":[0.0000022075585,0.00011663915,0.000066721695,0.0001583686,0.0000024745098,0.0003892729,0.000021915823,0.00014236104,0.0000123745685],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027868013,0.000014345159,0.000079363745,0.00085293665,0.00012625124,0.000018676712,0.0033567806,0.99074394,0.0031921084,0.00020599221,0.00002491038,0.0013568318],"study_design_scores_gemma":[0.00087153766,0.00006445171,0.0000063287516,0.0005111042,0.000022964527,0.000015212976,0.0029179438,0.9938361,0.00096949114,0.00013356484,0.00050065096,0.00015065637],"about_ca_topic_score_codex":0.000009008494,"about_ca_topic_score_gemma":0.0000032376533,"teacher_disagreement_score":0.48074377,"about_ca_system_score_codex":0.00014588192,"about_ca_system_score_gemma":0.0000072031175,"threshold_uncertainty_score":0.47564065},"labels":[],"label_agreement":null},{"id":"W2973185784","doi":"10.1115/1.4044720","title":"A Nonlinear Integral Sliding Surface to Improve the Transient Response of a Force-Controlled Pneumatic Actuator With Long Transmission Lines","year":2019,"lang":"en","type":"article","venue":"Journal of Dynamic Systems Measurement and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Control theory (sociology); Actuator; Transient response; Robustness (evolution); Nonlinear system; Integral sliding mode; Sliding mode control; Overshoot (microwave communication); Settling time; PID controller; Controller (irrigation); Computer science; Engineering; Control engineering; Step response; Physics","score_opus":0.006685626986253363,"score_gpt":0.19721442126691,"score_spread":0.19052879428065664,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2973185784","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87984735,0.0025758971,0.114982925,0.00025061227,0.00060363277,0.0016677085,0.0000057273614,0.000020962554,0.00004520671],"genre_scores_gemma":[0.99949735,0.000033552766,0.00019620082,0.000017310154,0.000068231006,0.00002442454,2.7437972e-7,0.000035430945,0.00012722217],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9972243,0.0003281955,0.0011790991,0.00013493058,0.0008706107,0.000262876],"domain_scores_gemma":[0.9984282,0.0003859589,0.0004194069,0.00022493089,0.00037943208,0.00016203683],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003924727,0.00026862425,0.0010667451,0.00014073521,0.00005058384,0.00006680599,0.00021580367,0.00008239236,0.000005427641],"category_scores_gemma":[0.00009188003,0.00014040536,0.00020631416,0.0001474092,0.000016337106,0.00012306147,0.000004751588,0.00020450083,0.000002905558],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.009609355,0.00008907706,0.000917771,0.0015311545,0.00166482,0.000015208642,0.006927133,0.073230155,0.90255934,0.000008014342,0.000022805392,0.003425177],"study_design_scores_gemma":[0.016821437,0.0016475884,0.001609632,0.004467826,0.00044689456,0.00019883338,0.0030052215,0.9703281,0.0010186043,0.0000030796286,0.00015662047,0.00029614818],"about_ca_topic_score_codex":0.000018399425,"about_ca_topic_score_gemma":0.00001426437,"teacher_disagreement_score":0.90154076,"about_ca_system_score_codex":0.00015059035,"about_ca_system_score_gemma":0.00010947189,"threshold_uncertainty_score":0.57255644},"labels":[],"label_agreement":null},{"id":"W2985707316","doi":"","title":"Hydro-turbine monitoring: from self-learned equipment behavior to a single global deviation indicator","year":2019,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hydro-Québec","funders":"","keywords":"Computer science; Turbine; Environmental science; Engineering; Aerospace engineering","score_opus":0.01876829108655352,"score_gpt":0.23685188400432775,"score_spread":0.21808359291777424,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2985707316","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86525714,0.0011137621,0.10388956,0.0013271077,0.0018851729,0.0015027007,0.0003263455,0.0012234744,0.02347475],"genre_scores_gemma":[0.97705835,0.00013963082,0.020904532,0.000029829196,0.00010641479,0.0002921909,0.0006142958,0.00007835397,0.00077641034],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99620205,0.0012980325,0.0007380291,0.0007119083,0.00061384495,0.00043613228],"domain_scores_gemma":[0.99645936,0.00045446018,0.0003156958,0.0019839066,0.0004608438,0.00032570786],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0017156326,0.00045328966,0.0005405851,0.00014937538,0.00013326883,0.00038661275,0.0011060163,0.00043837767,0.00012664367],"category_scores_gemma":[0.0003071026,0.00051111303,0.00018314981,0.00032495093,0.000033572447,0.00010772122,0.0008034624,0.00046904822,0.0005692794],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008622616,0.006397517,0.3594741,0.0040624593,0.002865379,0.00007560261,0.13745338,0.06868159,0.08271109,0.008113756,0.011282616,0.3187963],"study_design_scores_gemma":[0.005152053,0.000010734611,0.23468785,0.021996178,0.0012978936,0.000050726412,0.0014854524,0.3367263,0.25590146,0.0028780852,0.1328568,0.006956477],"about_ca_topic_score_codex":0.0011193823,"about_ca_topic_score_gemma":0.00028127513,"teacher_disagreement_score":0.31183982,"about_ca_system_score_codex":0.0007596057,"about_ca_system_score_gemma":0.0001477641,"threshold_uncertainty_score":0.99973404},"labels":[],"label_agreement":null},{"id":"W2987171230","doi":"10.4028/www.scientific.net/amm.895.284","title":"Comparison of Controllers and Actuators Effect on Electro Hydrostatic Actuator","year":2019,"lang":"en","type":"article","venue":"Applied Mechanics and Materials","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Actuator; Electro-hydraulic actuator; Control theory (sociology); Mechatronics; PID controller; Rotary actuator; Control engineering; Engineering; Valve actuator; Plant; Controller (irrigation); Aerospace; Hydraulic machinery; Control system; Computer science; Control (management); Mechanical engineering; Aerospace engineering; Artificial intelligence; Temperature control","score_opus":0.004970692572434419,"score_gpt":0.2190964277345747,"score_spread":0.21412573516214026,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2987171230","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99380744,0.00005807034,0.0041771475,0.0000055597607,0.00031622956,0.0006114094,0.000013563047,0.000053529217,0.0009570268],"genre_scores_gemma":[0.99967283,0.000034626817,0.00016125999,0.000026133372,0.000021592676,0.000038482114,0.000007368869,0.0000264343,0.000011251784],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993083,0.000022262431,0.0002692483,0.00013122303,0.00010199515,0.00016698569],"domain_scores_gemma":[0.99957263,0.00015784979,0.000069784204,0.00013695848,0.0000057725606,0.000057018602],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002693188,0.00015541112,0.0005543332,0.000044831573,0.000020469042,0.000026673286,0.000047940324,0.00007965376,0.000051457777],"category_scores_gemma":[0.0000068831523,0.00012570209,0.000017054124,0.000033673856,0.000005673349,0.000019121331,0.000014262648,0.0000419438,0.000031307085],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000918089,0.000011368474,0.000011223762,0.0005838103,0.0000874788,3.2406626e-7,0.00047647522,0.000051821287,0.9537506,0.040892627,0.00013279365,0.0039096843],"study_design_scores_gemma":[0.0020807004,0.0006336836,0.000031576856,0.00011232069,0.00006416602,0.0000036088027,0.00020972687,0.010880401,0.9811248,0.0037581234,0.00080468133,0.00029619638],"about_ca_topic_score_codex":0.00000537604,"about_ca_topic_score_gemma":3.7849563e-7,"teacher_disagreement_score":0.037134502,"about_ca_system_score_codex":0.000012567604,"about_ca_system_score_gemma":0.0000050874005,"threshold_uncertainty_score":0.5125983},"labels":[],"label_agreement":null},{"id":"W2990698625","doi":"10.1115/detc2019-97581","title":"Self-Starting Cogging-Torque-Assisted Motor Drive for Use in a Heavy-Duty Diesel Engine","year":2019,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Turbocharger; Automotive engineering; Camshaft; Torque; Rotor (electric); Damper; Diesel engine; Engineering; Electromagnetic coil; Common rail; Computer science; Control theory (sociology); Mechanical engineering; Control engineering; Electrical engineering; Gas compressor","score_opus":0.014981688910500715,"score_gpt":0.21555233073391614,"score_spread":0.2005706418234154,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2990698625","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96690005,0.000106476095,0.02461108,0.000060664614,0.0007253508,0.0012873989,0.000021047596,0.00084477395,0.005443158],"genre_scores_gemma":[0.9872183,0.000008478815,0.0112246005,0.00007509928,0.00008356897,0.00012872537,0.00001311142,0.00005384458,0.0011942369],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988019,0.000026259744,0.00042906223,0.00020851329,0.00013770127,0.00039656603],"domain_scores_gemma":[0.99916786,0.0003807052,0.000042193762,0.00027682752,0.00004102218,0.000091387614],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027247643,0.0001986914,0.00035151362,0.000115993,0.000030288213,0.00005492113,0.00012300318,0.00010799489,0.00008600083],"category_scores_gemma":[0.00006857788,0.00018131507,0.00008455715,0.00016308385,0.000007742218,0.00020383543,0.00002331623,0.000117033625,0.00013699972],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00044988145,0.0012188267,0.49671987,0.020196822,0.0025863436,0.00011415126,0.041639924,0.25856856,0.07761189,0.0069289096,0.051731315,0.042233508],"study_design_scores_gemma":[0.0010498458,0.000057393714,0.0054491884,0.00016242647,0.000013137161,0.0000046041428,0.00037902466,0.979683,0.0009094388,0.0000255871,0.01195053,0.00031585357],"about_ca_topic_score_codex":0.00017969683,"about_ca_topic_score_gemma":0.00019307893,"teacher_disagreement_score":0.7211144,"about_ca_system_score_codex":0.00014071718,"about_ca_system_score_gemma":0.000018747398,"threshold_uncertainty_score":0.73938143},"labels":[],"label_agreement":null},{"id":"W2990904824","doi":"10.2316/j.2019.203-0110","title":"FLUX-BASED FAULT DETECTION IN ROTORS OF INDUCTION MOTORS, USING FINITE ELEMENTS AND NEURAL NETWORK","year":2019,"lang":"en","type":"article","venue":"International Journal of Power and Energy Systems","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Artificial neural network; Induction motor; Flux (metallurgy); Fault (geology); Control theory (sociology); Fault detection and isolation; Control engineering; Computer science; Engineering; Electrical engineering; Materials science; Geology; Artificial intelligence; Voltage; Seismology","score_opus":0.008190909690832185,"score_gpt":0.21805718296299056,"score_spread":0.20986627327215837,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2990904824","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9839778,0.00051066536,0.010959251,0.0000078746925,0.004204116,0.000047383855,0.0000026333496,0.0000072388593,0.00028301604],"genre_scores_gemma":[0.9996108,0.000021845639,0.00005497961,0.000010571246,0.00024488673,0.0000019625186,0.0000019039869,0.000010927979,0.000042138257],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990258,0.000049510763,0.00052996696,0.000062924635,0.0002394462,0.00009231325],"domain_scores_gemma":[0.9995635,0.000050649127,0.000205651,0.000046772187,0.00009257848,0.00004080945],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026806415,0.0000871435,0.00019626823,0.00019673721,0.00001119419,0.000031444903,0.00007185132,0.00006215795,0.000010644208],"category_scores_gemma":[0.000012302983,0.00007772143,0.000036135723,0.00007505128,0.000010847823,0.00016072064,0.000009648663,0.00008092458,3.7733074e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003304136,0.000010440177,0.022054316,0.000048580983,0.00009705188,0.000006260523,0.00022185007,0.96853966,0.0064721336,0.000033116386,0.000029749455,0.0024538198],"study_design_scores_gemma":[0.00079302693,0.00009637194,0.0049632126,0.00046512147,0.000009763833,0.00013848087,0.00023216031,0.98976713,0.0005747795,0.000016802804,0.0028423963,0.000100775724],"about_ca_topic_score_codex":0.00030017324,"about_ca_topic_score_gemma":0.000016107928,"teacher_disagreement_score":0.02122747,"about_ca_system_score_codex":0.000065581946,"about_ca_system_score_gemma":0.000011683205,"threshold_uncertainty_score":0.3169388},"labels":[],"label_agreement":null},{"id":"W2991528523","doi":"10.1115/pvp2019-93790","title":"Simulations of Fully-Flexible Fuel Bundle Response due to Turbulence Excitation","year":2019,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Tech University; University of Guelph","funders":"","keywords":"Turbulence; Bundle; Vibration; Mechanics; Work (physics); Excitation; Range (aeronautics); Materials science; Computational fluid dynamics; Structural engineering; Mechanical engineering; Engineering; Physics; Acoustics; Electrical engineering; Composite material","score_opus":0.010289446866993535,"score_gpt":0.23008199932816084,"score_spread":0.2197925524611673,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2991528523","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92811596,0.000040494488,0.050261702,0.0000898984,0.0002716765,0.00026072093,0.00000842256,0.0001563998,0.020794746],"genre_scores_gemma":[0.9949351,0.0000012353933,0.0015366386,0.000038881095,0.00002096811,0.000007745297,0.000003691359,0.000014009925,0.003441743],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994131,0.000032738517,0.00022228669,0.000088031484,0.00012876824,0.00011509413],"domain_scores_gemma":[0.999375,0.00027672385,0.000020578671,0.00023052731,0.00004368379,0.000053483163],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00019304319,0.00007334631,0.00013896833,0.000096806136,0.0000124928865,0.000011551949,0.000084482315,0.00004310716,0.00059676834],"category_scores_gemma":[0.00006698954,0.00006906037,0.000026854465,0.00021865008,0.0000059845765,0.00008915849,0.000011109437,0.00003448098,0.0008019317],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004953284,0.000021488138,0.00051893014,0.00020958635,0.000019522213,6.070319e-7,0.002790585,0.9637566,0.03007475,0.00093889865,0.0011973107,0.00042216558],"study_design_scores_gemma":[0.00062049134,0.00026763589,0.025896588,0.00021613087,0.000012061949,0.000012116165,0.0009759121,0.94711506,0.009048539,0.0010872032,0.014349943,0.00039831788],"about_ca_topic_score_codex":0.00003782568,"about_ca_topic_score_gemma":0.000013282821,"teacher_disagreement_score":0.06681915,"about_ca_system_score_codex":0.000027028625,"about_ca_system_score_gemma":0.000014580774,"threshold_uncertainty_score":0.99997604},"labels":[],"label_agreement":null},{"id":"W2995629592","doi":"10.1115/fpmc2019-1685","title":"Application of Data Reduction Techniques to Dynamic Condition Monitoring of an Axial Piston Pump","year":2019,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Overfitting; Leakage (economics); Computer science; Reliability engineering; Condition monitoring; Piston pump; Noise (video); Sensitivity (control systems); Engineering; Electronic engineering; Artificial intelligence; Mechanical engineering; Hydraulic pump; Artificial neural network; Electrical engineering","score_opus":0.014302041965227445,"score_gpt":0.2837254697901337,"score_spread":0.26942342782490625,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2995629592","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8415932,0.000007725989,0.15401612,0.000007616334,0.00018292037,0.00036825487,0.00002142283,0.00016464299,0.0036380996],"genre_scores_gemma":[0.99484706,0.000004699665,0.0048696497,8.467398e-7,0.0000629817,0.00001909866,0.00012867156,0.000012385174,0.00005459673],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9994945,0.000011473951,0.00022021742,0.0001105589,0.00010335579,0.000059901624],"domain_scores_gemma":[0.99943775,0.000009336573,0.000044420354,0.00045903792,0.000024689361,0.000024789862],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015919836,0.0000557859,0.00011930537,0.00006986953,0.000007458938,0.0000042916577,0.00015164356,0.00004883345,0.000019813793],"category_scores_gemma":[0.0000033710667,0.000056276036,0.0000107587875,0.00008410727,0.0000071730037,0.00021900728,0.000013844923,0.000030888743,0.000024917274],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004972299,0.000016471264,0.0005573767,0.000242916,0.0000122820475,3.6345675e-8,0.00024316077,0.0030660394,0.9527287,0.00011200945,0.00006918001,0.042946838],"study_design_scores_gemma":[0.00012853596,0.000107578955,0.0042209183,0.00012622976,0.000012147239,0.000008560013,0.00054272485,0.2147716,0.7786091,0.000109705645,0.0012043557,0.00015852095],"about_ca_topic_score_codex":0.0001584161,"about_ca_topic_score_gemma":0.0000033339638,"teacher_disagreement_score":0.21170557,"about_ca_system_score_codex":0.00003707058,"about_ca_system_score_gemma":0.000005060367,"threshold_uncertainty_score":0.22948702},"labels":[],"label_agreement":null},{"id":"W2995686425","doi":"10.3390/app9245371","title":"Finite Element Steady-State Vibration Analysis Considering Frequency-Dependent Soil-Pile Interaction","year":2019,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Hanyang University","keywords":"Pile; Stiffness; Foundation (evidence); Vibration; Structural engineering; Gas compressor; Finite element method; Engineering; Pile cap; Geotechnical engineering; Mechanical engineering; Acoustics; Physics","score_opus":0.01746515396842562,"score_gpt":0.2359106769014265,"score_spread":0.21844552293300087,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2995686425","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8605277,0.00004467331,0.06413126,0.000041780942,0.0005969115,0.00031019392,0.0000052139494,0.00018841257,0.07415388],"genre_scores_gemma":[0.99927473,0.000013494531,0.0004583957,0.000040680738,0.000032530283,0.000038261816,0.000008413454,0.000007903758,0.00012561286],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99891204,0.000022758444,0.00030694332,0.00022610801,0.0003128922,0.00021927244],"domain_scores_gemma":[0.99955064,0.00014125466,0.00007195515,0.00017333054,0.000013476074,0.00004935904],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004918031,0.00012169102,0.0002021405,0.00019824128,0.00010574007,0.00012546915,0.00015065895,0.000032415293,0.00041075272],"category_scores_gemma":[0.0000073390597,0.00010438356,0.000049138212,0.0005150363,0.000037526162,0.00021658497,0.000021712058,0.000078867524,0.0004575193],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000155094,0.000004698893,0.002699254,0.00003274878,0.0000954925,6.471449e-7,0.001108663,0.9756839,0.018627064,0.00048164435,0.000070744834,0.0011935844],"study_design_scores_gemma":[0.00021685258,0.00004557155,0.00068866473,0.00002606276,0.000068826135,0.0000023211126,0.0021772743,0.97418725,0.021299766,0.0005547153,0.0004670268,0.00026564868],"about_ca_topic_score_codex":0.00008080261,"about_ca_topic_score_gemma":0.00016864855,"teacher_disagreement_score":0.13874704,"about_ca_system_score_codex":0.000055835088,"about_ca_system_score_gemma":0.000019133586,"threshold_uncertainty_score":0.5880637},"labels":[],"label_agreement":null},{"id":"W2997904816","doi":"10.4271/2020-01-0004","title":"System Integration in Aircraft Environment - Hydraulic Performances through Coupled Simulations","year":2020,"lang":"en","type":"article","venue":"SAE International Journal of Advances and Current Practices in Mobility","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delastek (Canada)","funders":"","keywords":"Test bench; Hydraulic machinery; Joint (building); Engineering; Service (business); Class (philosophy); Aeronautics; Computer science; Systems engineering; Mechanical engineering; Civil engineering","score_opus":0.03014523142679655,"score_gpt":0.313103266969704,"score_spread":0.28295803554290744,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2997904816","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97057,0.012505438,0.014352584,0.0005737534,0.0013052165,0.00020337667,0.000011422683,0.000020145879,0.00045802197],"genre_scores_gemma":[0.99266165,0.006578423,0.0004917102,0.000024977144,0.00022124994,0.000008111726,0.0000061568244,0.000006839997,8.599393e-7],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985994,0.000075090196,0.0007364289,0.00013315065,0.00035015534,0.00010577768],"domain_scores_gemma":[0.9990564,0.00027998598,0.0004811529,0.00007073164,0.000058946935,0.000052808133],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038744338,0.00012082672,0.00023080556,0.000072234456,0.000022033737,0.000050826617,0.0001996747,0.000036771806,0.000034420696],"category_scores_gemma":[0.00023523971,0.000102123544,0.00004361811,0.000099918856,0.00003675545,0.0017029054,0.000027199607,0.0003066985,0.0000044160784],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012768933,0.00017019016,0.048599664,0.00047470973,0.000053470256,0.000018304334,0.0043364824,0.88728553,0.0005093522,0.00018302009,0.000023417222,0.058218174],"study_design_scores_gemma":[0.0011221212,0.00012717128,0.017735109,0.00067676953,0.000022052289,0.000053177522,0.0034111026,0.944771,0.00014621457,0.00033377978,0.031419076,0.0001824558],"about_ca_topic_score_codex":0.000019241992,"about_ca_topic_score_gemma":0.00006515049,"teacher_disagreement_score":0.05803572,"about_ca_system_score_codex":0.00016950967,"about_ca_system_score_gemma":0.000021464073,"threshold_uncertainty_score":0.41644773},"labels":[],"label_agreement":null},{"id":"W2999274013","doi":"10.1115/gt2020-14882","title":"Comparative Study of Blades Reduced Order Models With Geometrical Nonlinearities and Contact Interfaces","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"Fonds De La Recherche Scientifique - FNRS","keywords":"Finite element method; Robustness (evolution); Scalar (mathematics); Reduction (mathematics); Model order reduction; Casing; Degrees of freedom (physics and chemistry); Control theory (sociology); Computer science; Structural engineering; Engineering; Mechanical engineering; Mathematics; Algorithm; Geometry; Physics; Artificial intelligence","score_opus":0.07189994805551779,"score_gpt":0.2808318868320677,"score_spread":0.20893193877654992,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2999274013","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9624884,0.00048046416,0.027467938,0.000032665426,0.00012648477,0.00077126425,0.000026755806,0.00016343973,0.008442586],"genre_scores_gemma":[0.9982046,0.000039040806,0.0015465191,0.0000059481386,0.00004319067,0.000049654336,0.000010884956,0.000026151454,0.000074012],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99887776,0.00005537906,0.00043633505,0.0002629881,0.0002329343,0.00013457036],"domain_scores_gemma":[0.9993611,0.00015917822,0.00008183811,0.00021875653,0.00009905148,0.00008006199],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008286544,0.00028168765,0.00092974165,0.00014951956,0.00001942966,0.000060480725,0.0001701269,0.00012004092,0.00003118008],"category_scores_gemma":[0.00001322215,0.00020574383,0.000025516854,0.0002105606,0.000039729537,0.00006397917,0.00017197523,0.00035061748,0.0000030900142],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010697081,0.0003099612,0.00089523155,0.002020989,0.0023313262,0.000013224224,0.080851115,0.91148394,0.00057457585,0.0002506239,0.00073056354,0.00043146784],"study_design_scores_gemma":[0.0008067487,0.00062521757,0.00072508334,0.00035532573,0.000107473905,0.00000741764,0.03306093,0.962548,0.0012040942,0.00014511021,0.000027906906,0.00038669235],"about_ca_topic_score_codex":0.00055269396,"about_ca_topic_score_gemma":0.00012427112,"teacher_disagreement_score":0.05106405,"about_ca_system_score_codex":0.000023932746,"about_ca_system_score_gemma":0.000036073532,"threshold_uncertainty_score":0.838999},"labels":[],"label_agreement":null},{"id":"W2999377224","doi":"10.1109/sensors43011.2019.8956559","title":"Sensing Concept for Practical Performance-Monitoring of Centrifugal Pumps","year":2019,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Impeller; Centrifugal pump; Instrumentation (computer programming); Volute; Accelerometer; Vibration; Mechanical engineering; Pressure sensor; Temperature measurement; Computer science; Pressure measurement; Engineering; Acoustics; Control engineering; Automotive engineering","score_opus":0.018271067930117582,"score_gpt":0.25429412336003365,"score_spread":0.23602305542991608,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2999377224","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93819076,0.000047854162,0.038763855,0.00003147362,0.0015615904,0.00031854995,0.000002159372,0.0001252973,0.020958472],"genre_scores_gemma":[0.990441,0.000008610785,0.00894828,0.0000044922285,0.00018952729,0.0000021996852,0.0000017429109,0.000016489734,0.00038761704],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994217,0.000008025212,0.00021317706,0.000072983785,0.00010861022,0.000175472],"domain_scores_gemma":[0.9996137,0.00015613149,0.000027742844,0.00012724072,0.000034200493,0.000040983814],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011836171,0.00007690524,0.0001710693,0.000025985837,0.000016022936,0.000010819566,0.000038109723,0.000055173583,0.00006547661],"category_scores_gemma":[0.00002398434,0.00006713687,0.000040821495,0.00004884238,0.000010194003,0.00010678048,0.000007689986,0.000058106092,0.0000618805],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017531197,0.00015052692,0.25250253,0.009049707,0.0009754413,0.000013177172,0.014410315,0.38837466,0.16413145,0.007352489,0.01043354,0.15243086],"study_design_scores_gemma":[0.0008568339,0.00009525405,0.0021264942,0.00023762556,0.000021585005,0.000035736957,0.0014452869,0.82624507,0.1576847,0.000016986272,0.010986516,0.00024791277],"about_ca_topic_score_codex":0.000007993535,"about_ca_topic_score_gemma":2.5577896e-7,"teacher_disagreement_score":0.4378704,"about_ca_system_score_codex":0.000024706018,"about_ca_system_score_gemma":0.000018977697,"threshold_uncertainty_score":0.2737762},"labels":[],"label_agreement":null},{"id":"W2999722249","doi":"10.1139/tcsme-2019-0173","title":"Development of a trajectory planning algorithm for a 4-DoF rockbreaker based on hydraulic flow rate limits","year":2020,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Laurentian University","funders":"","keywords":"Trajectory; Control theory (sociology); Decoupling (probability); Parameterized complexity; Motion planning; Computer science; Trajectory optimization; Path (computing); Nonlinear system; Point (geometry); Mathematical optimization; Mathematics; Algorithm; Control engineering; Engineering; Optimal control; Robot; Artificial intelligence; Physics","score_opus":0.022448543400483825,"score_gpt":0.20586638039429564,"score_spread":0.1834178369938118,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2999722249","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0017730482,0.00004442217,0.99673104,0.00021844484,0.00031536,0.0005965313,0.00019106851,0.000090461865,0.00003962866],"genre_scores_gemma":[0.83945125,0.0000013748344,0.16000372,0.00020052456,0.000058361587,0.000194615,0.000012123085,0.000062846186,0.000015156548],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990298,0.0000074208792,0.0003775147,0.00014744901,0.00013740886,0.0003003901],"domain_scores_gemma":[0.9993371,0.00017582474,0.000040784533,0.00016108018,0.00003963883,0.00024557876],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002021743,0.00018032522,0.0002963098,0.000044048207,0.00012481933,0.000009356885,0.00020915641,0.00014408486,0.000012309572],"category_scores_gemma":[0.000026730884,0.00016900033,0.0004809682,0.0002197339,0.000011356208,0.000036776913,0.0000017415595,0.00016517336,8.219528e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000050753165,0.00000813662,1.4457125e-7,0.00046976414,0.00017296673,1.3572689e-7,0.0013330622,0.98240924,0.00640513,0.00002117588,0.00020804339,0.008967152],"study_design_scores_gemma":[0.00050992623,0.00004601789,0.0000062594354,0.00018008995,0.000055407487,7.9512273e-7,0.00012940489,0.9603925,0.03172414,0.0000041255707,0.006787878,0.00016346708],"about_ca_topic_score_codex":0.00014333877,"about_ca_topic_score_gemma":0.00049438095,"teacher_disagreement_score":0.83767825,"about_ca_system_score_codex":0.00020113282,"about_ca_system_score_gemma":0.00021954524,"threshold_uncertainty_score":0.6891633},"labels":[],"label_agreement":null},{"id":"W3000440942","doi":"10.1016/j.mechmachtheory.2019.103752","title":"Stage-by-phase multivariable combination control for centralized and distributed drive modes switching of electric vehicles","year":2020,"lang":"en","type":"article","venue":"Mechanism and Machine Theory","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":40,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Natural Science Foundation of Hebei Province; National Natural Science Foundation of China","keywords":"Control theory (sociology); Coupling (piping); Multivariable calculus; Observer (physics); Shock (circulatory); Controller (irrigation); Process (computing); Actuator; Torque; Engineering; Phase (matter); Control engineering; Position (finance); Switching time; Computer science; Control (management); Electrical engineering; Physics","score_opus":0.009056255001211476,"score_gpt":0.218080926728007,"score_spread":0.2090246717267955,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3000440942","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2781012,0.0005922774,0.7205274,0.0000474975,0.000026622814,0.00035045724,0.00023893596,0.000073498304,0.00004210227],"genre_scores_gemma":[0.99941367,0.00006287573,0.000332429,0.000052238134,0.000014930429,0.000027844195,0.000062924904,0.0000201685,0.0000129172295],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99937576,0.00007283315,0.00020969124,0.00012142887,0.000067778914,0.00015251503],"domain_scores_gemma":[0.9995667,0.00022005226,0.000055894943,0.00006436666,0.000020090518,0.00007292737],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030355845,0.00012516622,0.00026767753,0.00002288726,0.000059143964,0.0000188344,0.00005476742,0.000051405485,0.000009440685],"category_scores_gemma":[0.00007101386,0.0001102475,0.00002677683,0.00005965808,0.000007539019,0.0000694646,0.000011342197,0.000065088585,3.9297692e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020016806,0.000046087058,0.000023946952,0.0004706557,0.00010384673,8.98282e-7,0.0010109802,0.0011494644,0.7373846,0.25443885,0.00008184446,0.0050886804],"study_design_scores_gemma":[0.0047633788,0.0001563035,0.000007633426,0.000024705008,0.000050266175,0.0000014913056,0.00021880644,0.8881286,0.06977891,0.036649607,0.000099855875,0.00012047751],"about_ca_topic_score_codex":0.000024664922,"about_ca_topic_score_gemma":4.074585e-7,"teacher_disagreement_score":0.8869791,"about_ca_system_score_codex":0.0000116045785,"about_ca_system_score_gemma":0.0000056809426,"threshold_uncertainty_score":0.44957626},"labels":[],"label_agreement":null},{"id":"W3005598613","doi":"10.1002/eng2.12117","title":"Experimental evaluation of the fatigue life of hydraulic gate cast iron rollers","year":2020,"lang":"en","type":"article","venue":"Engineering Reports","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Structural engineering; Stiffness; Engineering; Girder; Heavy load; Path (computing); Mechanical engineering; Automotive engineering; Computer science","score_opus":0.03383983701615656,"score_gpt":0.23698239501069243,"score_spread":0.20314255799453587,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3005598613","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9935458,0.0008507224,0.0022126965,0.00005004013,0.0007377866,0.00033209033,0.0000020557268,0.000108936074,0.0021598986],"genre_scores_gemma":[0.99975187,0.0000023925475,0.00008242343,0.000011621505,0.00008106456,0.000027357602,0.0000028878471,0.000031685297,0.0000087306125],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998732,0.000018098852,0.00052978995,0.00012292905,0.00046719678,0.00013000927],"domain_scores_gemma":[0.9994408,0.00002576579,0.00012980819,0.0002753822,0.00003995755,0.00008829416],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031714456,0.00013482031,0.00024383707,0.00003401037,0.000015112014,0.000006074934,0.00009158752,0.000055014418,0.000074969954],"category_scores_gemma":[0.00019271432,0.00011298148,0.00009116129,0.00018418531,0.000015202685,0.000053851145,0.000025326033,0.00008408664,0.000002628988],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000010371841,0.0000068546296,0.0003209501,0.00016026916,0.000035897854,0.0000042186434,0.00189942,0.94486684,0.05217757,0.000005949152,0.00040470567,0.00011627693],"study_design_scores_gemma":[0.00019620406,0.000020764608,0.0027841714,0.0001127172,0.000036115795,0.00003201746,0.0001955935,0.8734316,0.122689575,0.0000019078102,0.00037020893,0.00012909641],"about_ca_topic_score_codex":0.00002609495,"about_ca_topic_score_gemma":5.1140387e-7,"teacher_disagreement_score":0.07143522,"about_ca_system_score_codex":0.000046291174,"about_ca_system_score_gemma":0.000037033835,"threshold_uncertainty_score":0.46072507},"labels":[],"label_agreement":null},{"id":"W3006318649","doi":"10.1115/1.4046336","title":"A Practical Approach for Designing Fault-Tolerant Position Controllers in Hydraulic Actuators: Methodology and Experimental Validation","year":2020,"lang":"en","type":"article","venue":"Journal of Dynamic Systems Measurement and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Actuator; Control theory (sociology); Hydraulic machinery; Leakage (economics); Control engineering; Controller (irrigation); Computer science; Engineering; Artificial intelligence; Control (management); Mechanical engineering","score_opus":0.07643345753899494,"score_gpt":0.286763171594215,"score_spread":0.21032971405522005,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3006318649","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08792847,0.0029551298,0.90746975,0.00040999532,0.00026449468,0.0008767493,0.0000026510972,0.000022412194,0.00007033533],"genre_scores_gemma":[0.9942386,0.000023516386,0.005399907,0.00007358777,0.00016238482,0.00007720049,0.000001727077,0.000021976004,0.0000010904876],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981287,0.00041893104,0.00076604326,0.00014496144,0.00034521453,0.00019612983],"domain_scores_gemma":[0.99912703,0.00027709373,0.0002780666,0.00005737488,0.00011360047,0.00014684963],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002256153,0.00017727281,0.00065577176,0.00011346088,0.00004556657,0.00007380427,0.000058876838,0.00010836568,0.0000011615148],"category_scores_gemma":[0.00020630087,0.00014825902,0.000076465694,0.00006667877,0.000017090104,0.00020773559,0.0000052621053,0.00015436472,3.8081933e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0030862684,0.000293336,0.0015541534,0.0023399142,0.0023257213,0.0000677726,0.016463364,0.1726995,0.7888322,0.00038147523,0.0006348273,0.011321479],"study_design_scores_gemma":[0.007395802,0.00041275844,0.00012914238,0.00019171313,0.00013366755,0.0002505201,0.004001911,0.98634213,0.00087470753,0.000014134831,0.00008679547,0.00016671231],"about_ca_topic_score_codex":0.000012725086,"about_ca_topic_score_gemma":0.0000012709561,"teacher_disagreement_score":0.90631014,"about_ca_system_score_codex":0.00016418533,"about_ca_system_score_gemma":0.000041842326,"threshold_uncertainty_score":0.6045827},"labels":[],"label_agreement":null},{"id":"W3008141423","doi":"10.1016/j.mechatronics.2020.102344","title":"Position control of an electro-hydrostatic asymmetric actuator operating in all quadrants","year":2020,"lang":"en","type":"article","venue":"Mechatronics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Actuator; Control theory (sociology); Quantitative feedback theory; Parametric statistics; Engineering; Rotary actuator; Controller (irrigation); Electro-hydraulic actuator; Hydrostatic equilibrium; Position (finance); Plant; Hydraulic cylinder; Control engineering; Computer science; Control system; Robust control; Mechanical engineering; Control (management); Mathematics; Electrical engineering; Physics","score_opus":0.013499655509230114,"score_gpt":0.2294698817242085,"score_spread":0.2159702262149784,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3008141423","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88843566,0.00059508,0.109743424,0.00016023651,0.00011345069,0.00035851804,0.000020421283,0.00012781752,0.0004454125],"genre_scores_gemma":[0.9986289,0.00002322481,0.0010294653,0.00019729267,0.00005002205,0.000016811726,0.000021323975,0.000030798397,0.0000021321446],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99898136,0.00007001541,0.00038106638,0.0001336739,0.00017311178,0.0002607986],"domain_scores_gemma":[0.9996344,0.00006759413,0.00004986101,0.00013352222,0.000018997807,0.000095618925],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022740751,0.00013012062,0.0002946783,0.00008999242,0.00001731604,0.000020851803,0.00013089596,0.000074681186,0.000021436734],"category_scores_gemma":[0.00006093946,0.00013052701,0.00004026337,0.00030390418,0.0000057437082,0.0001439804,0.000007646981,0.0001502809,0.000030110556],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004735847,0.00015821373,0.0010559652,0.0011046835,0.00027876574,0.000036188852,0.011797493,0.5873769,0.37046164,0.0035693448,0.0002842861,0.023829194],"study_design_scores_gemma":[0.000875308,0.00019392998,0.000095431744,0.000037025897,0.000017124596,0.0000051854026,0.00020542984,0.98763746,0.010504689,0.00008002653,0.00021006969,0.0001383086],"about_ca_topic_score_codex":0.0000429472,"about_ca_topic_score_gemma":0.000013031945,"teacher_disagreement_score":0.4002606,"about_ca_system_score_codex":0.00008782804,"about_ca_system_score_gemma":0.000031998297,"threshold_uncertainty_score":0.5322737},"labels":[],"label_agreement":null},{"id":"W3010366364","doi":"10.11648/j.ajce.20200801.12","title":"Hybrid Simulation Framework for Multi-hazard Testing","year":2020,"lang":"en","type":"article","venue":"American Journal of Civil Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"European Commission; University of Toronto; University of Patras","keywords":"Piping; Field (mathematics); Hazard; Benchmark (surveying); Engineering; Computer science; Reliability engineering; Cantilever; Systems engineering; Mechanical engineering; Structural engineering","score_opus":0.03488872320737441,"score_gpt":0.2579358951229797,"score_spread":0.2230471719156053,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3010366364","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0814319,0.0002528305,0.9175927,0.00005897958,0.00035529412,0.000092736234,0.000004472152,0.00014209514,0.00006897805],"genre_scores_gemma":[0.8687776,0.000007187203,0.13051532,0.00006643396,0.00057199295,0.0000044274757,6.7635574e-7,0.000055233697,0.0000011282855],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99901426,0.000011948637,0.00049238745,0.00008522214,0.00016800454,0.00022817454],"domain_scores_gemma":[0.9988502,0.0006006881,0.00017465226,0.00008914861,0.0000883791,0.00019689494],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017385709,0.00016093052,0.00039247656,0.00007625981,0.000024742567,0.000030098312,0.00015935433,0.000027277223,0.000011344433],"category_scores_gemma":[0.0007669223,0.00016006961,0.000115577146,0.00021634689,0.000016079366,0.00012803725,0.000010277747,0.00023261951,0.0000061479263],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005923045,0.0000044940957,0.00020061115,0.000111082205,0.00005529305,0.000007686769,0.00046155238,0.98564583,0.0020491816,0.000027571103,0.00007191674,0.011358849],"study_design_scores_gemma":[0.00023803013,0.00018338217,0.00020931712,0.00021711913,0.000025433972,0.00003628925,0.00010505306,0.9961619,0.00055559113,0.000021387366,0.0020745706,0.00017195006],"about_ca_topic_score_codex":0.0000013300472,"about_ca_topic_score_gemma":4.6024e-7,"teacher_disagreement_score":0.7873457,"about_ca_system_score_codex":0.0000445444,"about_ca_system_score_gemma":0.000019565221,"threshold_uncertainty_score":0.6527449},"labels":[],"label_agreement":null},{"id":"W3014783232","doi":"10.21595/vp.2019.20715","title":"Hydraulic damping nonlinearity of a compact hydro-pneumatic suspension considering gas-oil emulsion","year":2020,"lang":"en","type":"article","venue":"Vibroengineering PROCEDIA","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Body orifice; Discharge coefficient; Materials science; Suspension (topology); Mechanics; Orifice plate; Nonlinear system; Emulsion; Range (aeronautics); Turbulence; Vibration; Composite material; Acoustics; Engineering; Mechanical engineering; Physics; Mathematics","score_opus":0.021429092552641603,"score_gpt":0.2156209599418867,"score_spread":0.1941918673892451,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3014783232","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96456236,0.0010549069,0.027641743,0.00040017907,0.0006898514,0.00035242306,0.000019397463,0.0016476271,0.0036315154],"genre_scores_gemma":[0.9970809,0.00013280755,0.002290352,0.00008067318,0.0002498036,0.00001333414,0.000020164633,0.0001182926,0.000013631081],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99789023,0.000027310747,0.0008293766,0.00032945778,0.00039837442,0.00052524544],"domain_scores_gemma":[0.99894184,0.00017992895,0.00011825765,0.00034025603,0.00006487274,0.00035486542],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00016468098,0.00042262883,0.00076325145,0.00016234047,0.00006230127,0.00004887116,0.0002847041,0.00014991254,0.000052573996],"category_scores_gemma":[0.0002691044,0.00043484257,0.00014837839,0.00052998186,0.000041974014,0.00024426944,0.00006493741,0.00036893453,0.000094021096],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001710689,0.00003135261,0.00072735874,0.0059444965,0.000118825024,0.000026820198,0.0037263816,0.787054,0.19854054,0.00005661971,0.0010210929,0.0027353812],"study_design_scores_gemma":[0.0005265682,0.00007159851,0.0003927531,0.00086693413,0.00003496502,0.00005946002,0.00016309108,0.96139693,0.03416403,0.000019076302,0.0018668998,0.00043767598],"about_ca_topic_score_codex":0.000032083222,"about_ca_topic_score_gemma":0.000004254807,"teacher_disagreement_score":0.17434292,"about_ca_system_score_codex":0.00006984045,"about_ca_system_score_gemma":0.000030114228,"threshold_uncertainty_score":0.99981034},"labels":[],"label_agreement":null},{"id":"W30192394","doi":"10.1111/acer.13881","title":"Síntesis y caracterización de nuevos ionómeros basados en poliestireno","year":2000,"lang":"es","type":"article","venue":"Revista de plásticos modernos: Ciencia y tecnología de polímeros","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Institute of Nutrition, Metabolism and Diabetes; National Institute of Diabetes and Digestive and Kidney Diseases; National Heart, Lung, and Blood Institute; National Institute on Alcohol Abuse and Alcoholism; Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; National Institutes of Health","keywords":"Materials science","score_opus":0.006818051489835063,"score_gpt":0.23073939804934024,"score_spread":0.22392134655950519,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W30192394","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91093993,0.0059122145,0.06819075,0.0009947084,0.00032716242,0.001581447,0.0006474559,0.0013360209,0.010070312],"genre_scores_gemma":[0.99014455,0.0032204136,0.0028518199,0.0007737743,0.00080838363,0.00031890132,0.00006279285,0.0003359049,0.0014834823],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99199396,0.0008835728,0.0017551776,0.0012527625,0.0008869246,0.0032276178],"domain_scores_gemma":[0.9956365,0.0008505715,0.0003967317,0.0017936425,0.00013702345,0.0011854933],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0014294968,0.0013834673,0.0017284002,0.0005187039,0.00058413093,0.0009560037,0.0018119446,0.0012605757,0.00199642],"category_scores_gemma":[0.0010815901,0.0014787012,0.0005870508,0.0009792604,0.00044930732,0.0004798215,0.00019817699,0.0013553092,0.0019362923],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003483198,0.0016010108,0.09159974,0.0081041185,0.0021246444,0.0010008463,0.027559571,0.05185722,0.41630402,0.014202678,0.0062472806,0.37905055],"study_design_scores_gemma":[0.0024025536,0.00056901784,0.10166201,0.0048758555,0.0014372055,0.002155847,0.0008727384,0.7912912,0.0065996083,0.0008300152,0.083115555,0.0041884286],"about_ca_topic_score_codex":0.001225411,"about_ca_topic_score_gemma":0.000010213222,"teacher_disagreement_score":0.73943394,"about_ca_system_score_codex":0.0022938019,"about_ca_system_score_gemma":0.0010152899,"threshold_uncertainty_score":0.9998916},"labels":[],"label_agreement":null},{"id":"W3024255645","doi":"10.22215/etd/2013-10178","title":"Dynamics control approaches to improve vibratory environment of the helicopter aircrew","year":2013,"lang":"en","type":"dissertation","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University; Canadian Heritage; Library and Archives Canada","funders":"","keywords":"Aircrew; Aeronautics; Dynamics (music); Control (management); Engineering; Operations research; Computer science; Physics; Artificial intelligence; Acoustics","score_opus":0.012097592078756587,"score_gpt":0.16600208162838134,"score_spread":0.15390448954962477,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3024255645","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46309584,0.0017639985,0.09754484,0.000375413,0.006711537,0.007927758,0.00025124784,0.0004625626,0.4218668],"genre_scores_gemma":[0.98788077,0.000012644814,0.0001797036,0.00005576253,0.000081158076,0.00027398087,0.00006933374,0.000058875237,0.011387772],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99905777,0.000025859343,0.00037647385,0.00015919554,0.0002140014,0.0001666712],"domain_scores_gemma":[0.9993814,0.000035394598,0.00007730604,0.0004325368,0.0000068946038,0.00006642611],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000842097,0.00023228134,0.00033688603,0.000043473556,0.000022641043,0.0000181541,0.0002462145,0.0002246669,0.0002196468],"category_scores_gemma":[0.0000062246772,0.00015604755,0.00011910425,0.00004182117,0.000011615138,0.00003497615,0.0000122407255,0.00014393225,0.0002631462],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000121744626,0.00056936976,0.0025965385,0.022289041,0.0058744494,0.0000051498523,0.037161876,0.45484194,0.10122263,0.022154277,0.041679,0.311484],"study_design_scores_gemma":[0.001121083,0.00013546165,0.0071728225,0.00069974747,0.00030594648,0.0000034904892,0.006815627,0.94222283,0.031229053,0.00022226344,0.008575375,0.0014962777],"about_ca_topic_score_codex":0.000071815266,"about_ca_topic_score_gemma":0.00007154369,"teacher_disagreement_score":0.5247849,"about_ca_system_score_codex":0.00009544485,"about_ca_system_score_gemma":0.00001787844,"threshold_uncertainty_score":0.6363434},"labels":[],"label_agreement":null},{"id":"W3027199671","doi":"10.1016/j.mechatronics.2020.102363","title":"High precision position control of electro-hydrostatic actuators in the presence of parametric uncertainties and uncertain nonlinearities","year":2020,"lang":"en","type":"article","venue":"Mechatronics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Fundamental Research Funds for Central Universities of the Central South University; Fundamental Research Funds for the Central Universities; Natural Sciences and Engineering Research Council of Canada","keywords":"Control theory (sociology); Actuator; Parametric statistics; Robust control; Engineering; Leakage (economics); Limit cycle; Integrator; Fluid power; Servomechanism; Control system; Control engineering; Limit (mathematics); Computer science; Mathematics","score_opus":0.009748377473866804,"score_gpt":0.21125446808785234,"score_spread":0.20150609061398553,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3027199671","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9068198,0.0017925686,0.09048902,0.00031662517,0.00007070399,0.00039785428,0.000035176166,0.000029563773,0.000048682898],"genre_scores_gemma":[0.9990337,0.00024008584,0.00062081084,0.000043929012,0.000021571897,0.000017607967,0.000008582476,0.000011191852,0.0000025142442],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990618,0.00009957296,0.00034880397,0.000098461656,0.00023225317,0.00015909874],"domain_scores_gemma":[0.9991706,0.0005616148,0.00007458367,0.0001348971,0.000029271874,0.000029028683],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031623454,0.000107874956,0.00027916764,0.00007851856,0.000018851786,0.000014796713,0.00015053242,0.000059599326,0.0000066601838],"category_scores_gemma":[0.00017280472,0.00008016692,0.0000351525,0.00034322726,0.00003780641,0.00007200302,0.000012401274,0.00012543776,0.0000012195997],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016972674,0.00009165135,0.00212739,0.0022076631,0.00018160099,0.0000069009875,0.02294352,0.9229201,0.01036867,0.019487856,0.0004984764,0.018996421],"study_design_scores_gemma":[0.0006159721,0.00029164835,0.00025032365,0.000114842456,0.000029904244,0.000003903991,0.0020091168,0.9902638,0.004060549,0.0020770347,0.00017219949,0.000110666064],"about_ca_topic_score_codex":0.00015626904,"about_ca_topic_score_gemma":0.000012198501,"teacher_disagreement_score":0.09221391,"about_ca_system_score_codex":0.000030154237,"about_ca_system_score_gemma":0.00002802031,"threshold_uncertainty_score":0.3269112},"labels":[],"label_agreement":null},{"id":"W3033229009","doi":"10.1007/s11071-020-05714-3","title":"Design and experimental modeling of a compact hydro-pneumatic suspension strut","year":2020,"lang":"en","type":"article","venue":"Nonlinear Dynamics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"National Natural Science Foundation of China","keywords":"Mechanics; Polytropic process; Body orifice; Displacement (psychology); Nonlinear system; Suspension (topology); Piston (optics); Materials science; Viscoelasticity; Hysteresis; Engineering; Physics; Mechanical engineering","score_opus":0.02837267727335835,"score_gpt":0.23869916452005746,"score_spread":0.2103264872466991,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3033229009","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7343722,0.00022234047,0.26444483,0.000039995917,0.000076326614,0.00019307379,0.0000070243027,0.00010730984,0.00053690025],"genre_scores_gemma":[0.99047303,0.000016706335,0.009389465,0.000023313427,0.00004037964,0.0000018907821,0.000017303275,0.000033218268,0.0000046783925],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992832,0.000030154912,0.00029515495,0.000115022536,0.00013954526,0.00013690838],"domain_scores_gemma":[0.99967176,0.000054219832,0.000035146433,0.00011895462,0.00001670028,0.000103243045],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000087592445,0.0001345491,0.0002672885,0.000031005264,0.000025454823,0.000016152673,0.00007616636,0.00006209767,0.000015717098],"category_scores_gemma":[0.000014511934,0.00012991921,0.000033258017,0.00008349436,0.00001984308,0.00006283342,0.000019824723,0.000094635296,0.000011520742],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010482265,0.000012626373,0.0000645087,0.00015122246,0.000025502666,0.0000028768227,0.0015091063,0.9911309,0.006714174,0.000032490676,0.000018225981,0.0003278937],"study_design_scores_gemma":[0.0002975571,0.00007587743,0.0000047702747,0.00006814545,0.000010595797,0.000011098711,0.00052877463,0.99728477,0.0015700315,0.000017829341,0.0000080540785,0.000122519],"about_ca_topic_score_codex":0.00002176587,"about_ca_topic_score_gemma":0.0000026162809,"teacher_disagreement_score":0.25610086,"about_ca_system_score_codex":0.000036626163,"about_ca_system_score_gemma":0.000012544681,"threshold_uncertainty_score":0.52979517},"labels":[],"label_agreement":null},{"id":"W3034799262","doi":"","title":"Operation Recording Unit for Quarter-turn Valves","year":2020,"lang":"en","type":"article","venue":"配管技術","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Unit (ring theory); Turn (biochemistry); History; Mathematics; Physics","score_opus":0.03744751674462287,"score_gpt":0.2341402044825065,"score_spread":0.19669268773788362,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3034799262","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24605821,0.0003947337,0.7187463,0.0033470544,0.0018428273,0.0007808386,0.000032331634,0.000941593,0.027856113],"genre_scores_gemma":[0.9983864,0.0000059477466,0.00096019625,0.00013056377,0.0003609094,0.000026987233,0.000014666504,0.000016654114,0.000097680044],"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99965304,0.000009802802,0.00012779795,0.00006818477,0.000045460594,0.000095696545],"domain_scores_gemma":[0.999822,0.00004067098,0.000011151393,0.000065339475,0.000010851341,0.00004999167],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000058443988,0.00006134956,0.00009541107,0.000013016681,0.00003251342,0.000030983447,0.00005573348,0.000034870714,0.00006217438],"category_scores_gemma":[0.000022899976,0.000058109643,0.00003391816,0.000048430193,0.0000030905426,0.00006931331,0.000003844324,0.00003825467,0.00013334992],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000045764988,0.000041544612,0.004114129,0.0031145655,0.00047030704,0.000011441528,0.04981879,0.2496528,0.08266264,0.0071213404,0.4666349,0.13631178],"study_design_scores_gemma":[0.00034746976,0.000073662064,0.00018248068,0.000047042155,0.000013469081,0.0000029438208,0.00076739286,0.86216444,0.0022072492,0.00016502452,0.13384613,0.00018270708],"about_ca_topic_score_codex":0.00000775702,"about_ca_topic_score_gemma":0.000004731993,"teacher_disagreement_score":0.75232816,"about_ca_system_score_codex":0.000008813315,"about_ca_system_score_gemma":0.0000060415937,"threshold_uncertainty_score":0.23696426},"labels":[],"label_agreement":null},{"id":"W3035192072","doi":"10.1061/(asce)hy.1943-7900.0001786","title":"Experimental Investigation of Archimedes Screw Pump","year":2020,"lang":"en","type":"article","venue":"Journal of Hydraulic Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Inlet; Rotational speed; Rotation (mathematics); Screw pump; Volumetric flow rate; Scaling; Mechanics; Centrifugal pump; Structural basin; Water flow; Flow (mathematics); Environmental science; Geotechnical engineering; Geology; Mechanical engineering; Impeller; Engineering; Mathematics; Physics; Geometry","score_opus":0.017909996654892048,"score_gpt":0.20620291196633425,"score_spread":0.1882929153114422,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3035192072","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9576986,0.0019341338,0.03829245,0.00021020399,0.0004683256,0.00009479948,0.0000021031644,0.00009382393,0.0012055694],"genre_scores_gemma":[0.99725187,0.000029473638,0.0022441398,0.0000593622,0.00037192885,0.0000022846275,0.00000108133,0.00003573921,0.0000041458543],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9987981,0.000017816144,0.0006664622,0.00006902051,0.00028436477,0.00016429079],"domain_scores_gemma":[0.999431,0.000066896086,0.00014564613,0.000095019655,0.00003964567,0.00022179348],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018303363,0.00015247885,0.00036578433,0.000121429715,0.000013250194,0.000016570306,0.00019411788,0.00005496313,0.00003787812],"category_scores_gemma":[0.00006962814,0.00014258252,0.00012165691,0.00019919217,0.000020434445,0.00019739218,0.000018457687,0.00020540271,0.0000110465],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000073691235,0.000007632888,0.00028240643,0.00032937762,0.000116885654,0.000019782427,0.0036302968,0.51720965,0.47727045,0.00008939252,0.0005886464,0.0004480819],"study_design_scores_gemma":[0.0006246193,0.00022629443,0.0012773582,0.00042561296,0.00003387044,0.00016622353,0.00041169018,0.38624123,0.60746795,0.000021753249,0.0028496645,0.0002537073],"about_ca_topic_score_codex":0.0000030051344,"about_ca_topic_score_gemma":1.08919764e-7,"teacher_disagreement_score":0.13096844,"about_ca_system_score_codex":0.000038139802,"about_ca_system_score_gemma":0.00002261953,"threshold_uncertainty_score":0.58143467},"labels":[],"label_agreement":null},{"id":"W3036030529","doi":"10.18280/jesa.530206","title":"Simulation Analysis of a Self-balancing Hydraulic Platform for Agricultural Machinery in Mountainous Regions","year":2020,"lang":"fr","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Agriculture; Agricultural machinery; Computer science; Environmental science; Hydrology (agriculture); Agricultural engineering; Engineering; Geotechnical engineering; Geography; Archaeology","score_opus":0.02308643067578667,"score_gpt":0.25183809619447706,"score_spread":0.2287516655186904,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3036030529","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.75092846,0.007883118,0.23608316,0.0011383266,0.0010186961,0.0008753405,0.00012494165,0.00032185225,0.0016261085],"genre_scores_gemma":[0.9921536,0.00026249446,0.0065505174,0.00009547683,0.00059327355,0.000020517109,0.000038031692,0.00007659625,0.00020948933],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9962852,0.0002640715,0.0019644538,0.00030864574,0.00051588373,0.00066176325],"domain_scores_gemma":[0.99734783,0.0009749094,0.0008156023,0.00024048486,0.00024648977,0.00037469642],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007330455,0.00045828597,0.0013681185,0.00059033616,0.00020334424,0.00020005184,0.00035804132,0.0002552923,0.00008078237],"category_scores_gemma":[0.0005412302,0.0004050253,0.0006854966,0.0022633816,0.000056573186,0.0006354043,0.00005191642,0.0004894037,0.00003470421],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019665567,0.00007636329,0.004335047,0.002082329,0.0022579932,0.00006905362,0.016890634,0.9523451,0.00048578245,0.0009954299,0.000480877,0.019961733],"study_design_scores_gemma":[0.0007603809,0.0001765009,0.1635401,0.0008512645,0.0013782732,0.00017470177,0.0010580001,0.83042955,0.000026221327,0.00029587315,0.00096079457,0.0003483524],"about_ca_topic_score_codex":0.0003750949,"about_ca_topic_score_gemma":0.00017823129,"teacher_disagreement_score":0.24122515,"about_ca_system_score_codex":0.0008025236,"about_ca_system_score_gemma":0.000116035284,"threshold_uncertainty_score":0.99984014},"labels":[],"label_agreement":null},{"id":"W3037878489","doi":"10.2316/j.2020.201-0106","title":"STATE-FEEDBACK-BASED FRACTIONAL-ORDER CONTROL APPROXIMATION FOR A ROTARY FLEXIBLE JOINT SYSTEM","year":2020,"lang":"en","type":"article","venue":"Mechatronic systems and control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Control theory (sociology); Joint (building); Feedback control; State (computer science); Order (exchange); Control (management); Computer science; Mathematics; Applied mathematics; Control engineering; Engineering; Artificial intelligence; Algorithm; Structural engineering; Economics","score_opus":0.012442950888289435,"score_gpt":0.1909250365802779,"score_spread":0.17848208569198848,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3037878489","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0035033654,0.0036618186,0.98724633,0.00052653986,0.0008680672,0.0027805744,0.00019046821,0.00069438986,0.0005284319],"genre_scores_gemma":[0.99727684,0.000009702962,0.00034090245,0.00024803396,0.0005231736,0.0014223082,0.000032584077,0.0000732609,0.00007318662],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99803406,0.00011308475,0.00074371154,0.0003446377,0.0003089731,0.00045551843],"domain_scores_gemma":[0.9990096,0.00020624683,0.0001737015,0.00023948026,0.00013447892,0.00023651039],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005344061,0.00032843434,0.0007602199,0.00008349513,0.00014358283,0.00013511602,0.00012106018,0.00015413869,0.000018266759],"category_scores_gemma":[0.00004258598,0.0002937177,0.0001442236,0.00014524827,0.000019188617,0.00016201001,0.0000073097967,0.00015503982,0.000055160566],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028266406,0.000038670445,0.00019143449,0.0072828927,0.00080691563,0.0000062580248,0.00069086853,0.9707735,0.0062015895,0.0072159697,0.0026812556,0.0038279512],"study_design_scores_gemma":[0.0059161535,0.00015407919,0.000036913836,0.00023697573,0.000103318765,0.000015924374,0.0008074378,0.9831888,0.00021354585,0.000044097604,0.008972969,0.00030976956],"about_ca_topic_score_codex":0.00012318892,"about_ca_topic_score_gemma":0.0000049366263,"teacher_disagreement_score":0.99377346,"about_ca_system_score_codex":0.00017637578,"about_ca_system_score_gemma":0.00009204225,"threshold_uncertainty_score":0.9999515},"labels":[],"label_agreement":null},{"id":"W3040681560","doi":"10.3390/math8071084","title":"Parameter Identification in Nonlinear Mechanical Systems with Noisy Partial State Measurement Using PID-Controller Penalty Functions","year":2020,"lang":"en","type":"article","venue":"Mathematics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Control theory (sociology); PID controller; Particle swarm optimization; Nonlinear system; Robustness (evolution); System identification; Penalty method; Computer science; Mathematical optimization; Mathematics; Engineering; Control engineering; Data modeling","score_opus":0.0603119507447401,"score_gpt":0.22980566093335136,"score_spread":0.16949371018861126,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3040681560","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20060015,0.00009579555,0.79789406,0.00007352144,0.00025323813,0.00069354905,0.000014562706,0.0001668902,0.00020820768],"genre_scores_gemma":[0.9957066,0.000003502885,0.0039968295,0.000024494486,0.000116597745,0.00007740058,0.0000045924717,0.00004292149,0.000027035336],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984243,0.000054680793,0.0006650069,0.0001709899,0.0004543505,0.00023068259],"domain_scores_gemma":[0.9994263,0.00007401261,0.000106186446,0.00020756088,0.00007405094,0.00011187618],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00052333844,0.00017513709,0.00036915203,0.000050714614,0.000042990978,0.00008977154,0.00011004817,0.00006072426,0.000019146002],"category_scores_gemma":[0.00010478458,0.00014085292,0.00004896637,0.00020363569,0.000013971133,0.00009209198,0.000014342833,0.00013967989,0.00013176868],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044854067,0.00019274259,0.00021127696,0.0022015504,0.00032255822,0.000018620021,0.0077421344,0.96490014,0.022961734,0.00024121007,0.0005402412,0.00062296784],"study_design_scores_gemma":[0.0005422702,0.00003219711,0.000026193879,0.00018702849,0.000049930502,0.000011242367,0.00045505873,0.99732673,0.0007177938,0.000050054212,0.00043430465,0.00016717473],"about_ca_topic_score_codex":0.00002897325,"about_ca_topic_score_gemma":0.000021513724,"teacher_disagreement_score":0.7951065,"about_ca_system_score_codex":0.00011714182,"about_ca_system_score_gemma":0.00002718499,"threshold_uncertainty_score":0.57438153},"labels":[],"label_agreement":null},{"id":"W3041526731","doi":"10.22059/jcamech.2020.298391.485","title":"Simulation-based Vibration Sensor Placement for Centrifugal Pump Impeller Fault Detection","year":2020,"lang":"en","type":"article","venue":"Applied and Computational Mechanics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Casing; Volute; Impeller; Centrifugal pump; Vibration; Accelerometer; Fault (geology); Acceleration; Acoustics; Actuator; Fault detection and isolation; Specific speed; Materials science; Engineering; Structural engineering; Mechanics; Mechanical engineering; Computer science; Geology; Physics; Electrical engineering","score_opus":0.014700396531927727,"score_gpt":0.21404509890773585,"score_spread":0.19934470237580812,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3041526731","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0114409495,0.000016002015,0.98747873,0.0001281785,0.00016747073,0.00048595128,0.000019246776,0.00015286227,0.00011060089],"genre_scores_gemma":[0.99408805,0.0000012187621,0.005210756,0.0003834336,0.00014671423,0.000058415182,0.00008880439,0.000019697822,0.0000029090204],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993877,0.000008584534,0.00020513339,0.00014052234,0.00014761835,0.00011048067],"domain_scores_gemma":[0.9995308,0.0002759192,0.000038003953,0.000040588795,0.000041367024,0.00007334835],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000060802213,0.00010882957,0.000115267496,0.000027823158,0.00008237781,0.00003432377,0.000032363252,0.00006067125,0.000015541567],"category_scores_gemma":[0.000018930634,0.000113997194,0.00002827606,0.00008125561,0.0000035766113,0.000033987417,0.000005917271,0.000048091308,0.000018641485],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027565222,0.000006237964,9.671896e-7,0.00008856138,0.000021028229,1.4519382e-7,0.00022478538,0.9901908,0.0030343384,0.0029875233,0.000028163167,0.0033898554],"study_design_scores_gemma":[0.000716401,0.00004219977,0.000007041364,0.000006510689,0.0000134502325,3.483928e-7,0.00013476601,0.99338174,0.0026174097,0.0017808197,0.0011743912,0.00012491526],"about_ca_topic_score_codex":7.5153565e-7,"about_ca_topic_score_gemma":5.917587e-7,"teacher_disagreement_score":0.9826471,"about_ca_system_score_codex":0.000025657211,"about_ca_system_score_gemma":0.000015427458,"threshold_uncertainty_score":0.46486706},"labels":[],"label_agreement":null},{"id":"W3045196812","doi":"10.3390/act9030058","title":"A Critical Analysis of Flow-Compensated Hydrostatic Single Rod Actuators: Simulation Study","year":2020,"lang":"en","type":"article","venue":"Actuators","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Actuator; Hydraulic cylinder; Electronic circuit; Cylinder; Hydrostatic equilibrium; Hydraulic circuit; Control theory (sociology); Flow (mathematics); Engineering; Mechanical engineering; Computer science; Mechanics; Control engineering; Electrical engineering; Physics; Control (management)","score_opus":0.02894455146800237,"score_gpt":0.2688923621542308,"score_spread":0.23994781068622842,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3045196812","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8671431,0.00002484628,0.13163024,0.000055905668,0.00013858733,0.00027066105,0.000018177328,0.00023840081,0.0004800668],"genre_scores_gemma":[0.9993251,8.8717854e-7,0.0004850238,0.00006252196,0.000054605,0.000010688608,0.000023407025,0.00003471356,0.0000030621036],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99859655,0.00008481036,0.0005556232,0.00021298861,0.00032938673,0.00022067176],"domain_scores_gemma":[0.9988464,0.00058506464,0.000058961738,0.0002685131,0.000066319786,0.00017471045],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001533132,0.0001928349,0.0005570183,0.0001970311,0.0000385179,0.00003536828,0.00015052402,0.00007208368,0.00025719043],"category_scores_gemma":[0.00054225035,0.00018331832,0.00013898216,0.0012189262,0.000030278245,0.00014563436,0.000023104543,0.00010416651,0.00006911833],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017261124,0.00023071324,0.008348138,0.00015495812,0.0018096245,0.000014684608,0.024578368,0.9560205,0.00071296026,0.000029864414,0.00016873439,0.007914192],"study_design_scores_gemma":[0.00028018357,0.00014628675,0.0028868965,0.000017941418,0.0007534341,3.6628495e-7,0.0015269101,0.9937815,0.0002787747,0.00002328791,0.00012334876,0.0001810927],"about_ca_topic_score_codex":0.000037226906,"about_ca_topic_score_gemma":0.00001755519,"teacher_disagreement_score":0.13218197,"about_ca_system_score_codex":0.00004901993,"about_ca_system_score_gemma":0.000015147617,"threshold_uncertainty_score":0.7475504},"labels":[],"label_agreement":null},{"id":"W3045413515","doi":"10.1007/s00158-020-02679-0","title":"Analysis and optimization for generated axial force of a drive-shaft system with interval uncertainty","year":2020,"lang":"en","type":"article","venue":"Structural and Multidisciplinary Optimization","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Control theory (sociology); Torque; Monte Carlo method; Interval (graph theory); Interval arithmetic; Uncertainty quantification; Upper and lower bounds; Computer science; Mathematics; Physics; Mathematical analysis; Statistics","score_opus":0.01016152056381606,"score_gpt":0.22314406040873278,"score_spread":0.21298253984491672,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3045413515","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.33028144,0.0000660945,0.6690802,0.00004139206,0.000057423174,0.00031242557,0.000052289393,0.00007955781,0.000029201768],"genre_scores_gemma":[0.94055885,0.000021307094,0.058991592,0.000004878796,0.00006787326,0.000023135766,0.0003040093,0.00001870851,0.00000962854],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99925655,0.00002571745,0.0002952224,0.00020459667,0.000092183305,0.0001257535],"domain_scores_gemma":[0.99961203,0.000033444518,0.00009014548,0.000079150865,0.00009288305,0.00009234269],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000050099585,0.0001632805,0.00032755797,0.0000783618,0.00011119123,0.000030348108,0.000052611867,0.00006964642,0.000010249446],"category_scores_gemma":[0.000010598901,0.0001236974,0.000045531437,0.0003289978,0.00004353296,0.00014844317,0.000029049314,0.000042230324,9.515993e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009782517,0.0000015451413,0.0018251807,0.00057353725,0.00021589422,6.419205e-7,0.0016554889,0.99491066,0.00029736143,0.000050168568,0.0000038722283,0.00036780047],"study_design_scores_gemma":[0.0007426826,0.00014613938,0.0010812758,0.000050904062,0.00034287767,0.000008226606,0.00074228423,0.9965805,0.0001444307,0.0000028810227,0.0000010372022,0.00015677298],"about_ca_topic_score_codex":0.00002346105,"about_ca_topic_score_gemma":0.000016207441,"teacher_disagreement_score":0.6102774,"about_ca_system_score_codex":0.00002268522,"about_ca_system_score_gemma":0.000009438424,"threshold_uncertainty_score":0.5044234},"labels":[],"label_agreement":null},{"id":"W3046298176","doi":"10.3389/fbuil.2020.00107","title":"NHERI Lehigh Experimental Facility With Large-Scale Multi-Directional Hybrid Simulation Testing Capabilities","year":2020,"lang":"en","type":"article","venue":"Frontiers in Built Environment","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of Toronto; San Francisco State University; Tongji University; Lehigh University; National Science Foundation","keywords":"Testbed; Engineering; Damper; Structural engineering; Natural hazard; Civil engineering; Aerospace engineering; Geology","score_opus":0.02238682290726393,"score_gpt":0.20623373776608855,"score_spread":0.18384691485882462,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3046298176","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6281585,0.0006567948,0.37012336,0.000027536653,0.00024940955,0.00027455742,0.0000498404,0.00014216879,0.00031783074],"genre_scores_gemma":[0.9672484,0.0000075286744,0.032450154,0.000036519796,0.00006462502,0.00007827263,0.000021978532,0.000023886683,0.000068657006],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998885,0.000045192566,0.00029090207,0.00027472,0.00024308871,0.00026109372],"domain_scores_gemma":[0.99964154,0.000041604857,0.000034895726,0.00017030547,0.000004250163,0.00010739479],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000106603744,0.00019722396,0.00024249077,0.00003168377,0.00006250877,0.000016792093,0.00009564027,0.000050512048,0.00014018395],"category_scores_gemma":[0.000016070833,0.00019338004,0.00003662601,0.00006237737,0.000059092614,0.00011437459,0.000030234565,0.00013303079,0.000043019518],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000146557995,0.00006161593,0.075134575,0.00005456305,0.00002035856,0.000004641634,0.0028596532,0.9188212,0.0018300343,2.2330332e-7,0.0005074735,0.0006910081],"study_design_scores_gemma":[0.0007386133,0.000069932714,0.012991026,0.00002465823,0.0000072707935,0.000003121557,0.002488453,0.96997905,0.004134041,0.0000039530228,0.00929857,0.0002613254],"about_ca_topic_score_codex":0.00003952706,"about_ca_topic_score_gemma":0.0000042247975,"teacher_disagreement_score":0.33908987,"about_ca_system_score_codex":0.00029553173,"about_ca_system_score_gemma":0.000008430778,"threshold_uncertainty_score":0.7885809},"labels":[],"label_agreement":null},{"id":"W3047064154","doi":"10.1177/0036850420938555","title":"Numerical calculation for coupling vibration system by Piecewise-Laplace method","year":2020,"lang":"en","type":"article","venue":"Science Progress","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"National Natural Science Foundation of China","keywords":"Laplace transform; Piecewise; Computation; Transformation (genetics); Mathematics; Applied mathematics; Time domain; Numerical analysis; Laplace transform applied to differential equations; Laplace's equation; Mathematical optimization; Algorithm; Control theory (sociology); Mathematical analysis; Computer science; Partial differential equation; Artificial intelligence","score_opus":0.017690206285160087,"score_gpt":0.2801369471432389,"score_spread":0.2624467408580788,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3047064154","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010799609,0.000286736,0.98683673,0.00034745393,0.0003927758,0.0005193461,0.00000700729,0.00041273035,0.000397609],"genre_scores_gemma":[0.9782797,7.9832046e-7,0.021429118,0.00003313377,0.000116968855,0.00010773574,0.000007853592,0.000015669135,0.000009037537],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99901193,0.0000132454525,0.00022654807,0.00023027089,0.0002701094,0.00024787753],"domain_scores_gemma":[0.99957144,0.00005724627,0.00004750807,0.00010989328,0.00006287708,0.00015105543],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00055922975,0.000099751174,0.0001538662,0.000033080618,0.00015184926,0.00012597225,0.00020521945,0.000045110177,0.0000033463762],"category_scores_gemma":[0.000057934434,0.00008985707,0.000031079388,0.00047043245,0.000057632027,0.0002757895,0.000013678387,0.000053437765,0.000022961593],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027245796,0.000026690761,0.0016887449,0.0020460514,0.00003882031,0.0000025691647,0.0052747224,0.86670303,0.070295356,0.003554613,0.005149039,0.04519312],"study_design_scores_gemma":[0.00013252738,0.000030506753,0.000040014987,0.000043096694,0.0000064403475,0.000003485417,0.00019102392,0.98712033,0.010764893,0.0000062177896,0.0015508162,0.00011063273],"about_ca_topic_score_codex":0.0000039234674,"about_ca_topic_score_gemma":1.4308866e-7,"teacher_disagreement_score":0.96748006,"about_ca_system_score_codex":0.00008168628,"about_ca_system_score_gemma":0.000035425048,"threshold_uncertainty_score":0.3664265},"labels":[],"label_agreement":null},{"id":"W3085736147","doi":"10.3390/act9030086","title":"Optimal Force Allocation and Position Control of Hybrid Pneumatic–Electric Linear Actuators","year":2020,"lang":"en","type":"article","venue":"Actuators","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Control theory (sociology); Actuator; Pneumatic actuator; Model predictive control; Benchmark (surveying); Control engineering; Controller (irrigation); Computer science; Position (finance); Tracking error; Engineering; Control (management); Artificial intelligence","score_opus":0.006818937364607922,"score_gpt":0.19390005894800544,"score_spread":0.1870811215833975,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3085736147","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.68836045,0.00014673511,0.31050575,0.00020515149,0.00008269245,0.00023175859,0.0000073432097,0.00013282818,0.000327292],"genre_scores_gemma":[0.9988917,0.00005865836,0.00076264533,0.00013057068,0.00008882393,0.000016351662,0.0000132167215,0.00003115646,0.000006882165],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991481,0.000030855826,0.0003403956,0.00013600335,0.00016881357,0.00017584686],"domain_scores_gemma":[0.9995106,0.00011795518,0.000079552534,0.00012605102,0.0000341535,0.00013167852],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001115941,0.00015277641,0.0002777112,0.000064841945,0.00003432153,0.000015803393,0.00009449199,0.000050089187,0.000026738717],"category_scores_gemma":[0.00007960154,0.00014682929,0.000049589773,0.00017111561,0.000018613173,0.00013838784,0.00000986154,0.00009543767,0.000033564313],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032521144,0.00022083438,0.0050166356,0.005203454,0.0021492436,0.000061964696,0.027701383,0.27433863,0.20877893,0.005040562,0.008555851,0.46260726],"study_design_scores_gemma":[0.0005632059,0.00013797998,0.00036239438,0.00004779855,0.00005778518,0.000022646595,0.00015946597,0.9788398,0.019092787,0.000052096686,0.00047177222,0.00019228156],"about_ca_topic_score_codex":0.000011071573,"about_ca_topic_score_gemma":5.1406465e-7,"teacher_disagreement_score":0.70450115,"about_ca_system_score_codex":0.000029632887,"about_ca_system_score_gemma":0.000023887465,"threshold_uncertainty_score":0.59875244},"labels":[],"label_agreement":null},{"id":"W3088987101","doi":"10.1139/tcsme-2020-0105","title":"Prediction of oil film thickness in trochoidal pump","year":2020,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Ministarstvo Prosvete, Nauke i Tehnološkog Razvoja","keywords":"Lubrication; Reynolds equation; Oil pump; Materials science; Mechanics; Coupling (piping); Reliability (semiconductor); Process (computing); Control theory (sociology); Mechanical engineering; Engineering; Composite material; Computer science; Thermodynamics; Physics; Reynolds number; Control (management)","score_opus":0.01680310175710134,"score_gpt":0.18330948595601745,"score_spread":0.1665063841989161,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3088987101","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.052296337,0.00017757501,0.94402236,0.0010624258,0.0010140514,0.00039518403,0.00055174244,0.0001701328,0.00031017838],"genre_scores_gemma":[0.9983377,0.000016465801,0.0014661317,0.000042065934,0.000042656444,0.00004137966,0.0000038570925,0.000026212394,0.000023542563],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992878,0.0000063947687,0.00030372886,0.000090779875,0.00011508168,0.00019625791],"domain_scores_gemma":[0.99960774,0.00006120148,0.000023599421,0.00013467646,0.00002453855,0.00014824817],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001304232,0.00010157445,0.00020465133,0.000031295207,0.000041271105,0.0000055495047,0.00018397022,0.00014398767,0.000024590221],"category_scores_gemma":[0.00002791535,0.00009678205,0.00030773718,0.0002905426,0.000014971868,0.000056588684,0.000002294881,0.00020044304,7.001919e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000025875956,0.000004672476,0.000007164292,0.00079005706,0.00007651842,1.1563007e-7,0.0013088231,0.9778467,0.018641569,0.00037115498,0.00012071289,0.00082994223],"study_design_scores_gemma":[0.00034695186,0.000022059248,0.000052929954,0.00010412819,0.0000366088,0.0000025539275,0.00022887571,0.98706913,0.010731095,0.000020565083,0.0012976965,0.00008743039],"about_ca_topic_score_codex":0.0024551635,"about_ca_topic_score_gemma":0.004645693,"teacher_disagreement_score":0.94604135,"about_ca_system_score_codex":0.00014024567,"about_ca_system_score_gemma":0.00007477209,"threshold_uncertainty_score":0.39466575},"labels":[],"label_agreement":null},{"id":"W3089067537","doi":"10.3389/fbuil.2020.560672","title":"Real-Time Aeroelastic Hybrid Simulation of a Base-Pivoting Building Model in a Wind Tunnel","year":2020,"lang":"en","type":"article","venue":"Frontiers in Built Environment","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Ontario Centres of Excellence","keywords":"Aeroelasticity; Wind tunnel; Structural engineering; Engineering; Actuator; Stiffness; Vibration; Building model; Aerodynamics; Control theory (sociology); Simulation; Computer science; Acoustics; Aerospace engineering","score_opus":0.013236676651047675,"score_gpt":0.19666425964740644,"score_spread":0.18342758299635878,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3089067537","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.63067293,0.00013892404,0.36852667,0.000036783156,0.00009150013,0.0002072247,0.000008017668,0.000041836727,0.00027611025],"genre_scores_gemma":[0.9769633,0.000049385402,0.022850815,0.00001622538,0.000039510953,0.000013588534,0.000007140154,0.000040339735,0.0000197072],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987338,0.000043531392,0.0005148186,0.00022743235,0.00022255648,0.00025785892],"domain_scores_gemma":[0.9996013,0.000055311324,0.00007011455,0.00018384552,0.0000023629002,0.00008706506],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019377534,0.0001759632,0.00035940923,0.00010981464,0.000015971373,0.000007872274,0.00014309787,0.000064403575,0.000035158046],"category_scores_gemma":[0.000037044098,0.00019990835,0.00004929909,0.00010412191,0.00002699543,0.00009281343,0.00004079017,0.00013692456,0.000021242473],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000108392105,0.000020336596,0.005116968,0.000119107135,0.000014132369,0.000008099453,0.0013128748,0.9733218,0.018970517,0.0000023004068,0.00027832048,0.00082473696],"study_design_scores_gemma":[0.00047783318,0.000023708859,0.0014949559,0.00013240852,0.000011011235,7.715704e-7,0.00014110064,0.99656147,0.0008368011,0.000076441436,0.00006995938,0.00017354908],"about_ca_topic_score_codex":0.000023999106,"about_ca_topic_score_gemma":8.579578e-7,"teacher_disagreement_score":0.34629035,"about_ca_system_score_codex":0.00023364677,"about_ca_system_score_gemma":0.000009781283,"threshold_uncertainty_score":0.8152026},"labels":[],"label_agreement":null},{"id":"W3089597436","doi":"10.1109/ccta41146.2020.9206281","title":"Model Transformation for Enhanced Parameter Identification of Linear Dynamic Systems","year":2020,"lang":"en","type":"article","venue":"2020 IEEE Conference on Control Technology and Applications (CCTA)","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Identification (biology); Control theory (sociology); Computer science; Estimation theory; System identification; Quantization (signal processing); Convergence (economics); Transformation (genetics); Noise (video); Algorithm; Mathematical optimization; Mathematics; Data modeling; Artificial intelligence; Control (management)","score_opus":0.018905295519154666,"score_gpt":0.2462692658391551,"score_spread":0.22736397032000044,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3089597436","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.038817074,0.00014174977,0.9571265,0.0015663529,0.00005646756,0.0014675675,0.00014172595,0.00029329472,0.00038925908],"genre_scores_gemma":[0.997282,0.0001254494,0.0004898424,0.00004703178,0.000029748957,0.0019483306,0.000028877163,0.000017184077,0.00003152817],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990656,0.000013369114,0.0004830774,0.00021294992,0.00008197211,0.00014302573],"domain_scores_gemma":[0.99941313,0.00008055983,0.00011836642,0.00023044959,0.00010642403,0.00005104204],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010330475,0.00014130192,0.00030166295,0.000108701155,0.00007511337,0.000018703326,0.00018251367,0.00021404203,0.0000027181354],"category_scores_gemma":[0.000026263757,0.00014057751,0.00004318917,0.00025784766,0.000072720075,0.0000721132,0.0000039620345,0.0001300664,0.000022718019],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000052916115,0.000042425938,0.000012763733,0.00079406827,0.0001310198,1.402774e-7,0.0006156913,0.18034433,0.6799702,0.107251704,0.00013828,0.030646456],"study_design_scores_gemma":[0.00058149005,0.000060210044,0.000007515188,0.00003125388,0.00003913759,0.0000014213073,0.00019444474,0.9816489,0.014498657,0.0023872443,0.0004247252,0.00012500022],"about_ca_topic_score_codex":7.258622e-7,"about_ca_topic_score_gemma":0.0000018091736,"teacher_disagreement_score":0.9584649,"about_ca_system_score_codex":0.000016494112,"about_ca_system_score_gemma":0.000021598868,"threshold_uncertainty_score":0.57325846},"labels":[],"label_agreement":null},{"id":"W3093610728","doi":"10.1007/s11771-020-4487-7","title":"Pressure performance improvement by dual-mode control in digital pump/motor","year":2020,"lang":"en","type":"article","venue":"Journal of Central South University","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Hydraulic pump; Variable displacement pump; Hydraulic motor; Digital control; Engineering; TOPSIS; Axial piston pump; Control theory (sociology); Hydraulic machinery; Variable (mathematics); Displacement (psychology); Process (computing); Automotive engineering; Control engineering; Computer science; Control (management); Mechanical engineering; Electronic engineering; Mathematics","score_opus":0.004147457987371652,"score_gpt":0.14927071324202074,"score_spread":0.1451232552546491,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3093610728","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.992917,0.00010304545,0.0055832574,0.00018197641,0.00020819732,0.000115762785,0.00013071128,0.000023372995,0.00073667784],"genre_scores_gemma":[0.99970025,0.000031216772,0.000011495304,0.0000386727,0.00010214653,5.192176e-8,0.0000013630159,0.0000070819115,0.00010770797],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993423,0.000011228364,0.00021055539,0.00006030062,0.00017343787,0.00020214132],"domain_scores_gemma":[0.9996206,0.000014818562,0.000092959745,0.00004872346,0.000029946124,0.00019291506],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000052817086,0.00009133238,0.00020750408,0.000033987482,0.00002340823,0.000022707898,0.00013105119,0.000050073584,0.000038694066],"category_scores_gemma":[0.0000112168445,0.00008628473,0.00007308588,0.00007626545,0.000013525748,0.00032139523,0.000013152474,0.00018045689,0.000007729586],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017894788,0.00030508696,0.29627678,0.0017319303,0.0017472478,0.00066902634,0.04507002,0.57942635,0.03894186,0.00010617226,0.019832242,0.014103797],"study_design_scores_gemma":[0.010582263,0.0008974309,0.03436674,0.00025719136,0.00022166532,0.00004029048,0.005164765,0.81590724,0.0013022599,0.000006745945,0.13056292,0.00069046015],"about_ca_topic_score_codex":0.0000055207584,"about_ca_topic_score_gemma":7.826703e-7,"teacher_disagreement_score":0.26191005,"about_ca_system_score_codex":0.000080556274,"about_ca_system_score_gemma":0.000026499767,"threshold_uncertainty_score":0.3518589},"labels":[],"label_agreement":null},{"id":"W3094082190","doi":"10.1115/fpmc2020-2771","title":"Development of a Physical Analog Excavator for Studies in Interactions Between Hydraulic Equipment and Human Operators","year":2020,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Excavator; Computer science; Actuator; Simulation; Operator (biology); Hydraulic machinery; Control engineering; Engineering; Artificial intelligence; Mechanical engineering","score_opus":0.09833379832276122,"score_gpt":0.33806156535488585,"score_spread":0.23972776703212462,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3094082190","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9939427,0.00007010136,0.004573949,0.00007996599,0.000045313278,0.00025966368,0.000003614352,0.00005158993,0.000973152],"genre_scores_gemma":[0.99834335,0.0000025940014,0.0014359268,0.000028185974,0.00007664041,0.00007782741,0.0000047115454,0.000011476597,0.000019274712],"study_design_codex":"qualitative","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99939895,0.000009831187,0.00030488017,0.00010549919,0.000068942725,0.00011192279],"domain_scores_gemma":[0.9997643,0.000084651954,0.000021415432,0.000052652118,0.000017142103,0.000059815877],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007606778,0.000097833865,0.00028973614,0.000044860684,0.000033226097,0.0000072034536,0.00005206672,0.00001795366,0.0000064010696],"category_scores_gemma":[0.000017748776,0.000081938015,0.00002548261,0.00009672161,0.000019500874,0.00005293141,0.000031756095,0.000046805195,0.0000044643257],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036724807,0.0003829668,0.06957806,0.010260384,0.003962089,0.000012129881,0.6174226,0.016709998,0.19998707,0.006488245,0.011192841,0.06396689],"study_design_scores_gemma":[0.009846539,0.0015214133,0.079800695,0.0029879597,0.00039530802,0.000010568405,0.099245384,0.32724795,0.29909682,0.0008543906,0.17531818,0.0036748138],"about_ca_topic_score_codex":0.00000829597,"about_ca_topic_score_gemma":0.000044291628,"teacher_disagreement_score":0.5181772,"about_ca_system_score_codex":0.000042105075,"about_ca_system_score_gemma":0.000010648229,"threshold_uncertainty_score":0.3341335},"labels":[],"label_agreement":null},{"id":"W3094275932","doi":"10.1115/fpmc2020-2747","title":"Fluid Property Effects on Power Consumption in a Hydraulic System at Low Temperatures","year":2020,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Hydraulic machinery; Mechanics; Fluid power; Hydraulic fluid; Turbulence; Laminar flow; Torque; Environmental science; Hydraulic pump; Pressure drop; Control theory (sociology); Materials science; Engineering; Mechanical engineering; Thermodynamics; Computer science; Physics","score_opus":0.009943739950765265,"score_gpt":0.19390114842192407,"score_spread":0.18395740847115882,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3094275932","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9730728,0.00028903192,0.00037156077,0.00022727242,0.00045959864,0.0007112942,0.0000028410284,0.000744627,0.024120962],"genre_scores_gemma":[0.9989344,0.000010353137,0.000025938383,0.00049499905,0.00007615031,0.00007051786,0.000005663868,0.000034655997,0.00034730879],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99905735,0.00006969197,0.00026377034,0.00020416526,0.00018190025,0.00022310074],"domain_scores_gemma":[0.9995784,0.00008415868,0.000017701754,0.00018201837,0.000009133053,0.00012860048],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009857222,0.00019061919,0.0002817697,0.000052931788,0.000032406922,0.000033126158,0.00010396478,0.000099460434,0.00009913916],"category_scores_gemma":[0.000030963165,0.000120290315,0.000048109945,0.00013347417,0.00001006958,0.00005850742,0.000020871155,0.00013126817,0.0017635173],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00036080513,0.00015977364,0.024420582,0.031660743,0.00040573959,0.0009677085,0.023989888,0.107732095,0.60502064,0.0016015613,0.20030737,0.003373097],"study_design_scores_gemma":[0.004156169,0.00065085833,0.012968479,0.004562475,0.000036824178,0.00017421889,0.0007707103,0.78373325,0.16020459,0.000003592909,0.031152625,0.0015862131],"about_ca_topic_score_codex":0.000025200941,"about_ca_topic_score_gemma":0.000012051657,"teacher_disagreement_score":0.67600113,"about_ca_system_score_codex":0.00015959337,"about_ca_system_score_gemma":0.000006850954,"threshold_uncertainty_score":0.9990137},"labels":[],"label_agreement":null},{"id":"W3095628841","doi":"10.18280/jesa.530407","title":"Real Time Stabilization of Lipschitz Nonlinear Systems with Nonlinear Output","year":2020,"lang":"en","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Control theory (sociology); Lipschitz continuity; Nonlinear system; Linear matrix inequality; Mathematics; Stability (learning theory); Transformation (genetics); Constraint (computer-aided design); Computer science; Mathematical optimization; Control (management); Mathematical analysis","score_opus":0.01638821470505923,"score_gpt":0.21759935224179,"score_spread":0.20121113753673076,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3095628841","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93702614,0.0010850097,0.04456101,0.00012423642,0.00071120483,0.0007135011,0.00009911031,0.0011000062,0.014579787],"genre_scores_gemma":[0.98631567,0.0002620903,0.011946101,0.000023401983,0.00087856146,0.000009403251,0.000021769862,0.00016333465,0.00037969343],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.997488,0.00022377538,0.0010972044,0.00020380774,0.0006266907,0.0003605296],"domain_scores_gemma":[0.99862236,0.0001216919,0.0003908777,0.0002709227,0.00024904744,0.0003451021],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004052969,0.0003218788,0.0007171347,0.00013378434,0.00011721155,0.00016630808,0.0003279656,0.00011592311,0.00008757307],"category_scores_gemma":[0.00011427802,0.00025044783,0.00011785902,0.0004643233,0.000078752164,0.0003110279,0.000035392157,0.00028438945,0.0002506545],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012512629,0.00015529682,0.005589152,0.006913904,0.0010716134,0.00033541923,0.012011901,0.90590435,0.018040748,0.00018522379,0.0075375764,0.042129688],"study_design_scores_gemma":[0.00066266215,0.0003750563,0.0057706735,0.0008595257,0.0000787542,0.00064191234,0.0003808745,0.98817676,0.00030625903,0.000009951784,0.0024236252,0.00031396723],"about_ca_topic_score_codex":0.000035516343,"about_ca_topic_score_gemma":0.000003010015,"teacher_disagreement_score":0.08227239,"about_ca_system_score_codex":0.00011606011,"about_ca_system_score_gemma":0.000110907065,"threshold_uncertainty_score":0.99999475},"labels":[],"label_agreement":null},{"id":"W3101724908","doi":"10.3390/iecat2020-08488","title":"A Low-Cost Miniature Electrohydrostatic Actuator","year":2020,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Actuator; Bandwidth (computing); Valve actuator; Electro-hydraulic actuator; Hydraulic machinery; Computer science; Engineering; Electrical engineering; Mechanical engineering; Telecommunications","score_opus":0.00873514719839531,"score_gpt":0.19364933263225015,"score_spread":0.18491418543385485,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3101724908","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6770675,0.00046258984,0.1403374,0.0037839166,0.00093127275,0.0013062004,0.00003492936,0.0032535244,0.17282262],"genre_scores_gemma":[0.99824405,0.000010371021,0.0004108271,0.0008964997,0.0001448662,0.000019538787,0.000007843843,0.000025925756,0.00024009711],"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99944466,0.000009547149,0.0001507056,0.000095806325,0.000104614286,0.00019464511],"domain_scores_gemma":[0.99969053,0.000037359117,0.000011127876,0.00010598276,0.000008294643,0.00014667418],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000029630846,0.00010870053,0.00014810424,0.000017325421,0.000016935575,0.000024583589,0.00009826282,0.000055651497,0.00045579177],"category_scores_gemma":[0.000026702954,0.00009080201,0.000038498794,0.00015574931,0.000006174081,0.00004966532,0.00000739772,0.000099958976,0.00097261905],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035204328,0.00006733149,0.00043324303,0.0021828567,0.00043983318,0.00011311664,0.019959519,0.011875235,0.24309796,0.0018217969,0.6921629,0.02781104],"study_design_scores_gemma":[0.0007737561,0.000081081096,0.00027878935,0.00007479714,0.000029850806,0.000026632975,0.00037913327,0.76334506,0.053949628,0.00007852396,0.18038234,0.000600427],"about_ca_topic_score_codex":0.0000028646502,"about_ca_topic_score_gemma":0.0000023130028,"teacher_disagreement_score":0.7514698,"about_ca_system_score_codex":0.000017568695,"about_ca_system_score_gemma":0.000011279926,"threshold_uncertainty_score":0.9998052},"labels":[],"label_agreement":null},{"id":"W3107350975","doi":"10.1109/ccece47787.2020.9255683","title":"Tracking Control of Force, Position, and Contour for an Excavator with Co-simulation","year":2020,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Excavator; Position (finance); Tracking (education); Computer science; Position tracking; Control (management); Computer vision; Artificial intelligence; Engineering; Mechanical engineering; Psychology","score_opus":0.02052622262954641,"score_gpt":0.2442693954036884,"score_spread":0.223743172774142,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3107350975","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19470505,0.000039907703,0.8027925,0.00005075103,0.000016443244,0.0003311785,0.000014319115,0.00008229991,0.0019675794],"genre_scores_gemma":[0.99922156,8.743745e-7,0.0005505437,0.0001108216,0.00006130348,0.000013567121,0.00000898844,0.000013570788,0.00001876941],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996576,0.000008315024,0.00014646786,0.0000637232,0.000055566452,0.00006833602],"domain_scores_gemma":[0.99975216,0.00007894187,0.0000246465,0.0000463054,0.000039292143,0.000058644117],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000055426102,0.000059905185,0.00014282898,0.000012881076,0.000018475213,0.000013647198,0.000024182802,0.000029347637,0.000013528225],"category_scores_gemma":[0.00001062213,0.000047890277,0.0000133396015,0.000028231996,0.000008568757,0.00011124028,8.370505e-7,0.000017854103,9.622825e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024638948,0.000024469124,0.010301857,0.0012109075,0.00023172658,0.0000015525112,0.0063855806,0.91607594,0.052579906,0.002606287,0.0006701968,0.009665184],"study_design_scores_gemma":[0.0012200247,0.00019925524,0.00076537934,0.000025018853,0.000017078966,0.0000020441203,0.0002108774,0.9947749,0.002366233,0.00003051201,0.00031421473,0.00007447941],"about_ca_topic_score_codex":0.000005462804,"about_ca_topic_score_gemma":0.0000045405504,"teacher_disagreement_score":0.8045165,"about_ca_system_score_codex":0.000004963652,"about_ca_system_score_gemma":0.000004505783,"threshold_uncertainty_score":0.19529088},"labels":[],"label_agreement":null},{"id":"W3108315014","doi":"10.1177/1077546320975979","title":"Adaptive neural network and nonlinear electrohydraulic active suspension control system","year":2020,"lang":"en","type":"article","venue":"Journal of Vibration and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":67,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Control theory (sociology); Artificial neural network; Backstepping; Adaptive control; Nonlinear system; Active suspension; Parametric statistics; Radial basis function; Controller (irrigation); Control system; Sprung mass; Control engineering; Computer science; Engineering; Control (management); Artificial intelligence; Mathematics; Actuator; Damper","score_opus":0.007880522772816617,"score_gpt":0.18696021341339236,"score_spread":0.17907969064057574,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3108315014","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38079718,0.0049650394,0.6071185,0.00416671,0.00080934545,0.0008173364,0.000021550366,0.00016257452,0.0011418036],"genre_scores_gemma":[0.9982753,0.000051685485,0.00019984032,0.00061646505,0.00083504,0.0000030749602,0.0000011223317,0.000015082836,0.000002390663],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991019,0.00010101514,0.00040552285,0.0000827471,0.00015764526,0.0001511877],"domain_scores_gemma":[0.9993817,0.00013121148,0.00017861054,0.000045152912,0.00008337547,0.00017993241],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016355467,0.0001291836,0.00038666563,0.000036439706,0.000060580966,0.00005563325,0.000049619728,0.000067304776,0.000007222534],"category_scores_gemma":[0.00002780581,0.00010282354,0.000055943623,0.000084471394,0.000017478198,0.00023131695,0.000004775418,0.0001879441,0.0000030490407],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0043389183,0.00006741287,0.0020731539,0.000669376,0.0020563132,0.00028895834,0.0066690203,0.7899066,0.123442516,0.0022201652,0.0058427625,0.06242477],"study_design_scores_gemma":[0.0026308151,0.0004068221,0.0010178708,0.000069760834,0.00008042385,0.00016426678,0.00042557842,0.9942943,0.00028206597,0.0000141349265,0.0005109306,0.0001030598],"about_ca_topic_score_codex":0.0000029738715,"about_ca_topic_score_gemma":0.0000034077423,"teacher_disagreement_score":0.61747813,"about_ca_system_score_codex":0.000025646139,"about_ca_system_score_gemma":0.000020141792,"threshold_uncertainty_score":0.41930223},"labels":[],"label_agreement":null},{"id":"W3109528166","doi":"10.3390/act9040130","title":"A Low-Cost Miniature Electrohydrostatic Actuator System","year":2020,"lang":"en","type":"article","venue":"Actuators","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Actuator; Hydraulic machinery; Electro-hydraulic actuator; Valve actuator; Linear actuator; Power (physics); Range (aeronautics); Automotive engineering; Pneumatic actuator; Computer science; Rotary actuator; Electric power system; Engineering; Mechanical engineering; Electrical engineering; Physics","score_opus":0.007298286361231594,"score_gpt":0.1863730950666976,"score_spread":0.17907480870546602,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3109528166","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9203364,0.00034881997,0.059215512,0.0006396283,0.0014410571,0.0012438868,0.00006379636,0.002941922,0.013768931],"genre_scores_gemma":[0.9988419,0.000011340576,0.00030277038,0.00035082593,0.000310028,0.00005685721,0.000018112973,0.00007125882,0.000036948462],"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987903,0.000043139964,0.00032760776,0.00020952892,0.00024132423,0.0003880633],"domain_scores_gemma":[0.9992558,0.000114533934,0.000050608178,0.00024609236,0.00002019809,0.00031281],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00010133142,0.00024801158,0.00033780732,0.000051650182,0.00006464777,0.000051287912,0.0002324053,0.00013402749,0.00008253607],"category_scores_gemma":[0.00008013399,0.00022258022,0.00009258281,0.00033407792,0.00001658273,0.00010967836,0.00001790229,0.0002624748,0.0010754666],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022106215,0.00023404142,0.0024594893,0.021386674,0.002953846,0.00096272695,0.11957708,0.013733386,0.10642253,0.0074586426,0.5531806,0.17140996],"study_design_scores_gemma":[0.0022065234,0.0002460553,0.000523184,0.0008003195,0.00021801927,0.00016982695,0.0052129044,0.76289433,0.05118325,0.00006452795,0.17440781,0.0020732668],"about_ca_topic_score_codex":0.0000065907584,"about_ca_topic_score_gemma":0.00000177599,"teacher_disagreement_score":0.74916095,"about_ca_system_score_codex":0.00010646087,"about_ca_system_score_gemma":0.00003614902,"threshold_uncertainty_score":0.99970233},"labels":[],"label_agreement":null},{"id":"W3109596660","doi":"10.23919/iccas50221.2020.9268434","title":"Development of an Integrated Tracking Control Algorithm for Digging Operations of an Excavator","year":2020,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Excavator; Tracking (education); Digging; Controller (irrigation); Control engineering; Position (finance); Actuator; Computer science; Control theory (sociology); Multiphysics; Engineering; Control (management); Simulation; Artificial intelligence; Mechanical engineering","score_opus":0.02488300166118569,"score_gpt":0.24306054437540414,"score_spread":0.21817754271421846,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3109596660","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1988601,0.000014866429,0.8004242,0.000016994558,0.00006207255,0.00025329675,0.000021685637,0.000100403646,0.00024638418],"genre_scores_gemma":[0.8151821,4.2871443e-7,0.18466786,0.00002937803,0.00003672174,0.000029137425,0.000029430565,0.000015412335,0.000009544211],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993087,0.000015118692,0.00040175853,0.000087143446,0.00008416198,0.000103114835],"domain_scores_gemma":[0.9997075,0.000032490025,0.000025198193,0.000083269835,0.0000684931,0.00008302756],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013714434,0.00008682258,0.00022395789,0.000029903911,0.000031766587,0.00001535792,0.000091482405,0.00003856899,0.000042577398],"category_scores_gemma":[0.00002325609,0.00007414767,0.000027040243,0.00008814621,0.000008197751,0.00014671888,0.0000038653143,0.000035856712,0.0000020659902],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010297595,0.00007753922,0.00004977927,0.0003870147,0.00021326655,0.0000012103419,0.022489259,0.14343123,0.12309757,0.0002745693,0.00008229162,0.70988595],"study_design_scores_gemma":[0.00046517776,0.000042374268,0.00006899745,0.0000342615,0.000008697203,9.321638e-7,0.0017694995,0.94680655,0.049426667,0.0000018577567,0.0012886568,0.00008634393],"about_ca_topic_score_codex":0.000022792196,"about_ca_topic_score_gemma":0.000044465098,"teacher_disagreement_score":0.8033753,"about_ca_system_score_codex":0.000016355845,"about_ca_system_score_gemma":0.000041714953,"threshold_uncertainty_score":0.30236542},"labels":[],"label_agreement":null},{"id":"W3111452522","doi":"10.13052/ijfp1439-9776.2124","title":"Quantitative Feedback Theory Velocity Control of a Single-rod Pump-controlled Actuator Using a Novel Flow Compensation Circuit","year":2020,"lang":"en","type":"article","venue":"International Journal of Fluid Power","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Quantitative feedback theory; Control theory (sociology); Actuator; Compensation (psychology); Controller (irrigation); Parametric statistics; Plant; Hydraulic cylinder; Engineering; Sensitivity (control systems); Control engineering; Control system; Robust control; Computer science; Mechanical engineering; Mathematics; Control (management); Electronic engineering","score_opus":0.03813681538543693,"score_gpt":0.2549722693207575,"score_spread":0.21683545393532058,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3111452522","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3736152,0.0002404678,0.62293243,0.00028283233,0.0012134353,0.00016446062,0.00004857281,0.00002094984,0.0014816329],"genre_scores_gemma":[0.99650556,0.000007670306,0.002882361,0.00026825385,0.00029495312,0.0000021416063,0.0000030943802,0.000026032565,0.000009941537],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981023,0.00009816748,0.0009493147,0.00010038745,0.0006103283,0.00013947106],"domain_scores_gemma":[0.99817026,0.00050156645,0.00044793644,0.00008335274,0.0006812058,0.00011570094],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005761953,0.00016872419,0.00056385144,0.00015154663,0.000022765958,0.00005618952,0.0003292117,0.000076029944,0.00031963538],"category_scores_gemma":[0.0005971197,0.00014582356,0.0002606304,0.000106698506,0.000046889243,0.00028620454,0.00001725307,0.00017130462,0.00001831294],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0020226543,0.00019271791,0.00022706232,0.00006523353,0.0028417856,0.000038016275,0.009541138,0.13536915,0.8430246,0.0054176836,0.00030557922,0.00095433736],"study_design_scores_gemma":[0.015578302,0.00046599886,0.0009100147,0.000504066,0.00019602517,0.00026291548,0.0012190421,0.9694018,0.009395396,0.0007750471,0.0009500808,0.0003413088],"about_ca_topic_score_codex":0.000006178784,"about_ca_topic_score_gemma":9.558055e-7,"teacher_disagreement_score":0.83403265,"about_ca_system_score_codex":0.00014637866,"about_ca_system_score_gemma":0.00008406258,"threshold_uncertainty_score":0.5946512},"labels":[],"label_agreement":null},{"id":"W3113145710","doi":"10.1007/978-3-030-52693-1_2","title":"Disturbance Observer-Based Force Estimation Without Force Sensors","year":2020,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Software portability; Mechatronics; Computer science; Reliability (semiconductor); Disturbance (geology); Observer (physics); Control engineering; Simulation; Control theory (sociology); Engineering; Physics; Artificial intelligence; Power (physics); Control (management)","score_opus":0.025465204943794204,"score_gpt":0.2336080358023384,"score_spread":0.2081428308585442,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3113145710","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0006292861,0.012024504,0.1785833,0.0005901311,0.008173007,0.0054048207,0.000616923,0.0014296984,0.79254836],"genre_scores_gemma":[0.9696549,0.0001356225,0.00032350753,0.00015469757,0.0013075307,0.0001413158,0.00013434983,0.00017188617,0.027976157],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99795127,0.000045196866,0.00086172833,0.00040522582,0.00039540447,0.00034118618],"domain_scores_gemma":[0.99871194,0.00043596225,0.0002822187,0.0003883549,0.000041739866,0.00013975658],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00020503465,0.00053910824,0.0009931831,0.00010968278,0.000051021056,0.00004743738,0.00030025368,0.0006375439,0.00008345871],"category_scores_gemma":[0.0002263968,0.00054433924,0.0001730186,0.000079106096,0.000068229194,0.00028235727,0.000015186971,0.0008228943,0.00010643755],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018032272,0.0000065288646,0.00025596484,0.00033260958,0.00010355011,0.00003761721,0.00009101843,0.9576926,0.000023780192,0.0073317117,0.00081106246,0.033133194],"study_design_scores_gemma":[0.0059222123,0.00014753186,0.000012873694,0.0017435942,0.00012961635,0.000005575704,0.000017676884,0.74464804,0.00007791078,0.0036851882,0.24262902,0.0009807543],"about_ca_topic_score_codex":0.00001244396,"about_ca_topic_score_gemma":0.000037695296,"teacher_disagreement_score":0.9690257,"about_ca_system_score_codex":0.0002518927,"about_ca_system_score_gemma":0.00007761955,"threshold_uncertainty_score":0.9997008},"labels":[],"label_agreement":null},{"id":"W3121058972","doi":"10.1088/0026-1394/42/1a/07005","title":"Final Report on Key Comparison CCM.P-K7 in the range 10 MPa to 100 MPa of hydraulic gauge pressure","year":2005,"lang":"en","type":"article","venue":"Metrologia","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada","funders":"Defense Advanced Research Projects Agency; Office of Naval Research; Alfred P. Sloan Foundation; National Science Foundation","keywords":"Piston (optics); Metrology; Equivalence (formal languages); Hydraulic pressure; Pressure measurement; Gauge (firearms); Range (aeronautics); Cylinder; Mechanics; Mechanical engineering; Mathematics; Environmental science; Physics; Materials science; Statistics; Engineering; Optics; Composite material","score_opus":0.03678064667587527,"score_gpt":0.27715496767817505,"score_spread":0.24037432100229977,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3121058972","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9472988,0.00076522666,0.001749987,0.00067340257,0.0002783922,0.000487866,0.000013851817,0.00012741763,0.048605017],"genre_scores_gemma":[0.99816906,0.000005750177,0.00045553432,0.00025186565,0.00018613556,0.00006793185,0.00001034369,0.000021533026,0.00083185954],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.998305,0.0001469794,0.0006371804,0.00021748887,0.00036585267,0.00032749574],"domain_scores_gemma":[0.99898577,0.0002359875,0.00010471778,0.0005832171,0.000027154972,0.0000631559],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010440281,0.00020250061,0.0004895397,0.0001734863,0.000032004897,0.000021122896,0.0003959696,0.00014340552,0.00032683514],"category_scores_gemma":[0.00020314657,0.00014285951,0.00008932694,0.00036679194,0.000028039818,0.00005268259,0.000028077564,0.00026124407,0.00032394545],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021832167,0.000547033,0.07593302,0.00039155045,0.00026137495,0.0001807398,0.008263693,0.7051062,0.0016555677,0.0005078458,0.19517204,0.011762643],"study_design_scores_gemma":[0.0016336207,0.0007272225,0.2189595,0.00016275141,0.000109416826,0.00013859235,0.00042060032,0.11659097,0.0024633657,0.000067879,0.6581488,0.0005772621],"about_ca_topic_score_codex":0.000193806,"about_ca_topic_score_gemma":0.00015892331,"teacher_disagreement_score":0.5885152,"about_ca_system_score_codex":0.000043038497,"about_ca_system_score_gemma":0.000012442036,"threshold_uncertainty_score":0.5825642},"labels":[],"label_agreement":null},{"id":"W3134584013","doi":"10.14288/1.0375776","title":"Design and characterization of an actuator test fixture for diesel fuel injectors","year":2019,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Test fixture; Fixture; Automotive engineering; Diesel fuel; Injector; Engineering; Test (biology); Actuator; Computer science; Environmental science; Mechanical engineering; Electrical engineering","score_opus":0.006165038339663073,"score_gpt":0.15449095578923633,"score_spread":0.14832591744957324,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3134584013","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9869592,0.000029103347,0.012097336,0.0000049291816,0.00011865441,0.000418661,0.00012873259,0.000043634165,0.00019972095],"genre_scores_gemma":[0.99886054,0.00003930206,0.00076097023,0.0000043992095,0.000015574022,6.751523e-7,0.000034826604,0.000013479633,0.00027021504],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.999598,0.000016453476,0.00008697703,0.000121740835,0.000075948235,0.000100875644],"domain_scores_gemma":[0.9996276,0.00007953754,0.000055585293,0.0001234816,0.0000614871,0.000052308216],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008972159,0.000032188662,0.00019628374,0.000025130601,0.000034094053,0.000023987364,0.000099409146,0.00008195836,0.000055259134],"category_scores_gemma":[0.000013193247,0.000101314654,0.000031184776,0.00008446895,0.00003597937,0.00023065467,0.000015210543,0.00003542737,0.000007134419],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000041215393,0.0002666552,0.029046962,0.004864638,0.0002557092,0.000014860031,0.007122783,0.0010886131,0.36909276,0.0000023540583,0.001786192,0.58641726],"study_design_scores_gemma":[0.00071214,0.00014964995,0.9731108,0.00016265827,0.000019660205,0.000011740025,0.00047671655,0.024966495,0.000035573074,0.000018478568,0.0002046565,0.00013146523],"about_ca_topic_score_codex":0.0017014979,"about_ca_topic_score_gemma":0.0016688919,"teacher_disagreement_score":0.9440638,"about_ca_system_score_codex":0.00001773078,"about_ca_system_score_gemma":0.000014652379,"threshold_uncertainty_score":0.41314918},"labels":[],"label_agreement":null},{"id":"W3143103955","doi":"10.1115/1.4050722","title":"Optimization-Driven Controller Design for a High-Performance Electro-Hydrostatic Asymmetric Actuator Operating in All Quadrants","year":2021,"lang":"en","type":"article","venue":"Journal of Dynamic Systems Measurement and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Control theory (sociology); Jerk; Actuator; Controller (irrigation); Computer science; Swing; Acceleration; Position (finance); Engineering; Control (management); Physics","score_opus":0.020592971516644597,"score_gpt":0.2189433479357288,"score_spread":0.1983503764190842,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3143103955","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14490749,0.005989439,0.8472504,0.00008734944,0.0007362239,0.00094222894,0.000006455071,0.000024469264,0.000055966964],"genre_scores_gemma":[0.9969961,0.0002621822,0.002425136,0.000044726075,0.00012045102,0.000089500216,0.0000022465247,0.000036068257,0.00002358318],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976907,0.00022487108,0.0010957337,0.00014395025,0.0005185353,0.0003262483],"domain_scores_gemma":[0.9987193,0.00029783102,0.00030692323,0.00010967614,0.00045986148,0.00010642377],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018500027,0.00021771406,0.00076658267,0.00024849025,0.00006185203,0.0001228658,0.000120943725,0.000094052644,0.0000037946647],"category_scores_gemma":[0.0002811518,0.00018210421,0.00007533788,0.000235852,0.0000100408215,0.0002138287,0.0000048849665,0.000157811,0.0000015542589],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005769691,0.0000405572,0.0007340625,0.00037364938,0.00050104986,0.000013200288,0.0003026299,0.9779754,0.017799865,0.000017873905,0.0000893038,0.0020946695],"study_design_scores_gemma":[0.007087513,0.00021607631,0.00049604446,0.0006392806,0.0001244787,0.00011908871,0.00024833536,0.9906025,0.00022995465,0.000007646986,0.000041980686,0.00018713358],"about_ca_topic_score_codex":0.000012106369,"about_ca_topic_score_gemma":0.000006903612,"teacher_disagreement_score":0.85208863,"about_ca_system_score_codex":0.00032213514,"about_ca_system_score_gemma":0.00014370441,"threshold_uncertainty_score":0.7425994},"labels":[],"label_agreement":null},{"id":"W3150124661","doi":"10.1109/isie.2006.296119","title":"Indirect Adaptive Control of an Electro-Hydraulic Servo System Based on Nonlinear Backstepping","year":2006,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Backstepping; Control theory (sociology); Nonlinear system; Adaptive control; Controller (irrigation); Servomechanism; Hydraulic machinery; Tracking error; Servomotor; Control engineering; Computer science; Engineering; Physics; Control (management); Artificial intelligence","score_opus":0.006361944926928051,"score_gpt":0.1861286204640838,"score_spread":0.17976667553715575,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3150124661","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.33438617,0.0002311049,0.29329252,0.000044882967,0.00054510357,0.0011779126,0.00006385661,0.0015980266,0.36866042],"genre_scores_gemma":[0.9982003,4.548087e-7,0.0012818292,0.00006734447,0.00025634293,0.00003167132,0.000021788313,0.00005036431,0.000089881505],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99860567,0.000103282226,0.0004877034,0.00019842405,0.00027890017,0.00032602838],"domain_scores_gemma":[0.9992798,0.00015773108,0.00008182898,0.00034374773,0.00005380749,0.0000830997],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029066915,0.00023361461,0.00047759715,0.00015176428,0.000041240928,0.000021814216,0.00016633053,0.00012529937,0.00004126523],"category_scores_gemma":[0.000008144646,0.00020338746,0.00009398797,0.00024200452,0.000017411927,0.00008877459,0.0000046832597,0.00012701929,0.000072831186],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000061585975,0.00009776404,0.00055218075,0.0005436418,0.0001121878,0.000018892733,0.00012760134,0.98729014,0.008152948,0.0008567024,0.0004984758,0.0016878779],"study_design_scores_gemma":[0.0009165512,0.00019518945,0.0005738633,0.00021722724,0.000024907522,0.0000091893735,0.00014224008,0.9832991,0.01369665,0.000008057663,0.00070001726,0.00021701473],"about_ca_topic_score_codex":0.00029549524,"about_ca_topic_score_gemma":0.000052833027,"teacher_disagreement_score":0.6638141,"about_ca_system_score_codex":0.0001239526,"about_ca_system_score_gemma":0.000032165364,"threshold_uncertainty_score":0.82939},"labels":[],"label_agreement":null},{"id":"W3152636090","doi":"10.3390/act10040082","title":"Fatigue Analysis of Actuators with Teflon Impregnated Coating—Challenges in Numerical Simulation","year":2021,"lang":"en","type":"article","venue":"Actuators","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Actuator; Finite element method; Mechanical engineering; Coating; Warranty; Computer science; Materials science; Structural engineering; Engineering; Composite material; Artificial intelligence","score_opus":0.03821704376677445,"score_gpt":0.2644273156194806,"score_spread":0.22621027185270612,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3152636090","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88346446,0.0004561772,0.113749355,0.00003577558,0.00009628036,0.00012496495,0.0000074443383,0.00012410396,0.001941459],"genre_scores_gemma":[0.99922156,0.000079795595,0.0005972656,0.000007673897,0.00001605334,0.000011456779,0.0000312911,0.00002587433,0.000009016281],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989337,0.000064575994,0.00038575206,0.00018854372,0.00023721711,0.00019022611],"domain_scores_gemma":[0.9991851,0.00032354204,0.0000814751,0.00027974788,0.000062552,0.000067619076],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013674775,0.00015835234,0.0004532458,0.00027000142,0.000018103792,0.0000118466705,0.00008703618,0.00010590678,0.00009293017],"category_scores_gemma":[0.00009958985,0.00013769162,0.000080203165,0.0012491944,0.000017916856,0.00011694209,0.000014240965,0.00010939049,0.0000055289693],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007132961,0.000040850282,0.015514664,0.000116869945,0.0007492919,0.00001772744,0.0045425603,0.92823976,0.00026883263,0.000121692305,0.000010854347,0.05036976],"study_design_scores_gemma":[0.00032139642,0.000036514903,0.01581457,0.00012495903,0.00023156157,0.0000023748883,0.001513321,0.97963846,0.0018982262,0.000033029057,0.00016862909,0.00021693106],"about_ca_topic_score_codex":0.00007505186,"about_ca_topic_score_gemma":0.00018511867,"teacher_disagreement_score":0.11575713,"about_ca_system_score_codex":0.0000627929,"about_ca_system_score_gemma":0.000031903768,"threshold_uncertainty_score":0.5614901},"labels":[],"label_agreement":null},{"id":"W3169075852","doi":"10.1088/1755-1315/774/1/012083","title":"A proposal for the dynamic strain interpolation on hydroelectric turbine runner","year":2021,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Andritz (Canada); Hydro-Québec; École de Technologie Supérieure","funders":"","keywords":"Interpolation (computer graphics); Kriging; Turbine; Hydroelectricity; Computer science; Range (aeronautics); Process (computing); Component (thermodynamics); Engineering; Mechanical engineering; Artificial intelligence; Aerospace engineering; Machine learning; Electrical engineering; Motion (physics)","score_opus":0.007381658287803918,"score_gpt":0.19393834149062794,"score_spread":0.18655668320282404,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3169075852","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9910012,0.00025381258,0.005612828,0.00047367075,0.00026121063,0.00030079653,0.00004551784,0.000046786005,0.0020041803],"genre_scores_gemma":[0.9988695,0.00014168961,0.00039145004,0.000045518875,0.000022367358,0.000023677154,0.000014964174,0.0000066607304,0.0004842172],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993158,0.0000113355745,0.00011395534,0.00017456827,0.00016750583,0.0002168408],"domain_scores_gemma":[0.99973404,0.000039142906,0.000018696917,0.0001362768,0.0000054565216,0.00006640858],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014077661,0.000099884586,0.000086917324,0.000026732503,0.00019830573,0.00009861338,0.000112817084,0.000026591573,0.0001066244],"category_scores_gemma":[0.000017703718,0.000070632705,0.000019664594,0.00011886839,0.000262525,0.00019442376,0.00002607608,0.00007026412,0.00001377768],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021981828,0.000026602736,0.00016530622,0.000051055275,0.000018669461,0.0000047956332,0.0018153882,0.0039412687,0.8589254,0.0028260923,0.000039117065,0.1321643],"study_design_scores_gemma":[0.00035153516,0.00029631794,0.023695592,0.00005847218,0.00001413111,0.00009717502,0.0024097078,0.90817785,0.06057838,0.00063414866,0.0033912265,0.00029544818],"about_ca_topic_score_codex":0.0000057493785,"about_ca_topic_score_gemma":0.0000629989,"teacher_disagreement_score":0.9042366,"about_ca_system_score_codex":0.000023881297,"about_ca_system_score_gemma":0.000047431364,"threshold_uncertainty_score":0.28803182},"labels":[],"label_agreement":null},{"id":"W3172302076","doi":"10.1016/j.apacoust.2021.107968","title":"Design and experimental validation of a high level electropneumatic source","year":2021,"lang":"en","type":"article","venue":"Applied Acoustics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Acoustics; Test bench; Total harmonic distortion; Duct (anatomy); Sound pressure; Distortion (music); Mach number; Engineering; Computer science; Mechanical engineering; Electronic engineering; Aerospace engineering; Physics; Electrical engineering","score_opus":0.01846412910565751,"score_gpt":0.2107588466764577,"score_spread":0.1922947175708002,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3172302076","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40902296,0.00013248918,0.5901555,0.0000031651584,0.00005462969,0.0000946611,0.0000018259869,0.000051077695,0.0004836963],"genre_scores_gemma":[0.9857083,0.000020422773,0.014109045,0.000014378055,0.000033478,0.000022868295,0.00001101763,0.000024653918,0.000055866214],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99943656,0.000016475473,0.0002066779,0.00009327762,0.00012123316,0.00012578348],"domain_scores_gemma":[0.9996698,0.000107098356,0.000033222503,0.00013330858,0.000020140058,0.000036448848],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008106795,0.000097990036,0.00017755966,0.000025365038,0.00002700902,0.000017021952,0.00004557114,0.0000558999,0.000032056625],"category_scores_gemma":[0.0000108910035,0.00010184955,0.0000121911535,0.000087394925,0.000018389419,0.000020404075,0.000016268716,0.000055161756,0.000011954379],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000027462324,0.000017908707,0.0000041001404,0.00013246616,0.00003389107,0.0000016149381,0.00085323025,0.3123762,0.68492126,0.00035705869,0.00028800283,0.0010115277],"study_design_scores_gemma":[0.0003233364,0.000020585077,0.00005678419,0.000029288627,0.000031424905,0.000025231035,0.00060026866,0.15715374,0.84123605,0.00034688335,0.000036474576,0.000139955],"about_ca_topic_score_codex":0.0000043375776,"about_ca_topic_score_gemma":1.0370494e-7,"teacher_disagreement_score":0.5766853,"about_ca_system_score_codex":0.000024800023,"about_ca_system_score_gemma":0.000017112367,"threshold_uncertainty_score":0.41533044},"labels":[],"label_agreement":null},{"id":"W3173447544","doi":"10.2514/6.2012-4620","title":"Direct Fuzzy Adaptive Control of a Manipulator with Elastic Joints","year":2012,"lang":"en","type":"article","venue":"AIAA Guidance, Navigation, and Control Conference","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Manipulator (device); Computer science; Control theory (sociology); Fuzzy control system; Adaptive control; Control (management); Fuzzy logic; Control engineering; Robot; Artificial intelligence; Engineering","score_opus":0.011750998678979776,"score_gpt":0.20166957328268134,"score_spread":0.18991857460370157,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3173447544","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49629706,0.005041067,0.46617472,0.000058250545,0.00056423753,0.00096116075,0.00007549435,0.00024293721,0.030585075],"genre_scores_gemma":[0.99942374,0.000031268948,0.0001542811,0.000054584554,0.000107614025,0.00010045222,0.0000057295542,0.000025359503,0.00009695237],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99879676,0.00007296818,0.0004326856,0.00016761068,0.00020689555,0.00032308002],"domain_scores_gemma":[0.99911666,0.00019277705,0.00013137762,0.00022231312,0.00019881711,0.00013806415],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027658566,0.00022650705,0.00049028086,0.000058800222,0.00006854005,0.00003002386,0.00011190578,0.00009005504,0.000023521758],"category_scores_gemma":[0.000032252457,0.00018451399,0.000042083706,0.0001502053,0.000114392926,0.00023324073,0.0000070836604,0.0001029187,0.000022535954],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012154533,0.00044686397,0.67674935,0.0029609285,0.004071626,0.000026117848,0.0133276945,0.020685107,0.077973664,0.17266846,0.00217135,0.02770341],"study_design_scores_gemma":[0.01965625,0.00085862965,0.5745497,0.004456606,0.0010306415,0.00013469136,0.0017894084,0.37828928,0.0063719256,0.0026534891,0.008146463,0.0020629107],"about_ca_topic_score_codex":0.000056506193,"about_ca_topic_score_gemma":0.000013132023,"teacher_disagreement_score":0.50312674,"about_ca_system_score_codex":0.000030204186,"about_ca_system_score_gemma":0.000046093704,"threshold_uncertainty_score":0.75242627},"labels":[],"label_agreement":null},{"id":"W3175963456","doi":"10.1177/09596518211024878","title":"Investigation of suction flow characteristic in the inertance hydraulic converters for efficiency improvement","year":2021,"lang":"en","type":"article","venue":"Proceedings of the Institution of Mechanical Engineers Part I Journal of Systems and Control Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"National Natural Science Foundation of China","keywords":"Inertance; Suction; Control theory (sociology); Flow (mathematics); Mechanics; Engineering; Computer science; Mechanical engineering; Physics","score_opus":0.008485369832750623,"score_gpt":0.17860825620455525,"score_spread":0.17012288637180464,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3175963456","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8183476,0.0012532091,0.17803076,0.0001677422,0.0016130985,0.0005279363,0.00001491827,0.00001591047,0.000028865381],"genre_scores_gemma":[0.99954903,0.00008027214,0.00020598868,0.000011432448,0.000113394315,0.000025785033,7.821905e-7,0.000010675592,0.0000026359896],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985223,0.000010161326,0.0009555975,0.00008397273,0.00028838377,0.00013957439],"domain_scores_gemma":[0.99909914,0.00011912144,0.00037233165,0.00007717064,0.00028570328,0.000046562804],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009118336,0.00013594875,0.00046029396,0.00010175088,0.000023340152,0.000016888824,0.0001821158,0.00008000119,5.6157137e-7],"category_scores_gemma":[0.0002750876,0.00009366401,0.000116232215,0.0002477165,0.000032558237,0.00016256748,0.000010515955,0.00015509692,5.940455e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031506548,0.0000210784,0.00012060835,0.0025318144,0.00012278822,8.843109e-7,0.00070517464,0.55099267,0.43885174,0.0061572925,0.000035954785,0.00042846383],"study_design_scores_gemma":[0.0012108469,0.00013783657,0.0003016228,0.001523169,0.00008142139,0.000086698215,0.00046991347,0.95596087,0.0398436,0.0000375237,0.00024140645,0.00010506893],"about_ca_topic_score_codex":0.000007684343,"about_ca_topic_score_gemma":4.586688e-7,"teacher_disagreement_score":0.4049682,"about_ca_system_score_codex":0.000050843573,"about_ca_system_score_gemma":0.000036820493,"threshold_uncertainty_score":0.38195077},"labels":[],"label_agreement":null},{"id":"W3177709504","doi":"10.3390/app11146366","title":"Development of Sensing Algorithms for Object Tracking and Predictive Safety Evaluation of Autonomous Excavators","year":2021,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo; Ontario Tech University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Excavator; Collision; Lidar; Computer science; Key (lock); Collision avoidance; Algorithm; Point cloud; Tracking (education); Real-time computing; Engineering; Simulation; Artificial intelligence; Civil engineering; Computer security; Remote sensing","score_opus":0.05022010757814936,"score_gpt":0.2821618940072328,"score_spread":0.23194178642908342,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3177709504","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.82027966,0.00024145457,0.17203611,0.000005431545,0.00018498435,0.00030266208,0.00000579527,0.00002517414,0.0069187065],"genre_scores_gemma":[0.9637325,0.0000036387512,0.036224753,0.0000021543688,0.000017705914,0.00000964731,0.0000030622964,0.0000041586577,0.0000024170297],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992227,0.000014789752,0.00026708838,0.00011974246,0.00027732895,0.000098373515],"domain_scores_gemma":[0.9996685,0.00011624505,0.000059333794,0.00005491759,0.00008009617,0.00002094885],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013348896,0.00005871974,0.0001455008,0.000040253555,0.0000814354,0.000011464866,0.00004311537,0.000028631115,0.0000043469986],"category_scores_gemma":[0.000036646103,0.000053294352,0.000014514089,0.00017342075,0.00006601366,0.000043570304,0.000011625567,0.00002055126,2.991752e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006053882,0.000016212613,0.0002183972,0.0003268549,0.0000891838,2.5996002e-7,0.029463392,0.13531882,0.10195853,0.00065351714,0.000017888147,0.7319309],"study_design_scores_gemma":[0.00028090048,0.000013415816,0.0026897823,0.00008212234,0.000027530872,0.000003944642,0.0056472206,0.78457046,0.20608754,0.00032285147,0.00017976233,0.00009447784],"about_ca_topic_score_codex":0.0000023092518,"about_ca_topic_score_gemma":0.0000090578515,"teacher_disagreement_score":0.73183644,"about_ca_system_score_codex":0.00003523858,"about_ca_system_score_gemma":0.0001698977,"threshold_uncertainty_score":0.21732807},"labels":[],"label_agreement":null},{"id":"W3177715248","doi":"10.1520/stp38283s","title":"Analysis of Common Failure Modes of Axial Piston Pumps","year":2001,"lang":"en","type":"book-chapter","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Miller Group (Canada)","funders":"","keywords":"Piston (optics); Piston pump; Materials science; Mechanical engineering; Mechanics; Engineering; Physics; Optics; Hydraulic pump","score_opus":0.013676281696355267,"score_gpt":0.20858651585488686,"score_spread":0.1949102341585316,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3177715248","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0019051825,0.000218088,0.005907057,0.0000066395664,0.000066486675,0.00011599136,0.00008168308,0.00008232664,0.99161655],"genre_scores_gemma":[0.8840729,0.000105169645,0.00009660327,0.0000047281596,0.00005871267,0.0000027195358,0.0001153746,0.000044565866,0.11549923],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99889696,0.00000812464,0.0006026868,0.00012589854,0.00025211755,0.00011419898],"domain_scores_gemma":[0.99929607,0.00006243344,0.00014627088,0.00040878414,0.000038890503,0.000047567657],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009920998,0.00022855545,0.0010065807,0.00040157684,0.000010105814,0.000005423352,0.00017126516,0.00030745234,0.0020757497],"category_scores_gemma":[0.0000027370902,0.0002058139,0.00035282382,0.00008426596,0.000040645493,0.000025897889,0.000013953385,0.0001277385,0.000031232357],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027833748,0.000074856456,0.0014998039,0.0037794726,0.024208333,0.000032046704,0.0019159483,0.798925,0.0019716788,0.1349605,0.017231902,0.015372635],"study_design_scores_gemma":[0.00071901875,0.0001439858,0.00031149146,0.0011270561,0.0064770156,0.000023375058,0.0002659381,0.695092,0.0026000633,0.002764148,0.28877118,0.0017046813],"about_ca_topic_score_codex":0.00034796278,"about_ca_topic_score_gemma":0.00052474206,"teacher_disagreement_score":0.8821677,"about_ca_system_score_codex":0.000038031154,"about_ca_system_score_gemma":0.000010180876,"threshold_uncertainty_score":0.9988365},"labels":[],"label_agreement":null},{"id":"W3177741048","doi":"10.1177/09544097211031334","title":"Dynamic simulation of a high-speed train with interconnected hydro-pneumatic secondary suspension","year":2021,"lang":"en","type":"article","venue":"Proceedings of the Institution of Mechanical Engineers Part F Journal of Rail and Rapid Transit","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Suspension (topology); Engineering; Vibration; Stiffness; Structural engineering; Spring (device); Marine engineering; Acoustics","score_opus":0.007420808923322536,"score_gpt":0.19094384418203778,"score_spread":0.18352303525871524,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3177741048","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9701151,0.000507704,0.028421812,0.00020573215,0.0003693698,0.00014704997,0.000009573533,0.000019891924,0.00020374954],"genre_scores_gemma":[0.9988191,0.00017715167,0.0009442364,0.000008598468,0.00002523104,9.252711e-7,0.0000018125309,0.0000144683345,0.000008459033],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986162,0.000015773092,0.0008145138,0.00009622533,0.00033277986,0.00012451834],"domain_scores_gemma":[0.9990836,0.00009767017,0.0003105253,0.000073103074,0.0003575974,0.00007754374],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041761925,0.00015651881,0.00055084866,0.0001248537,0.000032769673,0.000009587762,0.00014294527,0.000109307075,0.000030045112],"category_scores_gemma":[0.00011023334,0.0001061821,0.0001464618,0.0002952335,0.00008603878,0.00022044145,0.000012657376,0.0002453389,2.3111384e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000195517,0.00009219067,0.000011558772,0.002083437,0.00043637858,0.0000053570484,0.0018760854,0.6128889,0.37578875,0.0027718463,0.000039472452,0.0038105478],"study_design_scores_gemma":[0.0034655656,0.00054332236,0.0003367727,0.0039973897,0.0003467907,0.0004998895,0.001241615,0.75243497,0.2359778,0.00063626,0.00025862388,0.00026100077],"about_ca_topic_score_codex":0.000003794774,"about_ca_topic_score_gemma":0.0000034512357,"teacher_disagreement_score":0.13981095,"about_ca_system_score_codex":0.000029919365,"about_ca_system_score_gemma":0.00006110468,"threshold_uncertainty_score":0.43299806},"labels":[],"label_agreement":null},{"id":"W3178502639","doi":"10.1002/eqe.3508","title":"Seismic response evaluation of a five‐story buckling‐restrained braced frame using multi‐element pseudo‐dynamic hybrid simulations","year":2021,"lang":"en","type":"article","venue":"Earthquake Engineering & Structural Dynamics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Ontario Centres of Excellence","keywords":"Benchmark (surveying); Structural engineering; Calibration; Buckling; Finite element method; Process (computing); Nonlinear system; Computer science; Experimental data; Frame (networking); Structural system; Engineering; Mechanical engineering; Geology","score_opus":0.01485844981022056,"score_gpt":0.2592320388960512,"score_spread":0.24437358908583062,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3178502639","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85121584,0.0002821595,0.1465884,0.000036216763,0.0010040859,0.00038840153,0.00020925628,0.00026346731,0.000012150198],"genre_scores_gemma":[0.98982143,0.000007564128,0.009633304,0.000009123863,0.00007189147,0.000013882942,0.00024249224,0.00009518328,0.00010509656],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99769557,0.00021973549,0.00068909547,0.00033494705,0.00061856315,0.0004420699],"domain_scores_gemma":[0.9986012,0.00032466266,0.00013321507,0.0005160233,0.000295622,0.00012927286],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006616664,0.00038256074,0.0004621989,0.00023360476,0.00011296555,0.0000535244,0.00018270574,0.00014908404,0.00009898456],"category_scores_gemma":[0.0005380653,0.00043867453,0.00016124177,0.00039239135,0.00003689543,0.00019000097,0.000046723046,0.0003929408,0.000007112821],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015406575,0.000008419349,0.00015946366,0.00013717942,0.00013305554,0.000010560643,0.0005987692,0.974253,0.012167082,0.000025315485,0.0000037190316,0.012488054],"study_design_scores_gemma":[0.0008758532,0.000019513182,0.12518884,0.00016281067,0.000100507925,0.000082821854,0.00015423131,0.87265974,0.00030068602,0.00003777611,0.00004367283,0.00037356184],"about_ca_topic_score_codex":0.000034447527,"about_ca_topic_score_gemma":0.00007547348,"teacher_disagreement_score":0.13860561,"about_ca_system_score_codex":0.0005614358,"about_ca_system_score_gemma":0.00019071654,"threshold_uncertainty_score":0.9998065},"labels":[],"label_agreement":null},{"id":"W3181115425","doi":"10.1088/1361-6501/ac1181","title":"Numerical method to predict vibration characteristics induced by cavitation in centrifugal pumps","year":2021,"lang":"en","type":"article","venue":"Measurement Science and Technology","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Centrifugal pump; Cavitation; Vibration; Mechanics; Materials science; Acoustics; Mechanical engineering; Physics; Engineering; Impeller","score_opus":0.019590265228628587,"score_gpt":0.24690898405593759,"score_spread":0.227318718827309,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3181115425","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.74569786,0.00017839471,0.24872708,0.0030170837,0.00051566126,0.0004081511,0.0000052241226,0.0002734947,0.0011770421],"genre_scores_gemma":[0.99781275,0.000007243181,0.0020584415,0.000060083214,0.00001437062,0.0000353664,0.0000021941644,0.000005590912,0.0000039745614],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988187,0.000028103515,0.0002078237,0.00020342856,0.00052230357,0.00021962296],"domain_scores_gemma":[0.99953365,0.000012766323,0.000022395923,0.0001337855,0.00023517582,0.000062246254],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011361765,0.00007777315,0.00013926708,0.00022616472,0.0000595662,0.000038554354,0.00011172724,0.00008212424,0.0000062792597],"category_scores_gemma":[0.0005140276,0.000077282646,0.0000064171995,0.0012666086,0.000034603403,0.000112403264,0.000022891185,0.000101483485,0.000010107297],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000011751325,0.00002018485,0.0030607216,0.00002283302,0.0000041882085,0.0000035339742,0.00021620003,0.00015288134,0.9499078,0.00028331007,0.00017926845,0.046147924],"study_design_scores_gemma":[0.00066295295,0.00017431931,0.029872026,0.00017814015,0.000014831426,0.000046848676,0.0009496955,0.1119195,0.8459926,0.00043481367,0.009319959,0.0004342907],"about_ca_topic_score_codex":0.000017416349,"about_ca_topic_score_gemma":0.000013054462,"teacher_disagreement_score":0.25211486,"about_ca_system_score_codex":0.00020722825,"about_ca_system_score_gemma":0.000107003776,"threshold_uncertainty_score":0.3151495},"labels":[],"label_agreement":null},{"id":"W3183021577","doi":"10.1109/iros.2018.8593582","title":"Development of MR Clutch for a Prospective 5 DOF Robot","year":2018,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Clutch; Torque; Robot; Computer science; Magnetorheological fluid; Degrees of freedom (physics and chemistry); Control engineering; Control theory (sociology); Simulation; Engineering; Control (management); Mechanical engineering; Artificial intelligence; Physics","score_opus":0.01858370248221438,"score_gpt":0.24203832313825177,"score_spread":0.22345462065603738,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3183021577","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1515614,0.000031997803,0.73505485,0.000017048182,0.00039308195,0.0005725201,0.0000023692176,0.00017626915,0.112190455],"genre_scores_gemma":[0.93886733,4.7575332e-7,0.060180962,0.00000767803,0.00007812304,0.000058942544,0.0000010711701,0.000011059972,0.000794383],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99957657,0.0000024180188,0.000187638,0.00006288246,0.000064282016,0.000106185784],"domain_scores_gemma":[0.99980336,0.00002210825,0.00001615188,0.000085987434,0.00004702483,0.00002539131],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010113206,0.000059508387,0.000116675226,0.000022676631,0.000023027576,0.000004379496,0.000055181314,0.00003068624,0.000096211006],"category_scores_gemma":[0.0000097692955,0.0000476841,0.00002081989,0.000054520515,0.000013386039,0.000023436209,0.000008210856,0.000015485553,0.00006626358],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018654592,0.00045517492,0.014199869,0.0059133614,0.0024622984,0.00000294647,0.25967103,0.0122705605,0.3150486,0.04097872,0.09719907,0.25161183],"study_design_scores_gemma":[0.0018471392,0.00022479791,0.010366277,0.0002718357,0.000028377051,0.000010326476,0.0023516386,0.17766783,0.67839426,0.00093454437,0.12722991,0.00067303696],"about_ca_topic_score_codex":0.000006466094,"about_ca_topic_score_gemma":0.00005454292,"teacher_disagreement_score":0.7873059,"about_ca_system_score_codex":0.000030793035,"about_ca_system_score_gemma":0.000018693761,"threshold_uncertainty_score":0.19445013},"labels":[],"label_agreement":null},{"id":"W3183084469","doi":"10.1109/access.2021.3095402","title":"Design and Analysis of a Flow-Control Valve With Controllable Pressure Compensation Capability for Mobile Machinery","year":2021,"lang":"en","type":"article","venue":"IEEE Access","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"National Key Research and Development Program of China; Shanxi Provincial Key Research and Development Project; National Natural Science Foundation of China","keywords":"Flow (mathematics); Compensation (psychology); Pressure drop; Flow control (data); Pressure control; Computer science; Range (aeronautics); Control theory (sociology); Control (management); Artificial intelligence; Engineering; Physics; Mechanical engineering; Mechanics; Telecommunications","score_opus":0.014868155396203874,"score_gpt":0.2494133904492065,"score_spread":0.23454523505300262,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3183084469","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.29234603,0.000806508,0.70584273,0.00000914069,0.00009368122,0.0006159757,0.00007285506,0.000043845248,0.00016920247],"genre_scores_gemma":[0.9979817,0.000011440112,0.0016621498,0.000020477419,0.000029402634,0.00022923677,0.000021258256,0.000014217309,0.000030090821],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99925876,0.00008108468,0.00025343747,0.00016158303,0.00011689984,0.00012823763],"domain_scores_gemma":[0.99906284,0.00045783672,0.0000615153,0.00023496982,0.00013917607,0.00004367286],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003001801,0.00010913274,0.00046931114,0.00006851276,0.000033401313,0.000053044078,0.00009338408,0.00005487832,0.000038836562],"category_scores_gemma":[0.00002631581,0.00008900029,0.00008512765,0.00029929227,0.000020978205,0.00014044708,0.0000060253446,0.000042208052,4.9090926e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000442608,0.000020116016,0.008561875,0.00029648922,0.0019377733,8.861005e-7,0.00031095653,0.98519546,0.0027140963,0.0000056291315,0.00014973122,0.0007627026],"study_design_scores_gemma":[0.0010731404,0.000030889012,0.005360888,0.000023779316,0.0013569287,0.0000018928841,0.00003295964,0.9887811,0.003046345,0.000034970257,0.0001544832,0.00010264591],"about_ca_topic_score_codex":0.00009092785,"about_ca_topic_score_gemma":0.00007694717,"teacher_disagreement_score":0.70563567,"about_ca_system_score_codex":0.000014635821,"about_ca_system_score_gemma":0.00002570211,"threshold_uncertainty_score":0.36293265},"labels":[],"label_agreement":null},{"id":"W3184555720","doi":"10.1002/eqe.3509","title":"Hybrid testing of capacity designed RC structural walls for the determination of nonlinear seismic shear amplification","year":2021,"lang":"en","type":"article","venue":"Earthquake Engineering & Structural Dynamics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"Fonds de recherche du Québec – Nature et technologies; Natural Sciences and Engineering Research Council of Canada","keywords":"Structural engineering; Shear wall; Stiffness; Shear (geology); Nonlinear system; Cracking; Hinge; Engineering; Geotechnical engineering; Seismic analysis; Test method; Geology; Materials science; Composite material; Physics","score_opus":0.015600224146203974,"score_gpt":0.21426341929331275,"score_spread":0.19866319514710878,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3184555720","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6558114,0.00009452212,0.34310403,0.0000132966525,0.0004852397,0.00025355926,0.0001271932,0.00009070409,0.000020007914],"genre_scores_gemma":[0.9435946,0.0000064569813,0.056082282,0.0000044258127,0.00013061051,0.000017289416,0.00009853778,0.000045881177,0.000019959545],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99872094,0.000027074693,0.0005777643,0.00018431453,0.00022267379,0.00026724863],"domain_scores_gemma":[0.9986351,0.0005932662,0.0001394058,0.00034715317,0.00023368647,0.000051388917],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019466941,0.00022909997,0.0003431386,0.00007082712,0.000074443094,0.000031705727,0.00019700732,0.000083324005,0.000008143974],"category_scores_gemma":[0.00036688504,0.00019744616,0.000118393364,0.00023847027,0.00004191112,0.00012557412,0.000022406175,0.00016136719,0.0000011175953],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000061074848,0.0000031837708,0.00042904817,0.0008219927,0.000077270655,0.0000018518706,0.00048060276,0.74370486,0.016489277,0.00047587886,0.000005773784,0.23750414],"study_design_scores_gemma":[0.00021912645,0.000024501882,0.07745937,0.00009141641,0.00003839595,0.00006259704,0.00004831593,0.9143491,0.0073534017,0.00012155379,0.000047597103,0.0001846421],"about_ca_topic_score_codex":0.000048112717,"about_ca_topic_score_gemma":0.000017931876,"teacher_disagreement_score":0.28778312,"about_ca_system_score_codex":0.00008296568,"about_ca_system_score_gemma":0.00003513334,"threshold_uncertainty_score":0.8051621},"labels":[],"label_agreement":null},{"id":"W3188984376","doi":"10.3384/ecp182p283","title":"Multidimensional Trajectory Tracking for Numerically Stiff Independent Metering System","year":2021,"lang":"en","type":"article","venue":"Linköping electronic conference proceedings","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Discretization; Control theory (sociology); Mathematics; Regularization (linguistics); Uniqueness; Numerical analysis; Optimal control; Applied mathematics; Trajectory; Differential equation; Mathematical optimization; Computer science; Mathematical analysis; Control (management)","score_opus":0.017407643585492096,"score_gpt":0.22433369333690553,"score_spread":0.20692604975141343,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3188984376","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6881647,0.0014579765,0.30125895,0.00013106782,0.0009577397,0.00077586016,0.000010736208,0.0014393858,0.0058035855],"genre_scores_gemma":[0.9962736,0.000049898907,0.0028965506,0.000036734946,0.00025100738,0.00020493922,0.000015243545,0.00007328562,0.00019878589],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99782836,0.000013872458,0.0005417468,0.00044929903,0.00033393584,0.00083277875],"domain_scores_gemma":[0.99913,0.0001230368,0.00010032075,0.00014231629,0.0003605023,0.00014380914],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003955882,0.00031546075,0.00047703838,0.00009733782,0.00015744434,0.00015893142,0.00021614002,0.0001858606,0.000046923273],"category_scores_gemma":[0.00009888144,0.00033421308,0.00014959948,0.00023624282,0.000023104247,0.00021644561,0.000042484127,0.00041746921,0.000023449758],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006778424,0.00010623076,0.00092646305,0.006099859,0.00080706103,0.00003208028,0.0076487144,0.0058645313,0.8761392,0.05385626,0.00061227754,0.047839537],"study_design_scores_gemma":[0.0014284237,0.00016378518,0.0007454053,0.0016085604,0.00013075973,0.00038904184,0.0035638283,0.9168971,0.061557118,0.00041215803,0.012034991,0.0010688158],"about_ca_topic_score_codex":0.000010367308,"about_ca_topic_score_gemma":0.000009938225,"teacher_disagreement_score":0.91103256,"about_ca_system_score_codex":0.00042344604,"about_ca_system_score_gemma":0.0002816232,"threshold_uncertainty_score":0.999911},"labels":[],"label_agreement":null},{"id":"W3195645609","doi":"10.1002/eqe.3527","title":"Acceleration‐based sliding mode hierarchical control algorithm for shake table tests","year":2021,"lang":"en","type":"article","venue":"Earthquake Engineering & Structural Dynamics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Program for Changjiang Scholars and Innovative Research Team in University; National Key Research and Development Program of China; National Natural Science Foundation of China","keywords":"Acceleration; Earthquake shaking table; Control theory (sociology); Controller (irrigation); Sliding mode control; Engineering; Displacement (psychology); Stability (learning theory); Control system; Motion control; Computer science; Nonlinear system; Algorithm; Control (management); Structural engineering; Artificial intelligence; Physics","score_opus":0.007108969007904806,"score_gpt":0.2184834141438237,"score_spread":0.21137444513591888,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3195645609","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19937783,0.00017648198,0.7976841,0.00007100728,0.0012913938,0.00034187158,0.0003363538,0.00056099903,0.00015997997],"genre_scores_gemma":[0.9541165,0.000005497157,0.044704743,0.00004849509,0.0003792909,0.00007987312,0.00038656333,0.000097609794,0.00018139929],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99839205,0.000023715731,0.00046126195,0.000305353,0.00025141332,0.0005662151],"domain_scores_gemma":[0.99903494,0.0003070183,0.000041940544,0.00033077778,0.00011380199,0.00017151571],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00012269348,0.00034729447,0.0004359933,0.00010046001,0.00012907649,0.00016965072,0.00018664644,0.00017627636,0.000051120664],"category_scores_gemma":[0.00012146932,0.00036505848,0.00014732943,0.00030393625,0.000014378768,0.0001887033,0.000019294583,0.0003001362,0.000010560392],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000029199105,0.0000047611497,0.00016470971,0.00017451616,0.00008256844,0.000015002536,0.00008478918,0.8508302,0.00096218934,0.0012965809,0.00010235349,0.1462794],"study_design_scores_gemma":[0.0008973721,0.000024320898,0.015462499,0.00007386218,0.000028120368,0.00004962083,0.000019037823,0.9815816,0.00031847548,0.00010913525,0.0010224553,0.00041346057],"about_ca_topic_score_codex":0.000012767371,"about_ca_topic_score_gemma":0.000053990454,"teacher_disagreement_score":0.7547387,"about_ca_system_score_codex":0.00015178413,"about_ca_system_score_gemma":0.00007020343,"threshold_uncertainty_score":0.99988014},"labels":[],"label_agreement":null},{"id":"W3200169066","doi":"10.32393/csme.2021.137","title":"An Innovative Model Temperature Prediction For A Pulley In A Belt Drive","year":2021,"lang":"en","type":"article","venue":"Progress in Canadian Mechanical Engineering. Volume 4","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Pulley; Computer science; Engineering; Mechanical engineering","score_opus":0.007592803121012446,"score_gpt":0.22173108093438895,"score_spread":0.2141382778133765,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3200169066","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8931558,0.0036918232,0.092237845,0.0014499043,0.0028714703,0.003416897,0.0012456955,0.0011659722,0.0007645904],"genre_scores_gemma":[0.9923705,0.000014184774,0.0064558527,0.00007657266,0.000121978715,0.0006610018,0.00017550256,0.00007505145,0.000049370174],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983655,0.000024058852,0.0004386782,0.00033405682,0.00016181564,0.0006758682],"domain_scores_gemma":[0.9991389,0.00003359063,0.000021699212,0.0002912343,0.00012302276,0.00039153214],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003180347,0.00023771527,0.00034325823,0.00033164356,0.000032513777,0.000064420965,0.00019560217,0.00033557648,0.00002255466],"category_scores_gemma":[0.00012898335,0.00027979465,0.00004529564,0.00087570434,0.000013508415,0.00016961129,0.000014430816,0.00040736006,0.000004392045],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011436751,0.00007239061,0.0034277749,0.0004996136,0.000069788366,0.00015748055,0.0019171434,0.9775197,0.0022889194,0.005778727,0.0008237383,0.0074332966],"study_design_scores_gemma":[0.0004670186,0.000045965662,0.00086576707,0.00019967364,0.0000052174273,0.000018253199,0.000070163806,0.9947571,0.00052151567,0.00013537997,0.002642947,0.000270997],"about_ca_topic_score_codex":0.0023466835,"about_ca_topic_score_gemma":0.06988219,"teacher_disagreement_score":0.09921469,"about_ca_system_score_codex":0.0005996814,"about_ca_system_score_gemma":0.0003618947,"threshold_uncertainty_score":0.9999654},"labels":[],"label_agreement":null},{"id":"W3200510264","doi":"10.32393/csme.2021.168","title":"A Bayesian Approach For Identifying New Dynamics In Mechanical Systems","year":2021,"lang":"en","type":"article","venue":"Progress in Canadian Mechanical Engineering. Volume 4","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Bayesian probability; Dynamics (music); Artificial intelligence; Physics","score_opus":0.015447972757362531,"score_gpt":0.2310295085780063,"score_spread":0.21558153582064377,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3200510264","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0028759525,0.004793669,0.98701566,0.00030405814,0.0022886437,0.0013548712,0.00009256584,0.00042107524,0.00085351156],"genre_scores_gemma":[0.9774503,0.000025976939,0.021264121,0.00003330573,0.00024483693,0.0005028693,0.00011687984,0.00014206687,0.00021963862],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9972476,0.000046331264,0.00076498685,0.0004893075,0.00027792336,0.0011738648],"domain_scores_gemma":[0.99848515,0.000088345114,0.000038996714,0.0004434403,0.00004918013,0.0008948616],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00062327454,0.00035223865,0.0006373221,0.0004069434,0.000038569982,0.00016779595,0.00038736025,0.0004331161,0.000034487548],"category_scores_gemma":[0.000198023,0.0004296811,0.00012778403,0.0007588472,0.000012779907,0.00013708859,0.000042621363,0.00047690593,0.000013264451],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021891921,0.00015995158,0.0048932764,0.0055602435,0.00029496584,0.0008735838,0.00064628106,0.8414528,0.00022927298,0.1152121,0.002927838,0.02772784],"study_design_scores_gemma":[0.0005962265,0.000020949128,0.00009699708,0.0003197043,0.000014461644,0.00008317711,0.00018669933,0.9931236,0.00006349443,0.00017440465,0.004866615,0.00045368948],"about_ca_topic_score_codex":0.017593859,"about_ca_topic_score_gemma":0.10999348,"teacher_disagreement_score":0.9745743,"about_ca_system_score_codex":0.001800683,"about_ca_system_score_gemma":0.00041325064,"threshold_uncertainty_score":0.9998155},"labels":[],"label_agreement":null},{"id":"W3202012929","doi":"10.1115/1.4052522","title":"Evaluating the Performance Degradation of Centrifugal Pumps Using the Principal Component Analysis","year":2021,"lang":"en","type":"article","venue":"Journal of Pressure Vessel Technology","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Impeller; Centrifugal pump; Hydraulic pump; Vibration; Specific speed; Head (geology); Power (physics); Engineering; Mechanical engineering; Hydraulic machinery; Volumetric flow rate; Hydraulic head; Flow (mathematics); Automotive engineering; Mechanics; Acoustics","score_opus":0.036206648826787965,"score_gpt":0.29662424898952405,"score_spread":0.2604176001627361,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3202012929","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97036433,0.00331098,0.02534063,0.0004725854,0.0003192305,0.00008637961,0.0000023559678,0.00002570661,0.00007777142],"genre_scores_gemma":[0.99781764,0.00014668202,0.0019091604,0.000009751592,0.00007274614,0.0000022579627,0.0000010535759,0.000009591365,0.000031126627],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987123,0.00012070693,0.0006037329,0.0000726475,0.00033670518,0.00015387936],"domain_scores_gemma":[0.99887526,0.00013379334,0.0003904231,0.00031508956,0.00026366368,0.000021766113],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008876587,0.00009715999,0.000333394,0.00020820394,0.00009310361,0.000019916748,0.00035465413,0.00011038266,0.000027479846],"category_scores_gemma":[0.00013408654,0.000056662877,0.00012044693,0.00090037426,0.000069894544,0.00008432293,0.000052191655,0.00033976723,8.4296164e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007099675,0.000024423427,0.009292508,0.000120688775,0.0013643362,0.0000062878175,0.00040732257,0.9100723,0.07505441,0.00019429541,0.000045673394,0.0034106164],"study_design_scores_gemma":[0.0002478312,0.000053395095,0.0034283593,0.00010106402,0.0011292527,0.00027870847,0.0006831163,0.9440335,0.04750328,0.000043655582,0.0024208233,0.00007703849],"about_ca_topic_score_codex":0.000007138136,"about_ca_topic_score_gemma":0.0000033612378,"teacher_disagreement_score":0.033961136,"about_ca_system_score_codex":0.000028476376,"about_ca_system_score_gemma":0.00006419383,"threshold_uncertainty_score":0.2310645},"labels":[],"label_agreement":null},{"id":"W3202451687","doi":"10.1007/978-3-031-03811-2_42","title":"Data-Driven Substructuring Technique for Pseudo-Dynamic Hybrid Simulation of Steel Braced Frames","year":2022,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Braced frame; Structural engineering; Brace; Frame (networking); Nonlinear system; Steel frame; Engineering; Hysteresis; Buckling; Computer science; Mechanical engineering","score_opus":0.014941390503271538,"score_gpt":0.23517417803699175,"score_spread":0.22023278753372022,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3202451687","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00077072176,0.0015965557,0.9915595,0.000010673222,0.00082734815,0.0012922245,0.0007687056,0.00041195838,0.0027622923],"genre_scores_gemma":[0.9892422,0.00010051694,0.0090963505,0.0000080046475,0.00019029755,0.00014674137,0.0007162341,0.00031611777,0.00018355962],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99805605,0.000012245735,0.0007747362,0.00046712207,0.00032073873,0.00036913226],"domain_scores_gemma":[0.9978386,0.0009528328,0.00017060147,0.0009388707,0.00003815523,0.000060913844],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00026250706,0.000552462,0.0008195301,0.00045906866,0.000041107327,0.000025256219,0.00061627966,0.00038813704,0.00024091265],"category_scores_gemma":[0.00017332868,0.0006325916,0.00015244419,0.00008817672,0.000020989188,0.00014157522,0.00016226024,0.0008183931,0.0000024918454],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006196465,0.000003337171,0.0000045872507,0.0015064279,0.00010505203,0.00000960217,0.00014207659,0.98965406,0.006555781,0.00018161657,0.000014458907,0.0018168052],"study_design_scores_gemma":[0.00024839173,0.000030124322,0.000010927157,0.0007479106,0.00005730666,0.00002520315,0.0000017290508,0.9848678,0.0021417334,0.0009201496,0.010373908,0.00057479483],"about_ca_topic_score_codex":0.000010901185,"about_ca_topic_score_gemma":0.0001411787,"teacher_disagreement_score":0.98847145,"about_ca_system_score_codex":0.00029224058,"about_ca_system_score_gemma":0.000036848505,"threshold_uncertainty_score":0.9996125},"labels":[],"label_agreement":null},{"id":"W3203431299","doi":"10.1007/s12555-020-0595-2","title":"Integrative Tracking Control Strategy for Robotic Excavation","year":2021,"lang":"en","type":"article","venue":"International Journal of Control Automation and Systems","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Excavator; Controller (irrigation); Tracking (education); Position (finance); Control theory (sociology); Control engineering; Actuator; Computer science; Resistive touchscreen; Impedance control; Excavation; Engineering; Track (disk drive); Robot; Control (management); Artificial intelligence; Computer vision; Mechanical engineering","score_opus":0.01935241656053952,"score_gpt":0.2682659344783271,"score_spread":0.24891351791778757,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3203431299","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.02809841,0.001906733,0.9650516,0.00039995793,0.003269041,0.00027145733,0.000020567766,0.000054209828,0.0009280328],"genre_scores_gemma":[0.99900126,0.0000499044,0.00013558187,0.000069324895,0.0005673055,0.000020537362,0.000010780384,0.000014500281,0.00013082747],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986034,0.0001014681,0.0007804849,0.000078758494,0.0003286969,0.00010719324],"domain_scores_gemma":[0.99809736,0.00036531227,0.0003153315,0.000059591668,0.0010979992,0.00006440663],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005144959,0.000121366895,0.00035422033,0.00013704634,0.000034849487,0.00023878702,0.00011324472,0.00007249393,0.000020938067],"category_scores_gemma":[0.00020986237,0.00009982768,0.00010466971,0.00005641591,0.000014171008,0.00035093102,0.0000029186526,0.00009630664,0.0000033448662],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008243537,0.000051637307,0.0007046801,0.00019978428,0.0012937627,0.000056636087,0.0013672179,0.9436153,0.011022209,0.010185128,0.0017871587,0.029634004],"study_design_scores_gemma":[0.0031277947,0.00006685046,0.0027549635,0.00034816415,0.00005349651,0.000570846,0.0009224878,0.9897854,0.00018765149,0.00032206127,0.0017474362,0.00011284599],"about_ca_topic_score_codex":0.000006421676,"about_ca_topic_score_gemma":0.0000073470455,"teacher_disagreement_score":0.9709028,"about_ca_system_score_codex":0.000092799484,"about_ca_system_score_gemma":0.00006515838,"threshold_uncertainty_score":0.40708548},"labels":[],"label_agreement":null},{"id":"W3204313086","doi":"10.1007/s10846-021-01464-5","title":"Quasi-Continuous Second Order Sliding Mode Control of Revolute-Revolute Manipulator with Noisy Feedback Signals &amp; Modelling Uncertainties","year":2021,"lang":"en","type":"article","venue":"Journal of Intelligent & Robotic Systems","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Revolute joint; Control theory (sociology); Kinematics; Mean squared error; Sliding mode control; Trajectory; Controller (irrigation); Nonlinear system; Stability (learning theory); Computer science; Engineering; Mathematics; Artificial intelligence; Robot; Control (management); Physics","score_opus":0.023805634928520357,"score_gpt":0.2312345110571181,"score_spread":0.20742887612859773,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3204313086","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07933408,0.015698755,0.90149945,0.000042834185,0.0022201843,0.00040969366,0.000013548609,0.000058037163,0.0007234148],"genre_scores_gemma":[0.99060076,0.00034788603,0.0066376487,0.000023365596,0.00061106985,0.000013919289,0.0000056096314,0.00011210774,0.0016476581],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9954692,0.00026978686,0.0025449311,0.00028682535,0.00086616905,0.0005630683],"domain_scores_gemma":[0.9963287,0.00047895501,0.0010564666,0.00053261156,0.0013249833,0.00027824484],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0010570833,0.0004985033,0.001868422,0.0003054293,0.00008472457,0.0001416815,0.0004172229,0.0002220088,0.00015946278],"category_scores_gemma":[0.00012141315,0.00039097888,0.00036933375,0.0004814526,0.000048758156,0.00029990618,0.000029455032,0.00044735053,0.000047057307],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005938881,0.0001053658,0.0007282644,0.0015661402,0.0011759859,0.00008394732,0.0017931047,0.9900371,0.002597835,0.0005017021,0.0012430862,0.00010811353],"study_design_scores_gemma":[0.0007917849,0.0002530949,0.0000185357,0.0043251887,0.0003171968,0.0015581471,0.0044370163,0.98383635,0.0014490327,0.00010438576,0.0024031247,0.0005061558],"about_ca_topic_score_codex":0.00021462307,"about_ca_topic_score_gemma":0.00009054134,"teacher_disagreement_score":0.9112666,"about_ca_system_score_codex":0.00030992762,"about_ca_system_score_gemma":0.00022305927,"threshold_uncertainty_score":0.9998542},"labels":[],"label_agreement":null},{"id":"W3205144788","doi":"10.1115/pvp2021-62112","title":"Measurement of Steam-Generator Tube Damping Caused by Anti-Vibration-Bar Supports","year":2021,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Canadian Nuclear Laboratories; Deep River Science Academy","funders":"","keywords":"Vibration; Bar (unit); Natural frequency; Structural engineering; Generator (circuit theory); Damping ratio; Damping torque; Boiler (water heating); Steam turbine; Engineering; Magnetic damping; Acoustics; Materials science; Power (physics); Mechanical engineering; Physics; Electrical engineering; Voltage","score_opus":0.01609601232266201,"score_gpt":0.2072913588340367,"score_spread":0.1911953465113747,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3205144788","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87512535,0.0023044639,0.09599421,0.0001994749,0.0012763373,0.00031288806,0.0000286756,0.00032913729,0.024429455],"genre_scores_gemma":[0.9993114,0.000029422805,0.00020936593,0.000058887796,0.00006359693,0.000010664333,0.000024505256,0.000022835939,0.00026935432],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989574,0.000036234986,0.00037454304,0.00012929071,0.0003388125,0.0001637213],"domain_scores_gemma":[0.9995138,0.000016793092,0.000031562056,0.00024287234,0.00012120219,0.000073769035],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023502336,0.00011528863,0.00022990753,0.00002719727,0.000028519133,0.000025903402,0.00006325623,0.0000579137,0.0006303483],"category_scores_gemma":[0.000033917444,0.00010960025,0.00004715728,0.000116945856,0.000008492165,0.00008295913,0.000012381954,0.000046998935,0.000037811333],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[5.8540735e-7,0.000046676763,0.0036692515,0.00044688547,0.00019786139,0.000015006139,0.00062860304,0.015927337,0.9238829,0.00017106687,0.05395273,0.0010611096],"study_design_scores_gemma":[0.00036981807,0.000017156604,0.0012065188,0.0001484993,0.000025607302,0.000009176295,0.00048978784,0.035501827,0.94778943,0.000008242613,0.014156872,0.0002770919],"about_ca_topic_score_codex":0.000033532542,"about_ca_topic_score_gemma":0.00003294759,"teacher_disagreement_score":0.12418601,"about_ca_system_score_codex":0.000046202258,"about_ca_system_score_gemma":0.000068391535,"threshold_uncertainty_score":0.69018716},"labels":[],"label_agreement":null},{"id":"W3209556184","doi":"10.32920/ryerson.14652285.v1","title":"Investigations on Flow and Flow-Induced Vibration of CANDU Fuel Bundles","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Bundle; Computational fluid dynamics; Flow (mathematics); Mechanics; Vibration; Fluid dynamics; Physics; Coolant; Materials science; Acoustics; Nuclear physics","score_opus":0.027179523769547638,"score_gpt":0.22397663634987985,"score_spread":0.19679711258033222,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3209556184","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8628567,0.00073233683,0.084278904,0.00028410016,0.0014910172,0.00056927087,0.000047150104,0.00032439403,0.04941616],"genre_scores_gemma":[0.99088806,0.00010483767,0.008527613,0.00003997959,0.00010727638,0.000043828495,0.00013933229,0.000025894455,0.0001232002],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99917793,0.000039846615,0.0003434878,0.00018243534,0.00015413675,0.00010215955],"domain_scores_gemma":[0.9994523,0.00007535652,0.000051129377,0.00029547545,0.00004602756,0.000079718215],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010459004,0.00017783127,0.0003102613,0.000085344225,0.000023998415,0.00006072996,0.00007864323,0.00022714054,0.00009539765],"category_scores_gemma":[0.000042371812,0.0001690721,0.00005043117,0.00007589333,0.000018121544,0.000049109065,0.000058261066,0.0002044603,0.0000077938075],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003312897,0.00004931463,0.00059407734,0.0049601733,0.00039731676,0.00000613049,0.010238413,0.94442093,0.019503811,0.0014530119,0.0021718456,0.016201677],"study_design_scores_gemma":[0.00016274207,0.000020606984,0.0014298838,0.0007211322,0.000033368724,0.0000047679814,0.0003689116,0.9876932,0.00851013,0.0004870247,0.00031045638,0.0002577761],"about_ca_topic_score_codex":0.00038564714,"about_ca_topic_score_gemma":0.00036184362,"teacher_disagreement_score":0.12803136,"about_ca_system_score_codex":0.00003657033,"about_ca_system_score_gemma":0.000076467295,"threshold_uncertainty_score":0.689456},"labels":[],"label_agreement":null},{"id":"W3211589134","doi":"10.1115/imece2001/dsc-24568","title":"Experience With Sliding Mode Control of a Pneumatic Cartesian Robot","year":2001,"lang":"en","type":"article","venue":"Dynamic Systems and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Control theory (sociology); Cartesian coordinate system; Compensation (psychology); Robot; Controller (irrigation); Relay; Mode (computer interface); Tracking (education); Computer science; Control engineering; Engineering; Control (management); Mathematics; Artificial intelligence; Physics","score_opus":0.004406309577940861,"score_gpt":0.1970716845157412,"score_spread":0.19266537493780034,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3211589134","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5108729,0.0019690923,0.48485163,0.00002421354,0.0002508738,0.0005677811,0.000016266069,0.00013019108,0.0013170735],"genre_scores_gemma":[0.99953,0.000037255795,0.000034576027,0.000017071885,0.000044325796,0.00018779757,0.0000021586275,0.000034498076,0.00011230137],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99874735,0.000060540166,0.0004927833,0.00018288093,0.00021509189,0.00030134188],"domain_scores_gemma":[0.9993201,0.00012606409,0.00010872058,0.00028532383,0.000044755772,0.0001150602],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017008251,0.0002194496,0.00061314704,0.00007949,0.000059532587,0.0000493165,0.00012369576,0.00008062691,0.000007490463],"category_scores_gemma":[0.000012296508,0.00017046432,0.00004825529,0.0001244339,0.000037704765,0.000112366804,0.0000050998337,0.00007802995,0.000005928185],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016009464,0.000080146856,0.051785916,0.002451112,0.0009809216,0.00010737895,0.015638165,0.87069356,0.04619027,0.00313231,0.000045075703,0.008735076],"study_design_scores_gemma":[0.0017774039,0.0000690429,0.0016523502,0.00042970796,0.00004612452,0.00026538564,0.0018770628,0.9935211,0.000009119767,0.000008963078,0.00013827461,0.00020548468],"about_ca_topic_score_codex":0.0004514991,"about_ca_topic_score_gemma":0.000072359864,"teacher_disagreement_score":0.48865712,"about_ca_system_score_codex":0.00004407642,"about_ca_system_score_gemma":0.000015000276,"threshold_uncertainty_score":0.6951333},"labels":[],"label_agreement":null},{"id":"W3212047096","doi":"10.1115/imece2000-1984","title":"An Investigation Into the Characteristics of a “2D” Flow Control Valve","year":2000,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Control theory (sociology); Electrohydraulic servo valve; Volumetric flow rate; Stiffness; Hydrostatic equilibrium; Leakage (economics); Flow control valve; Bernoulli's principle; Mechanics; Engineering; Flow (mathematics); Control valves; Mechanical engineering; Computer science; Structural engineering; Physics","score_opus":0.005980252555944909,"score_gpt":0.1940590420943754,"score_spread":0.1880787895384305,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3212047096","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98402935,0.000040340292,0.009230134,0.00007998332,0.00012054018,0.00014628477,0.0000047208596,0.000110461515,0.006238159],"genre_scores_gemma":[0.99917203,0.000012341034,0.000379533,0.00011912041,0.00009159318,0.000012148069,0.000008419378,0.00001037449,0.00019446248],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995492,0.000033525183,0.00020448628,0.00005007823,0.00008628272,0.00007639413],"domain_scores_gemma":[0.99968874,0.000048245376,0.000018007655,0.00018553853,0.000016984455,0.000042476102],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001495647,0.00006412269,0.00011994493,0.000014616514,0.000023117824,0.000014179817,0.00009176648,0.00003792507,0.00048474333],"category_scores_gemma":[0.000008050486,0.00004224113,0.000033317283,0.000057811827,0.000025454548,0.000058035697,0.000001414036,0.00004313089,0.00008994695],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025878147,0.00006664062,0.017151533,0.0005173245,0.00041744908,0.0000034442946,0.08429124,0.15516919,0.029587418,0.0017201876,0.0050864303,0.70596325],"study_design_scores_gemma":[0.00021497022,0.000030472938,0.016495261,0.000028910406,0.000020087311,0.000003026701,0.00020955628,0.9800371,0.00063834706,0.00024092218,0.001990623,0.000090722075],"about_ca_topic_score_codex":0.00014018425,"about_ca_topic_score_gemma":0.000020385922,"teacher_disagreement_score":0.8248679,"about_ca_system_score_codex":0.0000104804085,"about_ca_system_score_gemma":0.000007657998,"threshold_uncertainty_score":0.53076},"labels":[],"label_agreement":null},{"id":"W3212048312","doi":"10.1115/imece2000-1981","title":"Trade-Off Analysis for the Design of a High Performance Hydrostatic Actuation System","year":2000,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Actuator; Computer science; Set (abstract data type); Electro-hydraulic actuator; Control engineering; Hydrostatic equilibrium; Control theory (sociology); Engineering; Artificial intelligence; Control (management)","score_opus":0.01515295159385237,"score_gpt":0.20059353704266017,"score_spread":0.1854405854488078,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3212048312","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28189647,0.00011959883,0.7158028,0.00003157452,0.00006083798,0.0004163299,0.0000053250906,0.00010195719,0.0015651076],"genre_scores_gemma":[0.9986146,0.000052634634,0.0008860541,0.000009014124,0.000026498754,0.00008812487,0.0000058898095,0.000011368054,0.00030581726],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994247,0.000020434007,0.0002649351,0.00006555378,0.00011387528,0.000110522065],"domain_scores_gemma":[0.9994394,0.00031757064,0.00002894866,0.00018389868,0.000009550485,0.00002061023],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002747114,0.00007942611,0.00019981853,0.000052157466,0.000044382847,0.000012322912,0.00009545423,0.000032918397,0.00016204041],"category_scores_gemma":[0.0000049801215,0.000049807306,0.00006287462,0.00028110543,0.000010110429,0.000055107415,0.0000013252525,0.000024860836,0.000022763288],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000054354946,0.0000034720672,0.000053187632,0.00019614669,0.00030325033,7.0483985e-8,0.0007759957,0.97375417,0.00010588555,0.00006711588,0.00017204495,0.024563251],"study_design_scores_gemma":[0.0001471456,0.00002553884,0.0020328837,0.000027744603,0.00024097205,0.0000020135076,0.00022942128,0.99615806,0.00080389704,0.0000048418237,0.00026563703,0.00006183368],"about_ca_topic_score_codex":0.000042646057,"about_ca_topic_score_gemma":0.0000037124096,"teacher_disagreement_score":0.71671814,"about_ca_system_score_codex":0.000029585817,"about_ca_system_score_gemma":0.0000069941716,"threshold_uncertainty_score":0.2031083},"labels":[],"label_agreement":null},{"id":"W3212717851","doi":"10.1115/imece2000-1982","title":"Model Identification of a High Performance Hydrostatic Actuation System","year":2000,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; University of Saskatchewan","funders":"","keywords":"Control theory (sociology); Electro-hydraulic actuator; Actuator; Hydrostatic equilibrium; Position (finance); Encoder; Computer science; Controller (irrigation); Identification (biology); Basis (linear algebra); System identification; Open-loop controller; Loop (graph theory); Control engineering; Closed loop; Engineering; Artificial intelligence; Mathematics; Data modeling; Physics; Control (management)","score_opus":0.009158673157215502,"score_gpt":0.18767074973575706,"score_spread":0.17851207657854157,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3212717851","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90707976,0.00001674959,0.07527342,0.0000057310613,0.00006841619,0.00012160279,0.0000033798972,0.00017362849,0.017257348],"genre_scores_gemma":[0.99826527,0.000019647243,0.00026588773,0.0000033937183,0.000014715955,0.000020668067,0.000009133663,0.00001148754,0.001389807],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994161,0.0000069471153,0.00031616006,0.000060854993,0.000121187106,0.000078735844],"domain_scores_gemma":[0.9997573,0.000014261041,0.000029529972,0.00016070469,0.000017029428,0.000021187316],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012214445,0.00006096216,0.000109485765,0.00003462102,0.00001910111,0.000009682698,0.000060791597,0.000032236283,0.00009865073],"category_scores_gemma":[0.000002197516,0.000054770102,0.000016171487,0.000083336716,0.0000069914777,0.000117544376,0.0000017114488,0.000024204746,0.0002495888],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000015288349,0.0000042630786,0.000027931568,0.00043027496,0.000010065889,7.565199e-8,0.00057873846,0.9808238,0.0047069364,0.0003480019,0.00011559295,0.012952796],"study_design_scores_gemma":[0.00009177472,0.0000057928655,0.0007052015,0.00005649872,0.000007468474,0.0000032873947,0.00006774704,0.9919422,0.0070141763,0.000029255723,0.000019228119,0.000057368678],"about_ca_topic_score_codex":0.000028353996,"about_ca_topic_score_gemma":0.00000167935,"teacher_disagreement_score":0.09118553,"about_ca_system_score_codex":0.00003756283,"about_ca_system_score_gemma":0.000006519448,"threshold_uncertainty_score":0.32080424},"labels":[],"label_agreement":null},{"id":"W3212790629","doi":"10.1115/imece2000-2313","title":"Experimental Study of a Neural Generalized Predictive Force Control for a Hydraulic Actuator","year":2000,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Model predictive control; Actuator; Control theory (sociology); Predictability; Artificial neural network; Feed forward; Nonlinear system; Hydraulic cylinder; Electro-hydraulic actuator; Computer science; Feedforward neural network; Nonlinear model; Control engineering; Control (management); Engineering; Artificial intelligence; Mathematics; Mechanical engineering; Physics","score_opus":0.01198656432945255,"score_gpt":0.23931772107214241,"score_spread":0.22733115674268986,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3212790629","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9828026,0.00013494416,0.008843383,0.00001113445,0.00014283208,0.0015725103,0.000018102526,0.00019331905,0.006281118],"genre_scores_gemma":[0.99837685,0.0000013517291,0.00014105678,0.00006449941,0.0000900917,0.0005031397,0.00000388014,0.000030429806,0.00078871957],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99916327,0.000033025415,0.00033041651,0.00013468476,0.00014154606,0.00019705683],"domain_scores_gemma":[0.9996232,0.000077762605,0.00002700986,0.00018361105,0.000017946191,0.000070506445],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007863031,0.00014950841,0.00032235208,0.000036095073,0.000033189,0.000012175938,0.00011214839,0.00004596881,0.0004971257],"category_scores_gemma":[0.000006104593,0.00012358883,0.00008030137,0.00006366004,0.0000136005965,0.000078803794,0.0000048924294,0.00003749043,0.000013765822],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0019858256,0.003659381,0.0019271135,0.00046293598,0.0028570183,0.000018156055,0.08180386,0.7569293,0.11206813,0.0003169258,0.019211767,0.018759584],"study_design_scores_gemma":[0.006814003,0.0011803862,0.00027847962,0.000012765669,0.00004492194,0.0000072406706,0.0026391202,0.98020875,0.007709863,0.000013647637,0.0009079285,0.00018290359],"about_ca_topic_score_codex":0.000106240215,"about_ca_topic_score_gemma":0.0000078953735,"teacher_disagreement_score":0.22327943,"about_ca_system_score_codex":0.000030364912,"about_ca_system_score_gemma":0.000006515226,"threshold_uncertainty_score":0.5443177},"labels":[],"label_agreement":null},{"id":"W3213708256","doi":"10.32920/ryerson.14656749.v1","title":"Modeling and Development of an Experimental Pneumatic Facility for Aircraft Bleed Air System Studies","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Mass flow; Bleed; Environmental control system; Automotive engineering; Flow (mathematics); Engineering; Airflow; Control system; Simulation; Aerospace engineering; Computer science; Mechanical engineering; Electrical engineering","score_opus":0.06080469586770538,"score_gpt":0.2870026754979712,"score_spread":0.22619797963026583,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3213708256","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7722396,0.0037663449,0.22234155,0.0000028862778,0.00050168956,0.0007121983,0.000019384805,0.00024377895,0.00017253075],"genre_scores_gemma":[0.97352594,0.00001966215,0.025861274,0.0000031861189,0.000028049126,0.000440684,0.00006885778,0.000027436881,0.000024885821],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99827653,0.000045385546,0.0009117512,0.00034441595,0.00021098656,0.00021092866],"domain_scores_gemma":[0.9993043,0.0000621601,0.00006901925,0.00036489026,0.000110742614,0.00008891233],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003690671,0.00032924314,0.0008912451,0.00006902195,0.000071863156,0.000031923275,0.0001441394,0.00017985464,0.000006033541],"category_scores_gemma":[0.00001615394,0.00030010348,0.000079392754,0.000032153872,0.000022332304,0.00007071425,0.00021026426,0.000118216805,0.000002066084],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006970268,0.000051192717,0.000021574997,0.031623807,0.00085502595,0.0000022244824,0.05118829,0.9110431,0.003204984,0.000023543507,0.000012893745,0.001966383],"study_design_scores_gemma":[0.00025817152,0.00001588351,0.000007706729,0.0012209408,0.00002984425,0.00000763615,0.08684044,0.8979639,0.013341184,0.0000058119313,0.000010824503,0.00029770186],"about_ca_topic_score_codex":0.000052347867,"about_ca_topic_score_gemma":0.000051894036,"teacher_disagreement_score":0.20128633,"about_ca_system_score_codex":0.00022123777,"about_ca_system_score_gemma":0.00008622106,"threshold_uncertainty_score":0.9999451},"labels":[],"label_agreement":null},{"id":"W3214065521","doi":"10.1115/imece2001/fpst-25000","title":"Parameter Estimation in a Hydrostatic System Using Extended Kalman Filter","year":2001,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Kalman filter; Control theory (sociology); Extended Kalman filter; Actuator; Hydrostatic equilibrium; Computer science; Point (geometry); Bulk modulus; Filter (signal processing); Modulus; Measure (data warehouse); Control engineering; Engineering; Materials science; Mathematics; Physics; Control (management); Artificial intelligence","score_opus":0.021422354478680752,"score_gpt":0.2432471213906105,"score_spread":0.22182476691192976,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3214065521","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6949088,0.000047913563,0.29018152,0.0000097520915,0.00020687164,0.00020502927,8.52647e-7,0.00025435298,0.014184871],"genre_scores_gemma":[0.9929018,0.0000022571771,0.006835315,0.000020785797,0.00002195311,0.0000211597,0.00000391667,0.000021879998,0.00017094894],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999237,0.000031674477,0.00031280538,0.00010412108,0.00011335976,0.00020106041],"domain_scores_gemma":[0.99967927,0.00007057347,0.000022305196,0.00017320202,0.00000847689,0.000046159614],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014301507,0.00011341333,0.00017997582,0.000104981926,0.000019462763,0.000031206804,0.0000611844,0.000054356246,0.0000895111],"category_scores_gemma":[0.000016811971,0.000100327175,0.00002913938,0.0001720951,0.000007674892,0.000125784,0.000007399863,0.000058990605,0.00014490675],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000574138,0.000025503748,0.002419557,0.000647531,0.00004074709,0.00008833886,0.0017797969,0.98372805,0.0015269651,0.0005621889,0.00038370464,0.008791899],"study_design_scores_gemma":[0.00020994259,0.000007681407,0.0010015656,0.00019641645,0.00000649875,0.00010667988,0.00024826915,0.99775314,0.00014677948,0.00009210027,0.00010629572,0.00012462531],"about_ca_topic_score_codex":0.00015902091,"about_ca_topic_score_gemma":0.000032374963,"teacher_disagreement_score":0.29799294,"about_ca_system_score_codex":0.00012100319,"about_ca_system_score_gemma":0.000005940084,"threshold_uncertainty_score":0.40912235},"labels":[],"label_agreement":null},{"id":"W3216245495","doi":"10.3390/ecsa-8-11333","title":"Collaborative Tracking Control Strategy for Autonomous Excavation of a Hydraulic Excavator","year":2021,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Excavator; Actuator; Control engineering; Control theory (sociology); MATLAB; Tracking (education); Electro-hydraulic actuator; Computer science; Position (finance); Nonlinear system; PID controller; Hydraulic cylinder; Hydraulic machinery; Engineering; Control (management); Artificial intelligence; Mechanical engineering; Temperature control","score_opus":0.01570686224715618,"score_gpt":0.24330161618344154,"score_spread":0.22759475393628537,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3216245495","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.26278993,0.001369484,0.67356825,0.00019327691,0.00072328624,0.0012199801,0.00012792065,0.0004446733,0.059563205],"genre_scores_gemma":[0.9982479,0.000012351589,0.0009732021,0.000050866034,0.00008833024,0.00009433541,0.000020833491,0.000025089994,0.00048704378],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991621,0.000031988908,0.0003962822,0.00012938616,0.00010843969,0.0001718115],"domain_scores_gemma":[0.99930197,0.00019759928,0.00006221772,0.0001583442,0.00022940969,0.000050471044],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015547636,0.00012244831,0.00030251325,0.000042786152,0.000031398737,0.000031280266,0.00006352832,0.00008247268,0.00014292383],"category_scores_gemma":[0.00006626432,0.00011825922,0.00006210248,0.00023045515,0.000015551981,0.00011756638,0.000004131453,0.000046300152,0.000012489022],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006999159,0.00021202063,0.001082145,0.0022591853,0.0010625037,0.000035770103,0.007889421,0.65077376,0.21700403,0.03344193,0.012933467,0.07323576],"study_design_scores_gemma":[0.003749031,0.00019067564,0.002337433,0.00018122913,0.00009409603,0.00003512225,0.0041896673,0.8095543,0.15905908,0.0011148643,0.018910157,0.0005843766],"about_ca_topic_score_codex":0.000014155662,"about_ca_topic_score_gemma":0.00003794233,"teacher_disagreement_score":0.735458,"about_ca_system_score_codex":0.000041246214,"about_ca_system_score_gemma":0.00010568686,"threshold_uncertainty_score":0.48224708},"labels":[],"label_agreement":null},{"id":"W377293540","doi":"","title":"Étude de paramétrisation de l’écoulement dans des composants de circuit de transmission de puissance pneumatique","year":2012,"lang":"fr","type":"dissertation","venue":"theses.fr (ABES)","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Physics; Philosophy","score_opus":0.029251648772336946,"score_gpt":0.270522002116542,"score_spread":0.24127035334420505,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W377293540","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.63371974,0.002484262,0.34648016,0.000064239415,0.00035660077,0.00076760637,0.0000453575,0.00026792462,0.015814107],"genre_scores_gemma":[0.98630846,0.002509883,0.009286709,0.00009195466,0.0005237033,0.00046588975,0.00032959957,0.00027679693,0.00020697879],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.9944015,0.0010448981,0.0012872319,0.00053476496,0.000625387,0.0021062277],"domain_scores_gemma":[0.9971173,0.00075537426,0.00045712382,0.0006445569,0.0001220022,0.0009036472],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0029765838,0.0009435486,0.0010164918,0.0002386546,0.00046972246,0.00017158169,0.0007959017,0.0011435094,0.0007688612],"category_scores_gemma":[0.00022729258,0.00103053,0.00034780038,0.00035435864,0.00012931961,0.0003660729,0.000029251578,0.0009427251,0.00020252114],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008174703,0.00048607143,0.105101995,0.0072682854,0.0006152782,0.00007037722,0.42186055,0.12549691,0.29418984,0.010574437,0.000103740495,0.034150768],"study_design_scores_gemma":[0.0017400811,0.0002029357,0.4775,0.010259073,0.0010472684,0.0006055385,0.038876433,0.28939027,0.16632465,0.008073689,0.0036410005,0.0023390683],"about_ca_topic_score_codex":0.021291247,"about_ca_topic_score_gemma":0.0036225722,"teacher_disagreement_score":0.3829841,"about_ca_system_score_codex":0.0032126456,"about_ca_system_score_gemma":0.0006464893,"threshold_uncertainty_score":0.99921453},"labels":[],"label_agreement":null},{"id":"W41158240","doi":"10.5555/2349508.2349509","title":"EGR design using AHDL+CFD","year":2009,"lang":"en","type":"article","venue":"Summer Computer Simulation Conference","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Continental (Canada)","funders":"","keywords":"Valve actuator; Modular design; Engineering; Computational fluid dynamics; Automotive engineering; Mechanical engineering; Computer science; Simulation; Ball valve; Aerospace engineering","score_opus":0.11223631825038266,"score_gpt":0.2898460178789909,"score_spread":0.17760969962860823,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W41158240","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.027193602,0.00007173043,0.97001725,0.000032172786,0.0005597634,0.00018954887,0.0000013805479,0.0002950063,0.0016395522],"genre_scores_gemma":[0.9774697,0.0000037514062,0.022098402,0.00013773037,0.0002350231,0.0000028661984,0.000005004153,0.000013731019,0.00003383584],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914116,0.000055869445,0.0002778716,0.00016101396,0.00015827917,0.00020578699],"domain_scores_gemma":[0.9994786,0.00011092421,0.000038496513,0.00022082186,0.000075659234,0.00007554594],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000120871664,0.00015895479,0.00018878502,0.00007446391,0.000055973644,0.00008855034,0.00014288381,0.0000753352,0.00010463558],"category_scores_gemma":[0.000006004661,0.00015937428,0.00003998996,0.00013577892,0.00001220857,0.00017527894,0.000011347815,0.00008675632,0.00009933338],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000018357663,0.000007101953,0.0002431594,0.00001195713,0.000011348231,0.0000022247807,0.00034655305,0.95598906,0.00012015669,0.00031570432,0.00024256774,0.042708334],"study_design_scores_gemma":[0.00019267396,0.00002785859,0.0011197906,0.00006391608,0.0000074676623,0.0000031172635,0.000007476968,0.99573904,0.00018498408,0.00046719145,0.0019964334,0.00019002927],"about_ca_topic_score_codex":0.000007236736,"about_ca_topic_score_gemma":8.583645e-7,"teacher_disagreement_score":0.9502761,"about_ca_system_score_codex":0.00003652814,"about_ca_system_score_gemma":0.000023714509,"threshold_uncertainty_score":0.64990944},"labels":[],"label_agreement":null},{"id":"W4200126917","doi":"10.1016/j.engstruct.2021.113646","title":"Development and application of multi-axis hybrid simulation for seismic stability of steel braced frames","year":2021,"lang":"en","type":"article","venue":"Engineering Structures","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal; University of Alberta","funders":"Fonds de recherche du Québec – Nature et technologies; Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation","keywords":"Braced frame; Structural engineering; Flange; Frame (networking); Bracing; Steel frame; Engineering; Computer simulation; Stability (learning theory); Computer science; Simulation; Brace; Mechanical engineering","score_opus":0.011336523728297486,"score_gpt":0.22989218555170818,"score_spread":0.21855566182341069,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200126917","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5081701,0.0003648478,0.49120447,0.0000017478267,0.00006537647,0.00013515583,0.00001341249,0.00004003139,0.0000048043057],"genre_scores_gemma":[0.93973494,0.0000038744656,0.06017182,0.000002246561,0.000019302246,0.0000259733,0.000021755654,0.000017392482,0.0000026901077],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994044,0.0000064511096,0.0003005108,0.00011034733,0.00008467206,0.000093620096],"domain_scores_gemma":[0.99958366,0.00014149892,0.00004472662,0.00014709898,0.000054561286,0.00002844109],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000081721075,0.00010248675,0.00019897863,0.00003660608,0.000015537313,0.0000061814767,0.000043778567,0.000047536138,0.0000050447093],"category_scores_gemma":[0.00007284972,0.00010547308,0.000029520965,0.000056957593,0.000010257062,0.00003565823,0.000011863721,0.000044659504,1.9963574e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000024657575,0.0000042588113,0.00014425369,0.0007932327,0.000032986765,1.1563395e-7,0.0007982625,0.9300114,0.05931522,0.00008813585,0.0000032581397,0.008806408],"study_design_scores_gemma":[0.00023051178,0.0000038256485,0.0053337575,0.000023469243,0.0000066006864,0.0000014429396,0.00006141562,0.72898936,0.26423767,0.000022499216,0.0010144408,0.00007503113],"about_ca_topic_score_codex":0.0000046018595,"about_ca_topic_score_gemma":0.0000011760915,"teacher_disagreement_score":0.43156478,"about_ca_system_score_codex":0.000024087367,"about_ca_system_score_gemma":0.00001530235,"threshold_uncertainty_score":0.43010673},"labels":[],"label_agreement":null},{"id":"W4200138924","doi":"10.1115/1.4053295","title":"The Cavitation Issue in Asymmetrical Axial-Piston Pumps","year":2021,"lang":"en","type":"article","venue":"Journal of Dynamic Systems Measurement and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Axial piston pump; Piston pump; Hydraulic pump; Piston (optics); Cavitation; Hydraulic cylinder; Mechanical engineering; Plunger pump; Cylinder; Variable displacement pump; Flow (mathematics); Reciprocating pump; Hydrostatic equilibrium; Radial piston pump; Hydraulic machinery; Gear pump; Compensation (psychology); Control theory (sociology); Axial-flow pump; Mechanics; Engineering; Computer science; Physics; Control (management)","score_opus":0.00794002693045551,"score_gpt":0.20020656055051478,"score_spread":0.19226653362005927,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200138924","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5919765,0.23535416,0.13405927,0.003683014,0.017573496,0.0018477843,0.000018223905,0.0001263615,0.015361169],"genre_scores_gemma":[0.9992979,0.00031502347,0.000012805271,0.000016564982,0.00021492092,0.000010548435,5.680143e-7,0.000012964189,0.000118659205],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99817586,0.0002261372,0.0007350237,0.000074683194,0.0006108894,0.00017737792],"domain_scores_gemma":[0.9991865,0.00019281957,0.00017563619,0.00011508586,0.00025370152,0.00007626135],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002158046,0.0001142707,0.00034833746,0.000112772825,0.00006156691,0.00010638262,0.000094928655,0.00006765428,0.0000031791087],"category_scores_gemma":[0.00023466881,0.00007873559,0.000070652524,0.00017340378,0.000014977174,0.00008708073,0.00000372025,0.00017340163,0.000006970348],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00066741585,0.000640899,0.058647178,0.0043914593,0.0051699076,0.0013029918,0.010947614,0.1658972,0.27119362,0.0025546853,0.019540517,0.4590465],"study_design_scores_gemma":[0.010986572,0.00033935602,0.046663508,0.002018066,0.0002696123,0.0013637708,0.007180414,0.86511153,0.00039528107,0.00020686474,0.06479349,0.00067155424],"about_ca_topic_score_codex":0.00003200876,"about_ca_topic_score_gemma":0.0000787592,"teacher_disagreement_score":0.6992143,"about_ca_system_score_codex":0.0002703206,"about_ca_system_score_gemma":0.00006429209,"threshold_uncertainty_score":0.32107443},"labels":[],"label_agreement":null},{"id":"W4205192783","doi":"10.2514/6.2022-2129","title":"Physics-Based Ejector Force Model","year":2022,"lang":"en","type":"article","venue":"AIAA SCITECH 2022 Forum","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Lockheed Martin (Canada)","funders":"","keywords":"Injector; Aerodynamics; Inertia; Mechanics; Moment of inertia; Aerodynamic force; Flow (mathematics); Physics; High fidelity; Mechanical engineering; Engineering; Classical mechanics; Acoustics","score_opus":0.0096817713956666,"score_gpt":0.2002659260412824,"score_spread":0.19058415464561582,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4205192783","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12669025,0.0008280589,0.8143998,0.0011684449,0.002878648,0.0011703096,0.0003856155,0.0025093572,0.049969506],"genre_scores_gemma":[0.99627763,0.000002766358,0.0006170571,0.0004281259,0.00007574092,0.00029350707,0.00004391255,0.000062267536,0.0021989818],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987526,0.00002825667,0.00022311263,0.00019749612,0.00038594153,0.00041261112],"domain_scores_gemma":[0.999426,0.000046111072,0.00003556496,0.0003976173,0.000015634198,0.00007907206],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020328004,0.00016659012,0.00019695189,0.00008006158,0.00025650542,0.00002777662,0.00032858606,0.00003969057,0.0004981247],"category_scores_gemma":[0.000008149455,0.00018052915,0.000110679226,0.00040389207,0.000018741704,0.00008997631,0.000099112665,0.00024662586,0.00008723268],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000038057544,0.000018772593,0.00014619181,0.000051609793,0.000022276035,0.0000033960378,0.00017440117,0.9592356,0.010801718,0.001129373,0.026178177,0.0022346806],"study_design_scores_gemma":[0.0002743547,0.000041996227,0.0000092769415,0.000009685854,0.000007932933,0.0000046141486,0.00022687169,0.97365195,0.002546029,0.0017828058,0.021223707,0.00022078263],"about_ca_topic_score_codex":0.00002346233,"about_ca_topic_score_gemma":0.0000074090217,"teacher_disagreement_score":0.86958736,"about_ca_system_score_codex":0.00015734792,"about_ca_system_score_gemma":0.000048736172,"threshold_uncertainty_score":0.73617655},"labels":[],"label_agreement":null},{"id":"W4210870615","doi":"10.1002/eqe.3605","title":"Model‐based adaptive kinematic transformation method for accurate control of multi‐DOF boundary conditions in conventional tests and hybrid simulations","year":2022,"lang":"en","type":"article","venue":"Earthquake Engineering & Structural Dynamics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Ministry of Science, ICT and Future Planning","keywords":"Kinematics; Cartesian coordinate system; Displacement (psychology); Actuator; Coordinate system; Transformation (genetics); Boundary (topology); Control theory (sociology); Boundary value problem; Computer science; Mathematics; Geometry; Mathematical analysis; Physics; Artificial intelligence; Classical mechanics; Control (management)","score_opus":0.013562955175374355,"score_gpt":0.25501462792053603,"score_spread":0.24145167274516166,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4210870615","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.37284252,0.000047011006,0.6248121,0.00002440669,0.00013708703,0.0005043341,0.0015570285,0.00006721975,0.000008274329],"genre_scores_gemma":[0.97728217,9.789438e-7,0.021984473,0.000011588969,0.000013373329,0.00014725492,0.0005195809,0.000032019005,0.000008539391],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989575,0.00004069813,0.0004980486,0.0001323265,0.00016831007,0.00020312153],"domain_scores_gemma":[0.99933255,0.00038063087,0.000075795324,0.00011319549,0.000047454916,0.000050356404],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018711099,0.0001812757,0.00030879167,0.00020129439,0.000108765,0.00002061316,0.000084588304,0.00003846968,0.000024872548],"category_scores_gemma":[0.000041915955,0.00020326488,0.00008040183,0.00016331999,0.000022697248,0.00016665812,0.00000939359,0.00017778795,3.2282446e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012167873,0.000007470197,0.000096991724,0.00027313933,0.000043719985,8.4058365e-7,0.00030517374,0.99360275,0.00036617302,0.0023967614,0.0000030156534,0.0028917908],"study_design_scores_gemma":[0.0016142551,0.00004330482,0.028070088,0.000049775943,0.000030388697,0.000016830352,0.00007841387,0.9694216,0.000019263496,0.00044720183,0.000016145244,0.00019271662],"about_ca_topic_score_codex":0.000015747893,"about_ca_topic_score_gemma":0.00006745433,"teacher_disagreement_score":0.6044397,"about_ca_system_score_codex":0.00011574574,"about_ca_system_score_gemma":0.000039094604,"threshold_uncertainty_score":0.82889014},"labels":[],"label_agreement":null},{"id":"W4212895685","doi":"10.1177/09544062211038983","title":"Characteristic investigation of a flow-dependent inertia hydraulic converter driven by an equivalent fast switching valve","year":2022,"lang":"en","type":"article","venue":"Proceedings of the Institution of Mechanical Engineers Part C Journal of Mechanical Engineering Science","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Bandwidth throttling; Inertia; Flywheel; Mechanics; Control theory (sociology); Flow (mathematics); Inertance; Engineering; Suction; Physics; Mechanical engineering; Gas compressor; Computer science; Classical mechanics","score_opus":0.01222141709619307,"score_gpt":0.21029387285070153,"score_spread":0.19807245575450846,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4212895685","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86002827,0.00011624681,0.13710847,0.00012145731,0.0021718869,0.00031211495,0.000031233554,0.00006860173,0.000041753196],"genre_scores_gemma":[0.9977186,0.00002612121,0.002082516,0.000026566167,0.000092724775,0.00001710557,0.000001966872,0.000030112758,0.0000043310897],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9962648,0.00002534334,0.0014836355,0.000250111,0.0015931368,0.0003829579],"domain_scores_gemma":[0.9983043,0.00008639989,0.0006991297,0.00022048736,0.00039059334,0.00029908272],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023494905,0.00027760788,0.00066220766,0.00033995326,0.00012618056,0.000031094605,0.0013331091,0.00010493398,0.00002725032],"category_scores_gemma":[0.0006123674,0.00023231235,0.00027669442,0.0008892321,0.00012865938,0.00065573596,0.00024283543,0.0006585847,8.4845135e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019257597,0.000049900133,0.000018144821,0.00025226618,0.00006118222,7.8380407e-7,0.00043170826,0.3222001,0.6732951,0.003311703,0.00004496803,0.0003149154],"study_design_scores_gemma":[0.0004994654,0.00033180986,0.00007513251,0.00043846536,0.00007905711,0.000109012035,0.00022749694,0.7177206,0.28005108,0.00017214825,0.00009451851,0.0002011836],"about_ca_topic_score_codex":0.0000087073395,"about_ca_topic_score_gemma":2.240694e-7,"teacher_disagreement_score":0.3955205,"about_ca_system_score_codex":0.0003035338,"about_ca_system_score_gemma":0.00016708276,"threshold_uncertainty_score":0.9473423},"labels":[],"label_agreement":null},{"id":"W4225975035","doi":"10.1007/978-981-19-0855-2_6","title":"Hydraulic Motors","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Conestoga College","funders":"","keywords":"Hydraulic motor; Computer science; Environmental science; Engineering; Mechanical engineering","score_opus":0.012980343004571687,"score_gpt":0.18298805393906853,"score_spread":0.17000771093449685,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4225975035","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00000844392,0.0007052556,0.00051293627,0.000027830012,0.0012344309,0.00020705868,0.000018389897,0.00070997316,0.99657565],"genre_scores_gemma":[0.01028716,0.00023254327,0.000055278193,0.00010393267,0.00030966182,0.000030916835,0.000049329086,0.00014799199,0.9887832],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991154,0.0000047999865,0.00029253052,0.00016309253,0.0002547419,0.00016945474],"domain_scores_gemma":[0.99947715,0.00004005631,0.000033559372,0.00036069204,0.000007724055,0.00008081904],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00007614494,0.0002692136,0.0003304675,0.00010614518,0.00004152313,0.000016617783,0.0001973141,0.00017526571,0.04139928],"category_scores_gemma":[0.0000024349065,0.0002633584,0.00013606489,0.00001681666,0.000014334114,0.0000340113,0.000044392757,0.0003045615,0.0020831658],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000024662274,0.0000076201363,0.0000067536844,0.00072071055,0.00063505373,0.00012446083,0.00063006673,0.02177358,0.000031381616,0.37434343,0.5739885,0.027736016],"study_design_scores_gemma":[0.00005484603,0.0000128541315,0.0000014395646,0.00003382264,0.00001803775,0.000021493452,0.000008728429,0.0039277417,0.0000046398627,0.0013085202,0.9943109,0.00029695203],"about_ca_topic_score_codex":0.000025223851,"about_ca_topic_score_gemma":0.0000068589443,"teacher_disagreement_score":0.42032245,"about_ca_system_score_codex":0.000112954665,"about_ca_system_score_gemma":0.0000142850695,"threshold_uncertainty_score":0.9999819},"labels":[],"label_agreement":null},{"id":"W4226144761","doi":"10.1007/978-981-19-0855-2_7","title":"Hydraulic Cylinders","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Conestoga College","funders":"","keywords":"Position-sensing hydraulic cylinder; Telescopic cylinder; Cylinder; Piston rod; Mechanics; Piston (optics); Hydraulic cylinder; Cushion; Pneumatic cylinder; Materials science; Flow (mathematics); Rod; Mechanical engineering; Physics; Engineering; Optics","score_opus":0.016354679402841618,"score_gpt":0.190077229306142,"score_spread":0.17372254990330038,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4226144761","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000034983127,0.0007457614,0.0009863204,0.000050400005,0.001125163,0.00019036827,0.000014015915,0.0006774156,0.99620706],"genre_scores_gemma":[0.01691494,0.00028668743,0.0000598673,0.00018585476,0.0002540041,0.000025103087,0.000063576255,0.00015895515,0.982051],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990673,0.000005075117,0.00029979963,0.0001738234,0.00027087028,0.00018315179],"domain_scores_gemma":[0.99946654,0.00004569798,0.00003546719,0.0003618378,0.000008185719,0.00008227542],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0000851045,0.0002759291,0.00033386803,0.000107294,0.000045738794,0.000017868222,0.00019995411,0.00019646889,0.03646099],"category_scores_gemma":[0.0000024014212,0.0002753111,0.00014162199,0.000017159124,0.000017869876,0.000034658555,0.000040938037,0.00035407153,0.002017772],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003264251,0.000007808979,0.000003895447,0.0007025817,0.0007797281,0.00013834098,0.00077654293,0.040577654,0.000019166264,0.43681112,0.4860561,0.034123797],"study_design_scores_gemma":[0.00007781742,0.000012104511,9.916807e-7,0.000034589073,0.000021213025,0.000025468273,0.0000202851,0.0051175402,0.000003692249,0.0018717838,0.992492,0.00032250883],"about_ca_topic_score_codex":0.000021968302,"about_ca_topic_score_gemma":0.000012228526,"teacher_disagreement_score":0.50643593,"about_ca_system_score_codex":0.0001185725,"about_ca_system_score_gemma":0.000019363684,"threshold_uncertainty_score":0.9999699},"labels":[],"label_agreement":null},{"id":"W4226509822","doi":"10.1007/978-981-19-0855-2_8","title":"Hydraulic Pressure Control Devices","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Conestoga College","funders":"","keywords":"Control (management); Hydraulic pressure; Pressure control; Computer science; Environmental science; Control engineering; Control theory (sociology); Engineering; Mechanical engineering; Artificial intelligence","score_opus":0.009824744223078408,"score_gpt":0.1865737666190507,"score_spread":0.1767490223959723,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4226509822","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000002826278,0.0060327305,0.0010181349,0.0000678632,0.00088610646,0.000379839,0.00007502675,0.00067065546,0.99086684],"genre_scores_gemma":[0.15977341,0.00016371903,0.000028517168,0.00029902143,0.0003634985,0.000058214577,0.00004557065,0.00014252686,0.8391255],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99887687,0.0000123492055,0.0003677864,0.00021392282,0.0003165095,0.00021258318],"domain_scores_gemma":[0.99932903,0.000098025725,0.00006502208,0.00040191837,0.000017113633,0.000088898116],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00011740023,0.00034056845,0.0005070827,0.00008985956,0.000057617122,0.000032687873,0.00027589255,0.00023693629,0.029077211],"category_scores_gemma":[0.0000037427903,0.0003152351,0.0001369739,0.0000162682,0.000017698612,0.000059192662,0.00003382589,0.0003592772,0.0009644311],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016145254,0.000019693,0.00006057656,0.0035012094,0.0046568303,0.00015910983,0.0009079713,0.124632604,0.000046600824,0.3260768,0.52006733,0.019855112],"study_design_scores_gemma":[0.00019898344,0.000017314733,0.0000060778275,0.00006504581,0.00012618254,0.000021153099,0.000009408158,0.013300999,0.000002447547,0.0003738979,0.98552674,0.00035176481],"about_ca_topic_score_codex":0.000038230464,"about_ca_topic_score_gemma":0.000028410277,"teacher_disagreement_score":0.46545938,"about_ca_system_score_codex":0.00004081949,"about_ca_system_score_gemma":0.000019387096,"threshold_uncertainty_score":0.99992996},"labels":[],"label_agreement":null},{"id":"W4234727094","doi":"10.32920/ryerson.14645718.v1","title":"Flow-Induced Vibration of a Candu Fuel String","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Vibration; Mechanics; Computational fluid dynamics; Finite element method; Coolant; Nonlinear system; Fluid–structure interaction; Fluid dynamics; Stiffness; Contact force; Engineering; Structural engineering; Mechanical engineering; Physics; Classical mechanics; Acoustics","score_opus":0.021918736132300286,"score_gpt":0.22126894638461372,"score_spread":0.19935021025231345,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4234727094","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.54580206,0.00097105454,0.361019,0.00003955666,0.0023655337,0.00044354468,0.000014397182,0.00041944862,0.08892545],"genre_scores_gemma":[0.9967756,0.00006755599,0.0027781415,0.0000074823306,0.00013730374,0.00002769076,0.000055680986,0.000027628193,0.00012287857],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991349,0.000025939096,0.00039381775,0.00015439573,0.00016648546,0.00012444242],"domain_scores_gemma":[0.99948096,0.000033764318,0.000055303804,0.00033453354,0.00004640367,0.000049053815],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001157455,0.00016258267,0.0003515215,0.00006632718,0.000010022812,0.00004289794,0.00012228622,0.0002314013,0.00024368444],"category_scores_gemma":[0.000015919142,0.00016068651,0.0000908468,0.00007585938,0.000004235234,0.000043198248,0.00009067196,0.00021645671,0.000010215478],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000026493076,0.000029504285,0.00022573298,0.007323,0.00046946373,0.000016065733,0.006736606,0.9238411,0.03375175,0.00040492057,0.0010283074,0.026170887],"study_design_scores_gemma":[0.00016722638,0.000008572859,0.0004930653,0.00070094364,0.00003079505,0.0000057642724,0.00053634826,0.9831445,0.014151039,0.000083462015,0.00038983967,0.00028842886],"about_ca_topic_score_codex":0.00053005264,"about_ca_topic_score_gemma":0.00017720873,"teacher_disagreement_score":0.4509736,"about_ca_system_score_codex":0.0000538615,"about_ca_system_score_gemma":0.00007222482,"threshold_uncertainty_score":0.65526056},"labels":[],"label_agreement":null},{"id":"W4238064563","doi":"10.1007/978-1-4614-5491-5_200220","title":"Positive Displacement Pump","year":2015,"lang":"en","type":"book-chapter","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Positive displacement meter; Displacement (psychology); Materials science; Mechanics; Physics; Psychology; Psychoanalysis","score_opus":0.022880439156063147,"score_gpt":0.2207040853678213,"score_spread":0.19782364621175816,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4238064563","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000004861391,0.00059853843,0.0049811574,0.000027941493,0.0006445052,0.00021653918,0.000033936703,0.00023736726,0.99325514],"genre_scores_gemma":[0.014602321,0.0000549472,0.00005721395,0.000036182173,0.00025062833,0.000009661151,0.00006855799,0.00007262633,0.98484784],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992986,0.000003357854,0.00022175765,0.000121066616,0.00021961467,0.00013560109],"domain_scores_gemma":[0.99958485,0.000024805739,0.000026897476,0.00022132587,0.000033776323,0.00010833024],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008699729,0.00022911366,0.00027470384,0.00004789636,0.000013029935,0.000017829061,0.000095049276,0.0001884853,0.002236733],"category_scores_gemma":[0.0000023065752,0.00019498369,0.000064411535,0.000006713209,0.000013671045,0.000025837637,0.000022320151,0.00013068388,0.003163477],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000067269343,0.000008374185,0.0000033081935,0.0004139733,0.0008110591,0.00006296303,0.00093957677,0.0051838784,0.00002877394,0.38374767,0.5980623,0.010731442],"study_design_scores_gemma":[0.00014379997,0.000028240336,0.0000021647018,0.00025401814,0.000039996423,0.00001676022,0.000022298571,0.0049547968,0.000024349274,0.0026510942,0.9914966,0.00036587918],"about_ca_topic_score_codex":0.000013657175,"about_ca_topic_score_gemma":0.000012459136,"teacher_disagreement_score":0.39343435,"about_ca_system_score_codex":0.00013205715,"about_ca_system_score_gemma":0.000017083645,"threshold_uncertainty_score":0.99867535},"labels":[],"label_agreement":null},{"id":"W4238400024","doi":"10.1504/ijhm.2019.098949","title":"Engine speed reduction for hydraulic machinery using predictive algorithms","year":2019,"lang":"en","type":"article","venue":"International Journal of Hydromechatronics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":67,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Reduction (mathematics); Excavator; Computer science; Truck; Electronic speed control; Automotive engineering; Control theory (sociology); Controller (irrigation); Algorithm; Specific speed; Simulation; Engineering; Mechanical engineering; Mathematics; Control (management); Artificial intelligence","score_opus":0.011641987533534112,"score_gpt":0.2497040481721678,"score_spread":0.23806206063863367,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4238400024","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7620765,0.00088006037,0.22569586,0.00024457337,0.010120894,0.00029654326,0.000039490562,0.00006580749,0.00058029976],"genre_scores_gemma":[0.9945742,0.00012811669,0.0038920476,0.000022649021,0.0012135379,0.0000024304525,0.0000145959275,0.00004391196,0.00010851378],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99848765,0.00002137361,0.0005853273,0.000111884234,0.000593658,0.00020008204],"domain_scores_gemma":[0.999255,0.0000621964,0.00024279307,0.00012564297,0.00023598103,0.00007841453],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004728902,0.00016028972,0.0002869722,0.00028436448,0.000022068365,0.00005249545,0.00040907957,0.00010204625,0.00007142111],"category_scores_gemma":[0.000027094335,0.00014951828,0.00020042979,0.000091080314,0.000015943708,0.00035254334,0.000026769841,0.00023384184,0.000021173391],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005076825,0.00003528739,0.000065945016,0.000051256447,0.00060443213,0.000010969785,0.0005104261,0.9809233,0.01183444,0.00024865547,0.0006127876,0.0050517404],"study_design_scores_gemma":[0.0010665623,0.00015481754,0.000022284663,0.00015937952,0.0000459278,0.0009973805,0.00029451822,0.98587644,0.0026574924,0.0009302229,0.0076439464,0.00015105041],"about_ca_topic_score_codex":0.000014301246,"about_ca_topic_score_gemma":5.206028e-7,"teacher_disagreement_score":0.23249772,"about_ca_system_score_codex":0.00039212723,"about_ca_system_score_gemma":0.00006668745,"threshold_uncertainty_score":0.6097179},"labels":[],"label_agreement":null},{"id":"W4238852732","doi":"10.1109/robot.1994.351278","title":"An analytical and experimental investigation of a jet pipe controlled electropneumatic actuator","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Jet (fluid); Body orifice; Actuator; Representation (politics); Bandwidth (computing); Mechanical engineering; Computer science; Physics; Control theory (sociology); Mechanics; Engineering; Control (management); Artificial intelligence","score_opus":0.016736336703501567,"score_gpt":0.23036301461832154,"score_spread":0.21362667791481998,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4238852732","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99210715,0.00027109592,0.0017367107,0.000027084123,0.0000378697,0.0002013403,8.0526075e-7,0.00010348088,0.0055144755],"genre_scores_gemma":[0.9995011,0.000011209537,0.00033977805,0.000030210007,0.0000246491,0.00002070974,0.0000018612515,0.000012727616,0.000057762732],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99936426,0.000035379664,0.00027938536,0.000083854466,0.0001164984,0.00012062985],"domain_scores_gemma":[0.9996643,0.00006602252,0.00002760846,0.00012761835,0.0000119465685,0.00010248201],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000094985226,0.000101221216,0.00028976105,0.00005531568,0.000017799388,0.000018821314,0.000050383638,0.000046602978,0.00042531826],"category_scores_gemma":[0.000017725451,0.00007818218,0.000028365088,0.00007463579,0.00003365877,0.00009920212,0.000004009932,0.000041675903,0.000020750795],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000064688706,0.00018288223,0.006375363,0.00041384195,0.00045243988,0.000006845113,0.012873063,0.0014943135,0.96776783,0.0049848477,0.0034669472,0.0019169296],"study_design_scores_gemma":[0.0014018862,0.00012912236,0.0003805524,0.000020950549,0.000018266972,0.000011896884,0.00030086114,0.96524745,0.03231428,0.000048829403,0.000020390797,0.00010552007],"about_ca_topic_score_codex":0.000014001162,"about_ca_topic_score_gemma":0.0000026876273,"teacher_disagreement_score":0.9637531,"about_ca_system_score_codex":0.000018844821,"about_ca_system_score_gemma":0.000003152441,"threshold_uncertainty_score":0.46569368},"labels":[],"label_agreement":null},{"id":"W4239809045","doi":"10.32920/ryerson.14645802","title":"Numerical and experimental investigations on vibration of simulated CANDU fuel bundles subjected to turbulent fluid flow","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Bundle; Turbulence; Mechanics; Vibration; Coolant; Flow (mathematics); Fluid–structure interaction; Inlet; Finite element method; Computational fluid dynamics; Fluid dynamics; Large eddy simulation; Materials science; Structural engineering; Physics; Mechanical engineering; Engineering; Acoustics; Composite material","score_opus":0.01780094605045073,"score_gpt":0.2391346713749059,"score_spread":0.22133372532445517,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4239809045","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9790014,0.0005134631,0.01684695,0.0001476281,0.00045342345,0.0005159177,0.000018689947,0.0002277247,0.0022747992],"genre_scores_gemma":[0.9968272,0.000017688382,0.0026522465,0.000089489266,0.00006800102,0.00004533755,0.00021109474,0.000034340013,0.00005463531],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988898,0.000057721285,0.00043456818,0.00026103805,0.00021368034,0.00014321787],"domain_scores_gemma":[0.9993668,0.00007462571,0.000044022287,0.00029497914,0.00005542531,0.00016410441],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000062201616,0.00023886496,0.00038358461,0.00010929945,0.000028341634,0.000066266504,0.000091210364,0.00020309036,0.000164218],"category_scores_gemma":[0.000043958447,0.00022919818,0.000057919937,0.00014849738,0.000021647786,0.000041909727,0.00006689825,0.00016701462,0.00001096725],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006703964,0.000044495573,0.00009272076,0.00031520936,0.00009753089,0.000003543526,0.0042622876,0.96098745,0.033514634,0.000052840292,0.00051291793,0.00010965499],"study_design_scores_gemma":[0.0002534659,0.00006968233,0.0006942446,0.00042614026,0.000019441039,0.0000072035227,0.0005348727,0.88248384,0.11503654,0.000025115067,0.00014749917,0.00030194919],"about_ca_topic_score_codex":0.0006169209,"about_ca_topic_score_gemma":0.00004150455,"teacher_disagreement_score":0.081521906,"about_ca_system_score_codex":0.000094384915,"about_ca_system_score_gemma":0.00005930419,"threshold_uncertainty_score":0.93464303},"labels":[],"label_agreement":null},{"id":"W4239818217","doi":"10.32920/ryerson.14657070","title":"Development of a Combined-Ritz Method for Modeling 3D Acoustics in Candu Fuel Sub-Channels","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Acoustics; Node (physics); Finite element method; Inlet; Acoustic impedance; Structural acoustics; Channel (broadcasting); Acoustic wave; Engineering; Mechanics; Physics; Structural engineering; Mechanical engineering; Telecommunications","score_opus":0.04193891092379753,"score_gpt":0.2775221592872611,"score_spread":0.23558324836346356,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4239818217","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06987971,0.00050738663,0.926145,0.000014043824,0.0011272572,0.0006401242,0.000017478667,0.00010760109,0.0015613788],"genre_scores_gemma":[0.6222449,0.00006499861,0.37724945,0.000011158247,0.00006338695,0.0002032077,0.00006751649,0.000044598113,0.000050828272],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99820054,0.000038321014,0.0009696629,0.00027923944,0.00020713809,0.00030510893],"domain_scores_gemma":[0.99922127,0.00015918397,0.0000799762,0.0003362296,0.00012838376,0.000074937096],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007643573,0.00029506214,0.0008511447,0.0001567672,0.000019349105,0.00003997729,0.00022374825,0.00035366806,0.0000210357],"category_scores_gemma":[0.000066476496,0.00030105046,0.00010537821,0.00010579529,0.0000056086965,0.000026737855,0.00018267307,0.00029527326,0.0000017912536],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004614485,0.000024826908,0.000008816684,0.0048975605,0.00013765262,0.0000027375784,0.0058268,0.98324466,0.0019496736,0.00005316294,0.00008377309,0.0037657034],"study_design_scores_gemma":[0.00042349347,0.0000060508514,0.0000061126684,0.0008964006,0.000029840265,0.0000025790275,0.0011390923,0.9950977,0.0017264117,0.00024138243,0.00011491135,0.00031600747],"about_ca_topic_score_codex":0.00027373905,"about_ca_topic_score_gemma":0.00040478897,"teacher_disagreement_score":0.5523652,"about_ca_system_score_codex":0.00015878787,"about_ca_system_score_gemma":0.0002492851,"threshold_uncertainty_score":0.99994415},"labels":[],"label_agreement":null},{"id":"W4240701199","doi":"10.29007/wxkg","title":"A Procedure for Performance Experimental Analysis of a Globe Control Valve","year":2018,"lang":"en","type":"paratext","venue":"EasyChair preprint","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Tech University","funders":"Ministry of Power","keywords":"Reliability (semiconductor); Pressure drop; Control valves; Check valve; Flow control valve; Mathematics; Flow (mathematics); Control theory (sociology); Engineering; Mechanical engineering; Computer science; Control (management); Mechanics","score_opus":0.012026516307937427,"score_gpt":0.2573819116356839,"score_spread":0.24535539532774647,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4240701199","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13626239,0.004641741,0.7035162,0.000025485513,0.004320949,0.004482465,0.00078704784,0.0003252217,0.14563851],"genre_scores_gemma":[0.99319243,0.00004533702,0.00028309872,0.0000238823,0.0004227416,0.0009172956,0.00011732246,0.00006186526,0.0049360017],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983275,0.00003097357,0.00065966696,0.0004079149,0.000254782,0.00031916547],"domain_scores_gemma":[0.9988554,0.00005628075,0.00022288461,0.0006525932,0.00011282235,0.00010002502],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002786069,0.0003628272,0.0010044517,0.000247835,0.000045483295,0.000024357378,0.0003578311,0.00030312766,0.0013918399],"category_scores_gemma":[0.000019607127,0.00034251527,0.00067074556,0.00030796372,0.000054034328,0.00004812942,0.00004430341,0.0001417106,0.0008427897],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006746036,0.00010105966,0.00037952227,0.0022184972,0.0072722537,3.1679463e-7,0.0038635936,0.9293036,0.0012970268,0.000024384583,0.05495502,0.00051728514],"study_design_scores_gemma":[0.0010168198,0.00020853986,0.0011118759,0.0005882076,0.0004131427,0.0000059157546,0.00030064734,0.95306534,0.0070062582,0.000005423545,0.035664625,0.00061323534],"about_ca_topic_score_codex":0.000028003462,"about_ca_topic_score_gemma":0.000008470161,"teacher_disagreement_score":0.8569301,"about_ca_system_score_codex":0.0001280345,"about_ca_system_score_gemma":0.0000666623,"threshold_uncertainty_score":0.99993515},"labels":[],"label_agreement":null},{"id":"W4243292160","doi":"10.1139/tcsme-2017-0005","title":"EXPERIMENTAL COMPARISON BETWEEN PROPORTIONAL AND PWM-SOLENOID VALVES CONTROLLED SERVOPNEUMATIC POSITIONING SYSTEMS","year":2017,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Pulse-width modulation; Control theory (sociology); Solenoid; Solenoid valve; Computer science; Engineering; Physics; Mechanical engineering; Electrical engineering; Control (management); Voltage","score_opus":0.01767978045472259,"score_gpt":0.23752094327562273,"score_spread":0.21984116282090013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4243292160","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3633739,0.0013213751,0.62989026,0.00046517144,0.0018759443,0.002278095,0.00027954704,0.00022636868,0.00028933815],"genre_scores_gemma":[0.99791694,0.000005187849,0.0017478833,0.0000071008917,0.00007843509,0.00015876946,0.0000062492677,0.000033455337,0.00004600963],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99905175,0.000010132896,0.00040089703,0.00012048479,0.00016156174,0.00025514793],"domain_scores_gemma":[0.9993045,0.00009548892,0.0000926126,0.000281643,0.000034757297,0.00019104785],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024947128,0.00015811538,0.00041061058,0.0000320467,0.0006122024,0.00010686492,0.0002492362,0.00011353703,0.000010073326],"category_scores_gemma":[0.000022367423,0.00013853103,0.00035297294,0.00004097932,0.000043987216,0.00012590157,0.000006294191,0.000163263,8.8363765e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015291456,0.000037767415,0.00022402336,0.0017750023,0.001870331,5.701291e-7,0.0022722632,0.9577757,0.029322768,0.0056012897,0.0002998988,0.0008050583],"study_design_scores_gemma":[0.0011918176,0.000032991156,0.00040254067,0.00027678252,0.00015152339,0.000009292919,0.0004089904,0.9908671,0.006199634,0.000048302114,0.0002105693,0.00020045892],"about_ca_topic_score_codex":0.0039111977,"about_ca_topic_score_gemma":0.0010649903,"teacher_disagreement_score":0.634543,"about_ca_system_score_codex":0.00019671004,"about_ca_system_score_gemma":0.00006806843,"threshold_uncertainty_score":0.5912587},"labels":[],"label_agreement":null},{"id":"W4244544993","doi":"10.1002/9783527611119.ch2","title":"Transportation","year":2007,"lang":"en","type":"other","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Slurry; Petroleum engineering; Materials science; Waste management; Environmental science; Engineering; Composite material","score_opus":0.007224761809938867,"score_gpt":0.20226666771956942,"score_spread":0.19504190590963055,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4244544993","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000024458961,0.00034318242,0.05457153,0.0000012061128,0.0004365974,0.00006271964,0.0000061590385,0.00083598087,0.9437402],"genre_scores_gemma":[0.0022520055,0.000045988992,0.00039871773,0.000013049434,0.00019936103,0.0000032662256,0.000034777622,0.00026144847,0.99679136],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9997643,0.000001165538,0.000077416145,0.00003836775,0.000055379274,0.00006337565],"domain_scores_gemma":[0.99989223,0.0000042151137,0.0000084596895,0.000072789066,0.0000012970107,0.000020985299],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000021972788,0.00006967855,0.00008866225,0.00008970645,0.000001865934,0.0000025681884,0.000030510495,0.000125764,0.009824221],"category_scores_gemma":[2.90779e-7,0.00006125283,0.000019771322,0.00003932784,0.0000028426034,0.0000040024215,1.6079049e-7,0.000033606517,0.0011230011],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[4.4652054e-8,6.959157e-7,0.000007362934,0.00011938625,0.000017580955,0.000001941236,0.000039199076,0.000097099975,0.000003423851,0.00028397772,0.9964179,0.003011406],"study_design_scores_gemma":[0.00002997567,0.0000010558543,0.000019513831,0.00005600021,0.0000041492194,4.4052717e-7,0.0000094727875,0.0005129718,0.000013332917,0.000003761362,0.99927205,0.0000772618],"about_ca_topic_score_codex":0.00006971822,"about_ca_topic_score_gemma":0.00020834628,"teacher_disagreement_score":0.054172814,"about_ca_system_score_codex":0.0000056078106,"about_ca_system_score_gemma":0.0000015968783,"threshold_uncertainty_score":0.9996547},"labels":[],"label_agreement":null},{"id":"W4247542047","doi":"10.32920/ryerson.14645718","title":"Flow-Induced Vibration of a Candu Fuel String","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Vibration; Mechanics; Computational fluid dynamics; Finite element method; Nonlinear system; Coolant; Fluid–structure interaction; Engineering; Contact force; Fluid dynamics; Structural engineering; Mechanical engineering; Physics; Classical mechanics; Acoustics","score_opus":0.021918736132300286,"score_gpt":0.22126894638461372,"score_spread":0.19935021025231345,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4247542047","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.54580206,0.00097105454,0.361019,0.00003955666,0.0023655337,0.00044354468,0.000014397182,0.00041944862,0.08892545],"genre_scores_gemma":[0.9967756,0.00006755599,0.0027781415,0.0000074823306,0.00013730374,0.00002769076,0.000055680986,0.000027628193,0.00012287857],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991349,0.000025939096,0.00039381775,0.00015439573,0.00016648546,0.00012444242],"domain_scores_gemma":[0.99948096,0.000033764318,0.000055303804,0.00033453354,0.00004640367,0.000049053815],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001157455,0.00016258267,0.0003515215,0.00006632718,0.000010022812,0.00004289794,0.00012228622,0.0002314013,0.00024368444],"category_scores_gemma":[0.000015919142,0.00016068651,0.0000908468,0.00007585938,0.000004235234,0.000043198248,0.00009067196,0.00021645671,0.000010215478],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000026493076,0.000029504285,0.00022573298,0.007323,0.00046946373,0.000016065733,0.006736606,0.9238411,0.03375175,0.00040492057,0.0010283074,0.026170887],"study_design_scores_gemma":[0.00016722638,0.000008572859,0.0004930653,0.00070094364,0.00003079505,0.0000057642724,0.00053634826,0.9831445,0.014151039,0.000083462015,0.00038983967,0.00028842886],"about_ca_topic_score_codex":0.00053005264,"about_ca_topic_score_gemma":0.00017720873,"teacher_disagreement_score":0.4509736,"about_ca_system_score_codex":0.0000538615,"about_ca_system_score_gemma":0.00007222482,"threshold_uncertainty_score":0.65526056},"labels":[],"label_agreement":null},{"id":"W4247554385","doi":"10.32920/ryerson.14645802.v1","title":"Numerical and experimental investigations on vibration of simulated CANDU fuel bundles subjected to turbulent fluid flow","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Bundle; Turbulence; Mechanics; Vibration; Coolant; Flow (mathematics); Fluid–structure interaction; Finite element method; Computational fluid dynamics; Inlet; Fluid dynamics; Large eddy simulation; Materials science; Structural engineering; Physics; Mechanical engineering; Engineering; Acoustics; Composite material","score_opus":0.01780094605045073,"score_gpt":0.2391346713749059,"score_spread":0.22133372532445517,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4247554385","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9790014,0.0005134631,0.01684695,0.0001476281,0.00045342345,0.0005159177,0.000018689947,0.0002277247,0.0022747992],"genre_scores_gemma":[0.9968272,0.000017688382,0.0026522465,0.000089489266,0.00006800102,0.00004533755,0.00021109474,0.000034340013,0.00005463531],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988898,0.000057721285,0.00043456818,0.00026103805,0.00021368034,0.00014321787],"domain_scores_gemma":[0.9993668,0.00007462571,0.000044022287,0.00029497914,0.00005542531,0.00016410441],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000062201616,0.00023886496,0.00038358461,0.00010929945,0.000028341634,0.000066266504,0.000091210364,0.00020309036,0.000164218],"category_scores_gemma":[0.000043958447,0.00022919818,0.000057919937,0.00014849738,0.000021647786,0.000041909727,0.00006689825,0.00016701462,0.00001096725],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006703964,0.000044495573,0.00009272076,0.00031520936,0.00009753089,0.000003543526,0.0042622876,0.96098745,0.033514634,0.000052840292,0.00051291793,0.00010965499],"study_design_scores_gemma":[0.0002534659,0.00006968233,0.0006942446,0.00042614026,0.000019441039,0.0000072035227,0.0005348727,0.88248384,0.11503654,0.000025115067,0.00014749917,0.00030194919],"about_ca_topic_score_codex":0.0006169209,"about_ca_topic_score_gemma":0.00004150455,"teacher_disagreement_score":0.081521906,"about_ca_system_score_codex":0.000094384915,"about_ca_system_score_gemma":0.00005930419,"threshold_uncertainty_score":0.93464303},"labels":[],"label_agreement":null},{"id":"W4249321851","doi":"10.1139/tcsme-2019-0031","title":"Experimental investigation of the vacuum actuated brake system compared with hydraulic brake system in a vehicle","year":2019,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":true,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Brake; Automotive engineering; Hydraulic brake; Hydraulic machinery; Air brake; Disc brake; Mechanical engineering; Engineering","score_opus":0.008748027249395596,"score_gpt":0.17452329717495849,"score_spread":0.16577526992556288,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4249321851","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9715375,0.00008212619,0.02617585,0.000075714066,0.00065225986,0.0011630242,0.000078274956,0.00012675919,0.000108517605],"genre_scores_gemma":[0.9993473,4.9739674e-7,0.0004612252,0.000014112143,0.000016945281,0.000089686415,0.0000034830853,0.000043691216,0.00002305859],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99897575,0.000021647294,0.00038928463,0.00013718836,0.00020476918,0.0002713759],"domain_scores_gemma":[0.99933314,0.00007461135,0.00006565823,0.0003614449,0.00003681602,0.00012831128],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019801047,0.00016874654,0.00032045905,0.000049731014,0.00008246476,0.000015150412,0.0003065774,0.00014136221,0.000009247785],"category_scores_gemma":[0.0000037152479,0.00012437411,0.00028548017,0.00043026792,0.000027655962,0.00008419397,0.0000051705765,0.00019511033,0.000002483824],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000082256465,0.000009879338,0.00008482095,0.0017965332,0.00023688805,2.6634555e-7,0.0023056013,0.8739876,0.12024472,0.0012415489,0.0000429225,0.000040990028],"study_design_scores_gemma":[0.00072957226,0.000027041277,0.00038307268,0.00086146063,0.00004825999,0.000013296617,0.0019533231,0.89916813,0.096572824,0.000002564101,0.000083833766,0.00015659293],"about_ca_topic_score_codex":0.006148601,"about_ca_topic_score_gemma":0.005286613,"teacher_disagreement_score":0.027809827,"about_ca_system_score_codex":0.00072418386,"about_ca_system_score_gemma":0.00012513598,"threshold_uncertainty_score":0.92948866},"labels":[],"label_agreement":null},{"id":"W4250041457","doi":"10.1007/978-3-662-52991-1_115-1","title":"Schwingungen in Wärmeübertrager-Rohrbündeln","year":2018,"lang":"de","type":"book-chapter","venue":"Springer Reference Technik","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph; McMaster University","funders":"","keywords":"Physics","score_opus":0.03516774218062876,"score_gpt":0.24262698482523537,"score_spread":0.2074592426446066,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4250041457","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007026608,0.003458297,0.001950701,0.0000879214,0.0022478048,0.0014895572,0.00007947077,0.0013663481,0.9822933],"genre_scores_gemma":[0.93214744,0.0030828656,0.0026553646,0.0000855932,0.0015242251,0.0001850463,0.0000931503,0.0005408442,0.059685465],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9948957,0.00005269444,0.00172413,0.0012261725,0.0008542112,0.0012471094],"domain_scores_gemma":[0.99701977,0.00013542485,0.00038596086,0.0019574706,0.0001515155,0.00034985723],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0008825988,0.0013441722,0.0015581419,0.0009720269,0.00013943076,0.00016505818,0.0013023978,0.0018788562,0.008248975],"category_scores_gemma":[0.000091021335,0.0014106202,0.000304265,0.00025990536,0.00026979114,0.00020398689,0.00037172684,0.0019987468,0.022214703],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00047512172,0.00090202264,0.0076496755,0.025818288,0.0068066516,0.0037490337,0.02025218,0.0044944715,0.029921863,0.4855482,0.03980672,0.37457576],"study_design_scores_gemma":[0.0007554187,0.0002448414,0.000776085,0.010304621,0.00022878456,0.00007445828,0.0001240559,0.0030349365,0.0008818922,0.0064791497,0.9741363,0.002959474],"about_ca_topic_score_codex":0.00040883024,"about_ca_topic_score_gemma":0.00030226712,"teacher_disagreement_score":0.93432957,"about_ca_system_score_codex":0.0005837363,"about_ca_system_score_gemma":0.00015292788,"threshold_uncertainty_score":0.9999309},"labels":[],"label_agreement":null},{"id":"W4254666169","doi":"10.32920/ryerson.14652285","title":"Investigations on Flow and Flow-Induced Vibration of CANDU Fuel Bundles","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Bundle; Computational fluid dynamics; Flow (mathematics); Mechanics; Vibration; Fluid dynamics; Physics; Coolant; Materials science; Acoustics; Nuclear physics","score_opus":0.027179523769547638,"score_gpt":0.22397663634987985,"score_spread":0.19679711258033222,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4254666169","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8628567,0.00073233683,0.084278904,0.00028410016,0.0014910172,0.00056927087,0.000047150104,0.00032439403,0.04941616],"genre_scores_gemma":[0.99088806,0.00010483767,0.008527613,0.00003997959,0.00010727638,0.000043828495,0.00013933229,0.000025894455,0.0001232002],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99917793,0.000039846615,0.0003434878,0.00018243534,0.00015413675,0.00010215955],"domain_scores_gemma":[0.9994523,0.00007535652,0.000051129377,0.00029547545,0.00004602756,0.000079718215],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010459004,0.00017783127,0.0003102613,0.000085344225,0.000023998415,0.00006072996,0.00007864323,0.00022714054,0.00009539765],"category_scores_gemma":[0.000042371812,0.0001690721,0.00005043117,0.00007589333,0.000018121544,0.000049109065,0.000058261066,0.0002044603,0.0000077938075],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003312897,0.00004931463,0.00059407734,0.0049601733,0.00039731676,0.00000613049,0.010238413,0.94442093,0.019503811,0.0014530119,0.0021718456,0.016201677],"study_design_scores_gemma":[0.00016274207,0.000020606984,0.0014298838,0.0007211322,0.000033368724,0.0000047679814,0.0003689116,0.9876932,0.00851013,0.0004870247,0.00031045638,0.0002577761],"about_ca_topic_score_codex":0.00038564714,"about_ca_topic_score_gemma":0.00036184362,"teacher_disagreement_score":0.12803136,"about_ca_system_score_codex":0.00003657033,"about_ca_system_score_gemma":0.000076467295,"threshold_uncertainty_score":0.689456},"labels":[],"label_agreement":null},{"id":"W4255372135","doi":"10.1109/robot.1997.614300","title":"Accurate position control of a pneumatic actuator using on/off solenoid valves","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Control theory (sociology); Solenoid; Pneumatic actuator; Actuator; PID controller; Solenoid valve; Feed forward; Servo; Computer science; Position (finance); Controller (irrigation); Valve actuator; Servomechanism; Rotary actuator; Servomotor; Electrohydraulic servo valve; Control engineering; Engineering; Mechanical engineering; Artificial intelligence; Temperature control; Control (management)","score_opus":0.02215156390593333,"score_gpt":0.21954135753775014,"score_spread":0.1973897936318168,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255372135","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8631786,0.00040083588,0.107481845,0.00009214362,0.00036128107,0.00035615583,0.000013635682,0.00027946345,0.027836004],"genre_scores_gemma":[0.9992496,0.000027111024,0.00043792796,0.00007410275,0.000052362175,0.000008718209,0.0000013454606,0.000022833112,0.0001260166],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992354,0.000033670807,0.0003241695,0.00008689493,0.000149968,0.00016993117],"domain_scores_gemma":[0.9995623,0.00011837747,0.000055130145,0.00018597188,0.000021772474,0.000056443023],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009451187,0.00012920846,0.0002500114,0.000070727554,0.000032359443,0.000019339213,0.00008305067,0.00006180221,0.0005351229],"category_scores_gemma":[0.000022407909,0.00010858961,0.00007260581,0.0000884291,0.000015222711,0.00009898368,0.000004829232,0.000061392435,0.00019149335],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002126952,0.00021440709,0.00015505694,0.0012582878,0.0006230996,0.000016750599,0.0056482647,0.7825046,0.18473232,0.0025055592,0.0035237926,0.018796554],"study_design_scores_gemma":[0.00040506665,0.000043802338,0.00009783628,0.00016823324,0.00002644863,0.000015917896,0.00011481227,0.99587786,0.0029186856,0.000059355105,0.00014387348,0.00012813248],"about_ca_topic_score_codex":0.000013708031,"about_ca_topic_score_gemma":0.0000017309667,"teacher_disagreement_score":0.2133732,"about_ca_system_score_codex":0.000038760278,"about_ca_system_score_gemma":0.000005089151,"threshold_uncertainty_score":0.585922},"labels":[],"label_agreement":null},{"id":"W4256387406","doi":"10.32920/ryerson.14657070.v1","title":"Development of a Combined-Ritz Method for Modeling 3D Acoustics in Candu Fuel Sub-Channels","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Acoustics; Node (physics); Acoustic impedance; Finite element method; Channel (broadcasting); Inlet; Acoustic wave; Structural acoustics; Engineering; Mechanics; Physics; Structural engineering; Mechanical engineering; Telecommunications","score_opus":0.04193891092379753,"score_gpt":0.2775221592872611,"score_spread":0.23558324836346356,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4256387406","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06987971,0.00050738663,0.926145,0.000014043824,0.0011272572,0.0006401242,0.000017478667,0.00010760109,0.0015613788],"genre_scores_gemma":[0.6222449,0.00006499861,0.37724945,0.000011158247,0.00006338695,0.0002032077,0.00006751649,0.000044598113,0.000050828272],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99820054,0.000038321014,0.0009696629,0.00027923944,0.00020713809,0.00030510893],"domain_scores_gemma":[0.99922127,0.00015918397,0.0000799762,0.0003362296,0.00012838376,0.000074937096],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007643573,0.00029506214,0.0008511447,0.0001567672,0.000019349105,0.00003997729,0.00022374825,0.00035366806,0.0000210357],"category_scores_gemma":[0.000066476496,0.00030105046,0.00010537821,0.00010579529,0.0000056086965,0.000026737855,0.00018267307,0.00029527326,0.0000017912536],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004614485,0.000024826908,0.000008816684,0.0048975605,0.00013765262,0.0000027375784,0.0058268,0.98324466,0.0019496736,0.00005316294,0.00008377309,0.0037657034],"study_design_scores_gemma":[0.00042349347,0.0000060508514,0.0000061126684,0.0008964006,0.000029840265,0.0000025790275,0.0011390923,0.9950977,0.0017264117,0.00024138243,0.00011491135,0.00031600747],"about_ca_topic_score_codex":0.00027373905,"about_ca_topic_score_gemma":0.00040478897,"teacher_disagreement_score":0.5523652,"about_ca_system_score_codex":0.00015878787,"about_ca_system_score_gemma":0.0002492851,"threshold_uncertainty_score":0.99994415},"labels":[],"label_agreement":null},{"id":"W4283314973","doi":"10.21203/rs.3.rs-1598888/v1","title":"Pressure Optimization for Hydraulic-Electric Hybrid Biped Robot Power Unit Based on Genetic Algorithm","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"National Ten Thousand Talent Program; Recruitment Program of Global Experts","keywords":"Genetic algorithm; Computer science; Unit (ring theory); Biped robot; Electric power; Power (physics); Robot; Optimization algorithm; Hydraulic machinery; Algorithm; Mathematical optimization; Engineering; Mechanical engineering; Artificial intelligence; Mathematics; Physics; Machine learning","score_opus":0.038956725605338485,"score_gpt":0.3238655041687676,"score_spread":0.2849087785634291,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4283314973","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0017224514,0.004015482,0.9758817,0.00030890043,0.0013457966,0.006440061,0.00085691985,0.0008056982,0.008622971],"genre_scores_gemma":[0.9679217,0.0005730415,0.020539794,0.000092439135,0.00072819134,0.0059850966,0.0019149854,0.00048701192,0.0017577908],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99552757,0.00063844904,0.0005694181,0.0007299651,0.0015656453,0.0009689312],"domain_scores_gemma":[0.99718106,0.0008576007,0.00009458591,0.0012205071,0.00037962277,0.00026661588],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0013621553,0.0004651639,0.00057433307,0.0010310081,0.00033339794,0.0002209443,0.0008335481,0.00032428358,0.0018448291],"category_scores_gemma":[0.00030380758,0.00048855005,0.0002532163,0.0007942113,0.00003628416,0.00005036646,0.0002852694,0.0016107446,0.000058623347],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027858356,0.000079791644,0.000050129365,0.0020152554,0.00015535043,0.000027787193,0.0001491727,0.9800216,0.00002163187,0.000010534198,0.00931894,0.008121947],"study_design_scores_gemma":[0.0005607783,0.00035269078,0.00024939133,0.00037794153,0.000042451957,0.0000056066856,0.000067426896,0.958179,0.0001620638,0.000089649715,0.039462842,0.00045015468],"about_ca_topic_score_codex":0.00009427164,"about_ca_topic_score_gemma":0.0000024172257,"teacher_disagreement_score":0.9661992,"about_ca_system_score_codex":0.00035717018,"about_ca_system_score_gemma":0.00037725954,"threshold_uncertainty_score":0.99975663},"labels":[],"label_agreement":null},{"id":"W4283820877","doi":"10.1007/978-3-031-04094-8_10","title":"Real-Time and Pseudo-Dynamic Hybrid Simulation Methods: A Tutorial","year":2022,"lang":"en","type":"book-chapter","venue":"Conference proceedings of the Society for Experimental Mechanics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Substructure; Representation (politics); Computer science; Compensation (psychology); Loop (graph theory); Control engineering; Engineering; Mathematics","score_opus":0.02013816418134427,"score_gpt":0.27478617399350724,"score_spread":0.25464800981216296,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4283820877","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17543232,0.021416115,0.1196937,0.00062597636,0.039252732,0.03805063,0.0050727865,0.0056051845,0.59485054],"genre_scores_gemma":[0.90005755,0.0014438895,0.0488307,0.000060737602,0.000723521,0.00065032084,0.0001362774,0.00059051404,0.047506474],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99869734,0.000004660998,0.00045289128,0.00031505915,0.00030872712,0.00022132795],"domain_scores_gemma":[0.99925435,0.000113860435,0.0002910752,0.00015158302,0.00012243936,0.000066707464],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00037718582,0.0003693137,0.00053359184,0.000029899733,0.00017777283,0.00005671229,0.0003693452,0.00023365812,0.00022660094],"category_scores_gemma":[0.000022844295,0.0003380517,0.0006312793,0.000029819445,0.000053345964,0.00012899443,0.00023775024,0.0002609937,0.0000029406513],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000046804624,0.000029432036,1.597082e-7,0.0011672659,0.0007253028,1.6606619e-7,0.008295761,0.0013513421,0.8614407,0.12283662,0.0021789598,0.0019274497],"study_design_scores_gemma":[0.0005082326,0.00017083342,6.381229e-8,0.0003004462,0.00019929082,0.000011536046,0.0011916909,0.9328678,0.03713455,0.015969213,0.01114884,0.0004974948],"about_ca_topic_score_codex":0.0000052916657,"about_ca_topic_score_gemma":8.948075e-8,"teacher_disagreement_score":0.93151647,"about_ca_system_score_codex":0.0002775794,"about_ca_system_score_gemma":0.000044143133,"threshold_uncertainty_score":0.99990714},"labels":[],"label_agreement":null},{"id":"W4284884028","doi":"10.1109/itec53557.2022.9813779","title":"The Development of a Drive and Duty Cycle for a Refuse Truck in the City of Hamilton using Non-Invasive Sensors","year":2022,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Truck; Powertrain; Driving cycle; Automotive engineering; Engineering; Process (computing); Duty cycle; Computer science; Transport engineering; Power (physics); Voltage; Torque; Electrical engineering; Electric vehicle","score_opus":0.021633190124339945,"score_gpt":0.23729566495533164,"score_spread":0.21566247483099169,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4284884028","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9940364,0.000036266618,0.004471736,0.000018984148,0.00005845554,0.00037924215,0.0000060264047,0.0000075890525,0.0009853143],"genre_scores_gemma":[0.9975933,0.0000061170645,0.0022989197,0.000009993607,0.0000068422555,0.0000531926,0.0000010008202,0.0000071956165,0.000023470267],"study_design_codex":"qualitative","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99939084,0.00004299721,0.0002772166,0.00006283224,0.00012270451,0.00010341418],"domain_scores_gemma":[0.99942285,0.00037516071,0.000049917326,0.00012364073,0.000015706157,0.000012745251],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005085819,0.00006195537,0.00013434835,0.00002994314,0.00010599229,0.0000056579356,0.000099726094,0.00001708453,0.000006497022],"category_scores_gemma":[0.000028136174,0.000037691923,0.000025275076,0.00010513661,0.000022567232,0.000018050558,0.000027580547,0.00005236569,1.6081306e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012851402,0.00016169077,0.023479842,0.001643015,0.0004673117,0.000007623077,0.59326637,0.31005287,0.06136136,0.0016385556,0.0005467717,0.0072460654],"study_design_scores_gemma":[0.0022260752,0.00014917336,0.03188127,0.00021311316,0.00004725236,0.00004802597,0.098438196,0.80024564,0.060422663,0.0007219376,0.0051633227,0.00044335716],"about_ca_topic_score_codex":0.00009320946,"about_ca_topic_score_gemma":0.0003034966,"teacher_disagreement_score":0.4948282,"about_ca_system_score_codex":0.000040736824,"about_ca_system_score_gemma":0.00003212562,"threshold_uncertainty_score":0.1537032},"labels":[],"label_agreement":null},{"id":"W4285101290","doi":"10.1109/aiiot54504.2022.9817236","title":"Detection of Faults in Electro-Hydrostatic Actuators Using Feature Extraction Methods and an Artificial Neural Network","year":2022,"lang":"en","type":"article","venue":"2022 IEEE World AI IoT Congress (AIIoT)","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Actuator; Leakage (economics); Fault detection and isolation; Feature extraction; Artificial neural network; Computer science; Control theory (sociology); Fault (geology); Sensitivity (control systems); Artificial intelligence; Pattern recognition (psychology); Engineering; Electronic engineering","score_opus":0.017619597905517485,"score_gpt":0.31729597301887685,"score_spread":0.2996763751133594,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285101290","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98237365,0.0006883027,0.012229934,0.00005037646,0.003952133,0.00041881215,0.000013121335,0.00012729825,0.0001463846],"genre_scores_gemma":[0.9980238,0.000010421999,0.001310611,0.000050992,0.00034752936,0.000058718906,0.000012233045,0.000054587446,0.00013110804],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980055,0.0005412877,0.00047624006,0.0002978049,0.00028277445,0.00039641125],"domain_scores_gemma":[0.99924594,0.00022505606,0.00015897809,0.00025053046,0.000025616066,0.000093890885],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007662768,0.00023942937,0.00041735295,0.00032724673,0.00021696338,0.000042104686,0.00013735918,0.00008050873,0.00008532738],"category_scores_gemma":[0.000027514472,0.000264541,0.00006561535,0.00093655597,0.000039248283,0.00017412115,0.00003341829,0.00069206493,0.0000010132285],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000086678454,0.000036589543,0.00090953836,0.00010993167,0.000054438737,0.000020130572,0.0010159282,0.7129183,0.23213516,0.00003711564,0.00037861432,0.052297555],"study_design_scores_gemma":[0.0003120364,0.000092824346,0.0008018566,0.000046007135,0.000041711115,0.000064831984,0.00034858883,0.9716306,0.023550197,0.00020851642,0.0026207874,0.00028206443],"about_ca_topic_score_codex":0.00019750961,"about_ca_topic_score_gemma":0.00092332077,"teacher_disagreement_score":0.25871226,"about_ca_system_score_codex":0.00023295236,"about_ca_system_score_gemma":0.000029008232,"threshold_uncertainty_score":0.9999807},"labels":[],"label_agreement":null},{"id":"W4292122038","doi":"10.1002/eqe.3726","title":"Nonlinear backstepping hierarchical control of shake table using high‐gain observer","year":2022,"lang":"en","type":"article","venue":"Earthquake Engineering & Structural Dynamics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Backstepping; Control theory (sociology); Acceleration; PID controller; Controller (irrigation); Earthquake shaking table; Observer (physics); Engineering; Shake; Control engineering; Nonlinear system; Control system; Computer science; Adaptive control; Control (management); Artificial intelligence; Physics","score_opus":0.0068288836311995605,"score_gpt":0.18925871655307025,"score_spread":0.18242983292187068,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4292122038","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91435874,0.0002493441,0.08276812,0.000019362102,0.0015581468,0.00028610197,0.00036394456,0.00031314086,0.00008311378],"genre_scores_gemma":[0.9935472,0.0000048899374,0.005928203,0.000019182644,0.00019301834,0.00001881865,0.000117994925,0.00009955984,0.000071116716],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980646,0.0000609364,0.0006385478,0.000258443,0.00043687207,0.00054059876],"domain_scores_gemma":[0.99920857,0.00014957378,0.00009150675,0.0003758621,0.0000427942,0.0001316903],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00026297904,0.00033655408,0.00055689336,0.00016361613,0.00014965124,0.000038787774,0.0003412584,0.00009921879,0.00020164408],"category_scores_gemma":[0.00004706952,0.00036540887,0.00013881463,0.00047014627,0.00003435113,0.00014423896,0.00009510514,0.0005618375,0.00000505664],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007919902,0.0000058045603,0.00087742053,0.00019990349,0.00011009272,0.000014674134,0.00019376015,0.9862873,0.00140884,0.0010269609,0.0000146848415,0.009852672],"study_design_scores_gemma":[0.0006311055,0.000044404387,0.030048538,0.00005185811,0.000030512701,0.00008541678,0.00008079875,0.96802187,0.00005405071,0.0000449575,0.0005331838,0.00037329522],"about_ca_topic_score_codex":0.00013326404,"about_ca_topic_score_gemma":0.000020229585,"teacher_disagreement_score":0.07918849,"about_ca_system_score_codex":0.00024713532,"about_ca_system_score_gemma":0.00004291082,"threshold_uncertainty_score":0.9998798},"labels":[],"label_agreement":null},{"id":"W4292367379","doi":"10.1007/978-3-031-14615-2_40","title":"An Assessment of the Ultimate Pressure of Multistage Centrifugal Pumps","year":2022,"lang":"en","type":"book-chapter","venue":"Lecture notes in mechanical engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Saint Mary's University; Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"Regression analysis; Mechanics; Linear regression; Limit (mathematics); Centrifugal pump; Stress (linguistics); Engineering; Structural engineering; Mathematics; Materials science; Mechanical engineering; Mathematical analysis; Physics; Statistics","score_opus":0.0077580501655079735,"score_gpt":0.23707598657942894,"score_spread":0.22931793641392095,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4292367379","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0020694628,0.0024863207,0.97010267,0.00004921072,0.0038057503,0.0018314815,0.0005627747,0.00047425032,0.018618057],"genre_scores_gemma":[0.99487245,0.00007271399,0.004546155,0.000010329286,0.000107956286,0.000029386356,0.000029281295,0.0001375014,0.00019421193],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998172,0.0000344975,0.0007331563,0.00026793414,0.00050604943,0.00028639636],"domain_scores_gemma":[0.9987774,0.0002751807,0.00015839592,0.00068686646,0.000029456662,0.00007273519],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000312808,0.00039329755,0.000742933,0.00013450171,0.000025721656,0.000011167881,0.0005628855,0.00040342732,0.00053539744],"category_scores_gemma":[0.00008962564,0.0003293165,0.00021059896,0.00009823743,0.000020565296,0.00004880552,0.000107480904,0.0010317563,0.0000010161077],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000030861995,0.000015275082,0.000013444888,0.0010660737,0.00012330068,0.000007467218,0.00013775115,0.9714691,0.014580674,0.011271063,0.0000037075763,0.0013090242],"study_design_scores_gemma":[0.00030649113,0.000054049975,0.00007348754,0.00060148013,0.00008536908,0.000011560965,0.0000027426245,0.9834944,0.007488752,0.00053357985,0.0069857812,0.00036231158],"about_ca_topic_score_codex":0.000041449046,"about_ca_topic_score_gemma":0.000017476797,"teacher_disagreement_score":0.992803,"about_ca_system_score_codex":0.00012345347,"about_ca_system_score_gemma":0.00003654172,"threshold_uncertainty_score":0.9999159},"labels":[],"label_agreement":null},{"id":"W4293199831","doi":"10.1139/tcsme-2021-0143","title":"Flow force analysis and optimization of lock valve for heavy-duty automatic transmission","year":2022,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Flow (mathematics); Control theory (sociology); Nonlinear system; Process (computing); Mechanics; Computer science; Simulation; Engineering; Physics; Artificial intelligence","score_opus":0.007146474855828331,"score_gpt":0.18951880520573122,"score_spread":0.18237233034990288,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4293199831","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.002453503,0.00014199899,0.9962574,0.0001073664,0.00017972734,0.0005181438,0.00027878795,0.000054087537,0.000008982875],"genre_scores_gemma":[0.92490673,0.000012481847,0.07479785,0.000015747133,0.00001100857,0.00017177069,0.00001829672,0.000030072488,0.000036069247],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99926585,0.000009940212,0.00030052682,0.000104611776,0.00012994379,0.00018913997],"domain_scores_gemma":[0.9995234,0.00012306342,0.00003747397,0.00016597325,0.000030673833,0.00011939733],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025112036,0.000108366934,0.0002663893,0.00008581422,0.00021206573,0.000007665441,0.00014436759,0.00007395579,0.000050699233],"category_scores_gemma":[0.0000101312835,0.00010494708,0.000747395,0.0004703233,0.000012571086,0.000042001215,0.000003102935,0.00010681476,3.2827998e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000020737302,0.0000057029465,6.9520854e-7,0.00042178904,0.00056343194,1.5984938e-8,0.00047304406,0.9958557,0.0007471795,0.00010318346,0.000043536682,0.0017836544],"study_design_scores_gemma":[0.00027010246,0.00003739829,0.0000065541844,0.000027833468,0.00055911887,0.000002310179,0.00014171298,0.99629074,0.002147209,0.000053712778,0.0003612437,0.000102048034],"about_ca_topic_score_codex":0.0011162533,"about_ca_topic_score_gemma":0.0009865416,"teacher_disagreement_score":0.9224532,"about_ca_system_score_codex":0.00018907496,"about_ca_system_score_gemma":0.000060790546,"threshold_uncertainty_score":0.42796177},"labels":[],"label_agreement":null},{"id":"W4295706258","doi":"10.1155/2022/9692949","title":"Four-Channel Vibrating Testbed Design for Full Vehicle Durability Simulation","year":2022,"lang":"en","type":"article","venue":"Journal of Advanced Transportation","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Natural Science Foundation of Tianjin City","keywords":"Testbed; Bogie; Computer science; Simulation; SIGNAL (programming language); Transfer function; Software; Signal processing; Channel (broadcasting); Systems design; Engineering; Computer hardware; Mechanical engineering; Digital signal processing; Electrical engineering","score_opus":0.026912425218644846,"score_gpt":0.24657850819520233,"score_spread":0.2196660829765575,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4295706258","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.43235686,0.00007308859,0.5668548,0.000034664496,0.0003909986,0.00023419879,0.00001162945,0.00003264984,0.000011139838],"genre_scores_gemma":[0.98590404,0.000005169142,0.013894884,0.000015369586,0.000100337675,0.00003699628,0.000014584622,0.000023137747,0.000005467278],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989163,0.000044976157,0.0006044328,0.00007579344,0.0002338156,0.00012465054],"domain_scores_gemma":[0.9991658,0.00036010062,0.0002388103,0.000072782306,0.00011356995,0.000048984235],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004917055,0.00009247892,0.00019268435,0.000071525115,0.000116862255,0.0000103615375,0.000077304736,0.000027917114,0.000022624035],"category_scores_gemma":[0.000053884705,0.000094735835,0.00009639321,0.00014302654,0.0000065166787,0.0003047841,8.837145e-7,0.00013465263,5.908083e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012277128,0.000017618931,0.00009486565,0.000086976885,0.000022273918,0.000003629996,0.0019652003,0.9714967,0.023116592,0.000011451947,0.000023281615,0.0030386425],"study_design_scores_gemma":[0.0013616541,0.00042885068,0.007669353,0.000044481152,0.00004223005,0.000012903225,0.0013678523,0.98490435,0.0019151303,0.001642272,0.00045795713,0.00015296666],"about_ca_topic_score_codex":0.0000011490838,"about_ca_topic_score_gemma":0.0000036963581,"teacher_disagreement_score":0.5535472,"about_ca_system_score_codex":0.00009170697,"about_ca_system_score_gemma":0.00002622402,"threshold_uncertainty_score":0.3863215},"labels":[],"label_agreement":null},{"id":"W4296579883","doi":"10.1139/tcsme-2021-0042","title":"Logic design method and optimization of hydraulic system for heavy-duty automatic transmission","year":2022,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Hydraulic machinery; Transmission system; Transmission (telecommunications); Clutch; Torque; Genetic algorithm; Range (aeronautics); Engineering; Control logic; Control engineering; Hydraulic fluid; Pressure control; Computer science; Automotive engineering; Control theory (sociology); Mechanical engineering; Control (management); Electrical engineering","score_opus":0.0179709314364759,"score_gpt":0.2170017238790644,"score_spread":0.1990307924425885,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4296579883","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00020277302,0.00019379189,0.9979644,0.00014229916,0.00030930038,0.0009478088,0.00012344572,0.00010195632,0.000014247926],"genre_scores_gemma":[0.73458,0.000007119809,0.2650226,0.000016593278,0.000012154148,0.00030393476,0.0000049985533,0.000037009242,0.00001557919],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991548,0.000032321623,0.00034598992,0.000117944954,0.0001341108,0.00021480084],"domain_scores_gemma":[0.99937165,0.00025676104,0.00004809675,0.00016635578,0.000029910332,0.00012725068],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00058008224,0.0001278081,0.00027658758,0.000055269982,0.00024853373,0.000008531113,0.00017241802,0.00009295492,0.000021033055],"category_scores_gemma":[0.000012614489,0.00011880412,0.00033635608,0.0002300047,0.0000119404,0.00004317217,0.000003465356,0.00012524701,5.873328e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000036373776,0.0000054615225,5.1897747e-8,0.001138431,0.00010561754,4.8024518e-8,0.00040503326,0.9930306,0.0024558683,0.00072423933,0.000054240005,0.0020767425],"study_design_scores_gemma":[0.00035005555,0.00006545719,7.37862e-7,0.00008535162,0.000118743956,0.000015069501,0.00024268792,0.9914491,0.0070125484,0.00010077134,0.00044597642,0.00011345813],"about_ca_topic_score_codex":0.00085725915,"about_ca_topic_score_gemma":0.00010163147,"teacher_disagreement_score":0.7343772,"about_ca_system_score_codex":0.00030297885,"about_ca_system_score_gemma":0.000087168635,"threshold_uncertainty_score":0.48446915},"labels":[],"label_agreement":null},{"id":"W4297981036","doi":"","title":"IMPACT OF AN UNDERSLUNG LOAD ON A HELICOPTER CONTROLLABILITY","year":2017,"lang":"en","type":"article","venue":"Civil Aviation High TECHNOLOGIES","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Bell Helicopter Textron (Canada)","funders":"","keywords":"Controllability; Aeronautics; Computer science; Environmental science; Engineering; Mathematics; Applied mathematics","score_opus":0.014337112366831762,"score_gpt":0.2667803143798089,"score_spread":0.25244320201297715,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297981036","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99130434,0.00007766978,0.0026028794,0.00015838431,0.00018316632,0.00022139936,0.000018803263,0.0011143305,0.004319058],"genre_scores_gemma":[0.999774,0.000023108681,0.00010936774,0.000003252739,0.000020334714,0.000028915667,0.0000042024044,0.00001392429,0.000022942775],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9992675,0.000016111193,0.00023800098,0.00014597274,0.00017065354,0.00016176133],"domain_scores_gemma":[0.9987802,0.000061901635,0.00013225965,0.0009370873,0.00006653359,0.000022006661],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017797103,0.00013760486,0.00026016202,0.000077376404,0.0001009668,0.00005692445,0.0003594732,0.00018278784,0.000032467655],"category_scores_gemma":[0.00034782424,0.000108976456,0.000073259704,0.000054744334,0.00010526558,0.00020514644,0.000033452146,0.000107681415,0.000037786984],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033825458,0.0008577717,0.3561861,0.0013422631,0.0015260252,0.0000270569,0.004423874,0.096506424,0.07898435,0.027340893,0.0056909854,0.42677602],"study_design_scores_gemma":[0.0026627632,0.00091604545,0.8746107,0.00028510127,0.000049741917,0.000007750636,0.0006949362,0.061523516,0.027306456,0.030921308,0.00031860083,0.0007030729],"about_ca_topic_score_codex":0.00019014261,"about_ca_topic_score_gemma":0.00012946827,"teacher_disagreement_score":0.51842463,"about_ca_system_score_codex":0.00019714616,"about_ca_system_score_gemma":0.000023582676,"threshold_uncertainty_score":0.44439307},"labels":[],"label_agreement":null},{"id":"W4298165691","doi":"","title":"Predictions Of The Unsteady Acoustic Source And Self-Noise Of A Katana Blade","year":2010,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Blade (archaeology); Noise (video); Acoustics; Computer science; Physics; Engineering; Mechanical engineering; Artificial intelligence","score_opus":0.007201372346583031,"score_gpt":0.1919149222989446,"score_spread":0.18471354995236158,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4298165691","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.27918804,0.002190343,0.6803024,0.0034514107,0.0010088721,0.000933555,0.00023240785,0.00021761266,0.032475363],"genre_scores_gemma":[0.9834226,0.000721156,0.01004633,0.000010312382,0.00003532033,0.000044142605,0.00003897446,0.000054693985,0.005626475],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9954088,0.0025574896,0.0008971367,0.0004142988,0.000422832,0.00029948307],"domain_scores_gemma":[0.99417526,0.0017721978,0.00066337554,0.002260266,0.0009547426,0.00017414072],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0031747206,0.00033257526,0.0005441754,0.00012089223,0.00023386438,0.00008173322,0.00103548,0.00045774312,0.00011536264],"category_scores_gemma":[0.0010394258,0.00030491766,0.000219358,0.00038402763,0.00046352457,0.00008115239,0.0007499065,0.00084837887,0.000014112415],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019029741,0.002642532,0.024551885,0.010340219,0.0017529486,0.0000036046602,0.16401492,0.58253616,0.11622982,0.06610131,0.0026456614,0.029161913],"study_design_scores_gemma":[0.0004927969,6.628887e-7,0.016169768,0.005058351,0.0003370055,0.000035272293,0.00053743174,0.9411728,0.023288887,0.00054731633,0.01200378,0.00035596703],"about_ca_topic_score_codex":0.0031925621,"about_ca_topic_score_gemma":0.00218658,"teacher_disagreement_score":0.70423454,"about_ca_system_score_codex":0.0000877178,"about_ca_system_score_gemma":0.00022601229,"threshold_uncertainty_score":0.9999403},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"simulation_or_modeling","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":[],"domain":null,"study_design":"simulation_or_modeling","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"low"}],"label_agreement":"agree"},{"id":"W4304187692","doi":"10.1139/tcsme-2022-0040","title":"Analysis of free vibration of hydraulic opposing cylinders controlled by a servo valve","year":2022,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Natural frequency; Vibration; Control theory (sociology); Modal analysis; Electrohydraulic servo valve; Mechanics; Rigidity (electromagnetism); Acoustics; Transmission (telecommunications); Frequency response; Shaker; Transmission system; Stiffness; Materials science; Engineering; Structural engineering; Physics; Computer science; Mechanical engineering","score_opus":0.008498917566467486,"score_gpt":0.18894917195195196,"score_spread":0.18045025438548448,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4304187692","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.051426623,0.00031929638,0.94553924,0.00028505546,0.00047408615,0.0007797017,0.0010064247,0.00006497148,0.00010457588],"genre_scores_gemma":[0.99847794,0.0000071319746,0.0012972906,0.00003322443,0.00000892757,0.00010400628,0.000020366046,0.000027543178,0.000023546247],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989502,0.000021162905,0.00048754425,0.00010528027,0.0002326014,0.0002032249],"domain_scores_gemma":[0.99927235,0.00016758186,0.00009413092,0.00031847067,0.00004185418,0.00010564047],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034664807,0.00012272349,0.0004904006,0.00013153937,0.0001364324,0.0000064386145,0.0003223868,0.00008712469,0.00007646881],"category_scores_gemma":[0.000026148433,0.000121634934,0.0013783489,0.0007937146,0.000019228597,0.00005055847,0.0000070412657,0.00016661204,7.089065e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000064031824,0.000011813483,0.0000024616436,0.00014172053,0.002457896,3.0984438e-8,0.00067921076,0.97454166,0.021589477,0.0002546274,0.00016379377,0.00015092998],"study_design_scores_gemma":[0.00089860865,0.00003418631,0.000015120457,0.000021321855,0.0011286061,0.0000010333227,0.0004876249,0.98898166,0.007964161,0.000036111796,0.0003235572,0.00010798032],"about_ca_topic_score_codex":0.0068371664,"about_ca_topic_score_gemma":0.0048623276,"teacher_disagreement_score":0.94705135,"about_ca_system_score_codex":0.00025962116,"about_ca_system_score_gemma":0.00009280327,"threshold_uncertainty_score":0.99977636},"labels":[],"label_agreement":null},{"id":"W4304816524","doi":"10.3390/iecma2022-12896","title":"Energy Saving in an Autonomous Excavator via Parallel Actuators Design and PSO-Based Excavation Path Generation","year":2022,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Excavator; Actuator; Computer science; Path (computing); Energy (signal processing); Automotive engineering; Control engineering; Simulation; Engineering; Mechanical engineering; Artificial intelligence; Physics; Computer network","score_opus":0.02124436574026102,"score_gpt":0.20789402084572944,"score_spread":0.18664965510546844,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4304816524","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.29390222,0.000079983816,0.70531416,0.00002139476,0.0001850325,0.00014324165,0.0000012670514,0.00015519744,0.00019751316],"genre_scores_gemma":[0.9910741,0.000005102221,0.008387635,0.00012747377,0.00006743957,0.00019506084,0.000046031015,0.00002948241,0.00006769226],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990741,0.0001484961,0.000279349,0.00017502386,0.00015264619,0.00017035751],"domain_scores_gemma":[0.9996671,0.00006247713,0.00003561643,0.00015773694,0.000011165407,0.00006590046],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035401256,0.00013003682,0.00014942141,0.00012679996,0.00010193258,0.000040015384,0.000076187884,0.000048766284,0.00016684637],"category_scores_gemma":[0.0000067502815,0.0001361439,0.00001757002,0.00015436506,0.000007685326,0.00015777424,0.000014309162,0.00007645595,0.0000028703967],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005648269,0.000027276057,0.00086050475,0.00002100051,0.000008189963,0.0000058749965,0.00085814693,0.95537454,0.0116547,0.0003959642,0.0006003055,0.03018785],"study_design_scores_gemma":[0.00031256277,0.00006644784,0.0006020767,0.0000057455413,0.0000035952628,0.0000054652164,0.00012848135,0.99700254,0.0007696698,0.000077208555,0.0008549902,0.00017122485],"about_ca_topic_score_codex":0.00025911603,"about_ca_topic_score_gemma":0.00011913662,"teacher_disagreement_score":0.69717187,"about_ca_system_score_codex":0.00015915037,"about_ca_system_score_gemma":0.000034749883,"threshold_uncertainty_score":0.5551787},"labels":[],"label_agreement":null},{"id":"W4308494299","doi":"10.1002/cjce.24753","title":"Simulation analysis of instantaneous impact on the radiant syngas cooler by rapping vibrators","year":2022,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Vibration; Displacement (psychology); Natural frequency; Position (finance); Engineering; Finite element method; Structural engineering; Acoustics; Physics","score_opus":0.007077700365888395,"score_gpt":0.1879695430885343,"score_spread":0.1808918427226459,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4308494299","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99654484,0.00047267028,0.0023339784,0.00014388986,0.0001986729,0.00008148927,0.00005094901,0.000014363196,0.00015912861],"genre_scores_gemma":[0.9998559,0.000001611004,0.000010185819,0.00004573575,0.00005239957,0.000003078348,0.0000044795256,0.000022461565,0.000004182249],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99903893,0.000036962436,0.00039407788,0.0000535781,0.0002544753,0.00022196332],"domain_scores_gemma":[0.99896264,0.000516708,0.00010398429,0.0001759014,0.00003261074,0.00020813903],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043852377,0.00012816828,0.00029624166,0.00025597942,0.000085861735,0.000028701897,0.00031268885,0.000037506106,0.00019831545],"category_scores_gemma":[0.000121739635,0.000081987455,0.00020201241,0.00071547844,0.000025032357,0.00003788846,0.000008609752,0.00038974965,0.0000010075996],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000045711254,0.0000022175914,0.000048273214,0.000009878874,0.0005963064,0.00001391892,0.0006475973,0.9819335,0.016081981,0.000046744004,0.0004999788,0.00011508003],"study_design_scores_gemma":[0.00009208269,0.000026085345,0.000058560046,0.000033797267,0.00015233678,0.00004109524,0.000082131046,0.99398196,0.004473039,0.0000064255482,0.00095109956,0.000101367135],"about_ca_topic_score_codex":0.00053255435,"about_ca_topic_score_gemma":0.00003376849,"teacher_disagreement_score":0.0120485285,"about_ca_system_score_codex":0.00041420595,"about_ca_system_score_gemma":0.000111774105,"threshold_uncertainty_score":0.33433512},"labels":[],"label_agreement":null},{"id":"W4308567619","doi":"10.1109/dvm55487.2022.9930890","title":"Numerical Simulation of High-Temperature Gas Flow Rate Control Valve with Laval Structure by Fluid-thermal-structure Coupling","year":2022,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Coupling (piping); Mechanics; Computational fluid dynamics; Flow (mathematics); Work (physics); Computer simulation; Thermal; Volumetric flow rate; Fluid dynamics; Materials science; Thermodynamics; Mechanical engineering; Physics; Engineering","score_opus":0.0026549877035994176,"score_gpt":0.17801035309347826,"score_spread":0.17535536538987884,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4308567619","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98307043,0.00025305327,0.015126968,0.00006769439,0.00042038533,0.0003745908,0.00035583146,0.00020964837,0.00012139191],"genre_scores_gemma":[0.99911386,0.0000024945111,0.00031291886,0.00009905409,0.0001335855,0.000014957385,0.00017776231,0.000060206134,0.00008516896],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99876773,0.00006826755,0.0003500199,0.00021615576,0.00034377023,0.0002540606],"domain_scores_gemma":[0.9993851,0.00013678544,0.000077382814,0.00026170854,0.000055380733,0.000083611136],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00011461986,0.00025294872,0.00043280917,0.000052543168,0.00012373948,0.000031876065,0.00016670724,0.00011839533,0.0013205513],"category_scores_gemma":[0.000012052933,0.00019521828,0.00007854889,0.00024026586,0.00002242049,0.00008639735,0.000017101282,0.00033547368,0.0000028455408],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004417233,0.0000071793925,0.00032444805,0.00007137555,0.00016200852,0.000003605621,0.00034579553,0.87548715,0.122164726,0.000024721561,0.0012412423,0.00012357873],"study_design_scores_gemma":[0.0011458684,0.00008603425,0.00029483714,0.000018470495,0.00005128525,0.000017550447,0.00014382774,0.9847152,0.012572449,0.000035109515,0.0006682304,0.0002510953],"about_ca_topic_score_codex":0.0000872724,"about_ca_topic_score_gemma":0.00000866461,"teacher_disagreement_score":0.10959228,"about_ca_system_score_codex":0.000080059894,"about_ca_system_score_gemma":0.000030624815,"threshold_uncertainty_score":0.99959236},"labels":[],"label_agreement":null},{"id":"W4309378127","doi":"10.1139/tcsme-2021-0192","title":"Analysis on parametric vibration of hydraulic opposing cylinders controlled by a servo valve considering pressure pulsation","year":2022,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Electrohydraulic servo valve; Control theory (sociology); Nonlinear system; Natural frequency; Resonance (particle physics); Vibration; Parametric oscillator; Parametric statistics; Mechanics; Modal; Frequency response; Stiffness; Servomechanism; Physics; Engineering; Acoustics; Computer science; Mathematics; Structural engineering; Materials science; Control engineering; Mechanical engineering; Optics","score_opus":0.010275973710689073,"score_gpt":0.19717970006000204,"score_spread":0.18690372634931296,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4309378127","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.048280194,0.00043251843,0.9482282,0.0003665422,0.0006339356,0.0013403083,0.00048614442,0.00012266096,0.0001095375],"genre_scores_gemma":[0.99860936,0.000007665061,0.0010254218,0.00005863009,0.000014184692,0.00019379442,0.00002342231,0.000033359043,0.000034165205],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988434,0.00003347575,0.00045010637,0.00015017722,0.00027775246,0.0002451043],"domain_scores_gemma":[0.99919873,0.00028343828,0.00009714115,0.00025840683,0.000040091913,0.0001221642],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039430463,0.00015436028,0.00043196348,0.0002013807,0.00024676227,0.000018100176,0.00020234274,0.000106258325,0.000062411294],"category_scores_gemma":[0.000044117514,0.00015371917,0.0010644558,0.001044435,0.000015633637,0.00006688464,0.000004798529,0.0002459912,2.3033586e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000086996615,0.000012945917,0.000004479477,0.00013349764,0.001872525,5.3193673e-8,0.0003873938,0.9925996,0.0044470676,0.0001985717,0.00009640738,0.0002387616],"study_design_scores_gemma":[0.0008258962,0.000047155998,0.00002153427,0.000024093342,0.00097012,0.0000018636418,0.00030736762,0.9919446,0.0050369785,0.000033840537,0.00064677844,0.00013978746],"about_ca_topic_score_codex":0.0034477566,"about_ca_topic_score_gemma":0.0014913977,"teacher_disagreement_score":0.9503292,"about_ca_system_score_codex":0.00030273033,"about_ca_system_score_gemma":0.000086079424,"threshold_uncertainty_score":0.6268486},"labels":[],"label_agreement":null},{"id":"W4309455534","doi":"10.3390/act11110334","title":"Performance Assessment of a Low-Cost Miniature Electrohydrostatic Actuator","year":2022,"lang":"en","type":"article","venue":"Actuators","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Actuator; Engineering; Cost efficiency; Mechanical engineering; Automotive engineering; Computer science; Electrical engineering","score_opus":0.0051739675218551604,"score_gpt":0.21768119435394762,"score_spread":0.21250722683209244,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4309455534","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9932599,0.00004768718,0.0014529697,0.00002557591,0.00047229373,0.0002999428,0.000027575394,0.00012224776,0.004291812],"genre_scores_gemma":[0.99913317,0.000022807155,0.00042693102,0.000052177238,0.000040892013,0.00015171041,0.00002537793,0.000036194295,0.000110737616],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989253,0.000039293725,0.0002981936,0.00012553515,0.00034642572,0.0002652298],"domain_scores_gemma":[0.999485,0.000083331455,0.00007435767,0.00026999923,0.000015917894,0.00007136717],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020670536,0.00014892827,0.00024408718,0.000104118204,0.00009144349,0.000010090184,0.00021857607,0.00003950827,0.00044724497],"category_scores_gemma":[0.000013015319,0.00014494118,0.00006362421,0.00030888416,0.000017093362,0.000076434895,0.000039776878,0.00023547083,0.000017877328],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014886643,0.0012430972,0.10440414,0.009250753,0.0025786448,0.00013773056,0.046593722,0.31786165,0.12572609,0.0028973732,0.11904321,0.27011472],"study_design_scores_gemma":[0.0010167962,0.0003002376,0.016942164,0.000113910486,0.0000650371,0.00006735525,0.0010461138,0.93415934,0.007873941,0.000061164814,0.037673697,0.0006802596],"about_ca_topic_score_codex":0.0000073828332,"about_ca_topic_score_gemma":0.0000012184362,"teacher_disagreement_score":0.61629766,"about_ca_system_score_codex":0.00016319881,"about_ca_system_score_gemma":0.00007478292,"threshold_uncertainty_score":0.591053},"labels":[],"label_agreement":null},{"id":"W4311105050","doi":"10.1007/978-3-031-20506-4_10","title":"Review and Evaluation of Archimedes Screw Pump Design Guidance","year":2022,"lang":"en","type":"book-chapter","venue":"Springer proceedings in energy","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Implementation; Engineering; Hydroelectricity; Drainage; Current (fluid); Mechanical engineering; Computer science; Systems engineering; Software engineering; Electrical engineering","score_opus":0.039785231864923366,"score_gpt":0.24642506930423733,"score_spread":0.20663983743931397,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4311105050","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0001437894,0.23101199,0.0005953495,0.000041455824,0.00024394353,0.00056763436,0.0000064498436,0.00010929361,0.7672801],"genre_scores_gemma":[0.37116748,0.5576561,0.0066318754,0.0007475311,0.0008954536,0.0021060575,0.00005847746,0.00088711025,0.059849903],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99842846,0.000016366335,0.0006002384,0.0002835157,0.00048268493,0.0001887317],"domain_scores_gemma":[0.9994261,0.000049507693,0.00019654189,0.00015138314,0.00012249134,0.00005395682],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0015380537,0.0002837227,0.0005981156,0.00020878967,0.000027867804,0.000014200582,0.00020857633,0.00013158293,0.00043520564],"category_scores_gemma":[0.00007258803,0.0003008622,0.000060973503,0.00007495296,0.00004526262,0.000087857334,0.000082128296,0.00021805214,0.000003888571],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002938513,0.00005073046,0.00014319443,0.05650004,0.0009071616,0.000011487355,0.0021656621,0.048971444,0.0018756039,0.5318706,0.01840798,0.33906668],"study_design_scores_gemma":[0.0005804429,0.000099410354,0.00008337186,0.020436253,0.00062946754,0.000059119353,0.000034145018,0.03785603,0.00089310546,0.018313915,0.9199042,0.001110542],"about_ca_topic_score_codex":0.00003532659,"about_ca_topic_score_gemma":0.0000063417738,"teacher_disagreement_score":0.90149623,"about_ca_system_score_codex":0.00015830074,"about_ca_system_score_gemma":0.000048041937,"threshold_uncertainty_score":0.9999443},"labels":[],"label_agreement":null},{"id":"W4311365106","doi":"10.3390/wind2040041","title":"Pre-Charge Pressure Estimation of a Hydraulic Accumulator Using Surface Temperature Measurements","year":2022,"lang":"en","type":"article","venue":"Wind","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Innovationsfonden","keywords":"Hydraulic accumulator; Accumulator (cryptography); Leakage (economics); Automotive engineering; Control theory (sociology); Environmental science; Computer science; Nuclear engineering; Engineering; Mechanical engineering; Algorithm","score_opus":0.031618390498926306,"score_gpt":0.2565395383781508,"score_spread":0.2249211478792245,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4311365106","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9964956,0.0010275212,0.0005366903,0.000011891201,0.00045379737,0.00034040253,0.00004029924,0.000099118864,0.000994684],"genre_scores_gemma":[0.9992787,0.0000017136452,0.00036793965,0.000014448748,0.000043396256,0.000007120898,0.000015832215,0.000030813368,0.00024003924],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99898154,0.00006738827,0.00026453123,0.00012625456,0.00039470135,0.00016560215],"domain_scores_gemma":[0.99960506,0.000022773056,0.00006483979,0.00023558502,0.00002424977,0.000047467038],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026823746,0.00012591673,0.00020367347,0.000042779062,0.00009737966,0.00001704818,0.0001434843,0.000056876197,0.0003986139],"category_scores_gemma":[0.000018496896,0.0001311126,0.000046151683,0.00018729805,0.000009332395,0.000101785554,0.000037516547,0.00014537215,0.000011023328],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000051045813,0.000017418248,0.0014758938,0.00018540675,0.00007997599,8.774655e-7,0.0013660721,0.9489377,0.046746377,0.000006099726,0.0010718578,0.00010718322],"study_design_scores_gemma":[0.00035868323,0.000026389462,0.0017033202,0.00006705692,0.000050353818,0.000016159498,0.00008207756,0.98552305,0.008524819,0.000011474448,0.0034599414,0.00017665395],"about_ca_topic_score_codex":0.00005735215,"about_ca_topic_score_gemma":0.0000011600063,"teacher_disagreement_score":0.038221557,"about_ca_system_score_codex":0.000054079166,"about_ca_system_score_gemma":0.00002660258,"threshold_uncertainty_score":0.53466165},"labels":[],"label_agreement":null},{"id":"W4312800313","doi":"10.23977/jemm.2022.070405","title":"Design Optimization of an Electric Positioning Mechanism","year":2022,"lang":"en","type":"article","venue":"Journal of Engineering Mechanics and Machinery","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Mechanism (biology); Thrust; Actuator; Frame (networking); Power (physics); Electromagnet; Engineering; Position (finance); Mechanical engineering; Automotive engineering; Computer science; Electrical engineering; Magnet; Physics","score_opus":0.0065890721576283276,"score_gpt":0.18214766418656525,"score_spread":0.17555859202893692,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312800313","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.032123823,0.0006072336,0.96661323,0.000009080006,0.00050500827,0.00006834724,0.000002466037,0.000036898535,0.00003392408],"genre_scores_gemma":[0.96748835,0.00010531561,0.03228879,0.000010608124,0.00006581281,0.0000045380457,0.000002365742,0.000030061496,0.0000041720186],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99921596,0.000040808234,0.0003576059,0.000055500135,0.00021481351,0.00011531263],"domain_scores_gemma":[0.99964595,0.000050963525,0.00011873188,0.00007744724,0.000038399525,0.00006849307],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00068598473,0.00009985838,0.00021546335,0.00024363969,0.00005095365,0.000017718874,0.0001157548,0.00003228342,0.000025636595],"category_scores_gemma":[0.000020450801,0.00010017154,0.00004278053,0.00018527084,8.5739975e-7,0.000120849094,0.00002171945,0.00020322781,1.0734154e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000677443,0.000013119173,3.928816e-7,0.00004514387,0.00004174918,0.000009201136,0.00015997469,0.9498719,0.04619769,0.003069478,0.000018436604,0.0005661379],"study_design_scores_gemma":[0.00022064838,0.0002754609,0.0000028083984,0.000029308927,0.000028247008,0.00042165976,0.00004696342,0.9956377,0.002559375,0.0006388146,0.000041962325,0.00009703097],"about_ca_topic_score_codex":0.0000027048266,"about_ca_topic_score_gemma":6.039398e-8,"teacher_disagreement_score":0.9353645,"about_ca_system_score_codex":0.00004650983,"about_ca_system_score_gemma":0.00001766947,"threshold_uncertainty_score":0.4084877},"labels":[],"label_agreement":null},{"id":"W4313022858","doi":"10.1115/fpmc2022-88614","title":"The Use of Additive Manufactured Plastic in Small-Scale Poppet Valves and Pressure Vessels","year":2022,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"3d printed; Materials science; Acrylonitrile butadiene styrene; Mechanical engineering; 3D printing; Ultimate tensile strength; Composite material; Stereolithography; Pressure vessel; Actuator; Engineering drawing; Computer science; Biomedical engineering; Engineering","score_opus":0.017326048360911193,"score_gpt":0.18991675394900762,"score_spread":0.17259070558809642,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313022858","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99338585,0.0007636123,0.0015047272,0.000074085205,0.00045645196,0.00033756107,0.00014662712,0.00008821802,0.0032428412],"genre_scores_gemma":[0.99892724,0.000046028366,0.00010054054,0.000012964433,0.000014197121,0.000045079156,0.000006341698,0.000011215479,0.0008364257],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995042,0.00005541465,0.00016348308,0.00007557358,0.00008458181,0.000116710034],"domain_scores_gemma":[0.99923396,0.0005944213,0.00002265446,0.00011699066,0.0000060586835,0.000025929117],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009290504,0.00007321794,0.0001253899,0.000031794523,0.000055112756,0.000018477704,0.00008124698,0.000022614886,0.00014892104],"category_scores_gemma":[0.000028729752,0.000051935698,0.000019995026,0.00006218355,0.00002197773,0.000038804512,0.000043186366,0.000098349265,0.0000018966716],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005442774,0.00006367054,0.0054167546,0.0005154194,0.00037130562,0.000015074339,0.012679281,0.9346041,0.001659694,0.0013495048,0.03326522,0.010005563],"study_design_scores_gemma":[0.0013449307,0.00018787739,0.11815892,0.0001732745,0.00009250898,0.00005696949,0.006705429,0.4907045,0.005471707,0.0006012958,0.37590268,0.00059988553],"about_ca_topic_score_codex":0.00011035643,"about_ca_topic_score_gemma":0.0002617575,"teacher_disagreement_score":0.44389957,"about_ca_system_score_codex":0.000010212061,"about_ca_system_score_gemma":0.0000074965437,"threshold_uncertainty_score":0.21178763},"labels":[],"label_agreement":null},{"id":"W4313141095","doi":"10.1130/abs/2022am-383391","title":"ASSESSING LATERAL AND VERTICAL HYDRAULIC CONNECTIVITY IN A MULTI-LAYERED CARBONATE BEDROCK AQUIFER USING DYNAMIC HYDRAULIC HEAD MONITORING","year":2022,"lang":"en","type":"article","venue":"Abstracts with programs - Geological Society of America","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Aquifer; Bedrock; Geology; Head (geology); Hydraulic head; Carbonate; Geotechnical engineering; Petroleum engineering; Geomorphology; Groundwater","score_opus":0.04112391951655737,"score_gpt":0.2895849177512035,"score_spread":0.24846099823464612,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313141095","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9944511,0.00040766003,0.0037724273,0.00017298838,0.00012584521,0.000655243,0.000002541782,0.00023751866,0.00017468476],"genre_scores_gemma":[0.9902357,0.00003306705,0.009400269,0.00008262493,0.000029392053,0.00015653172,0.000011808542,0.000044450804,0.0000061608825],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976361,0.00015113897,0.000607105,0.00045389202,0.0004199922,0.00073177496],"domain_scores_gemma":[0.9991996,0.00021391455,0.00013447272,0.00022902469,0.00003546316,0.00018751722],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00038006328,0.00035236863,0.00068908505,0.000050198505,0.00022383082,0.000079687285,0.00019932538,0.0001677115,0.000015129122],"category_scores_gemma":[0.000027327891,0.00030544045,0.00014041949,0.00046726465,0.00033285804,0.00025636266,0.00016500223,0.00074981526,0.0000018873077],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006560781,0.00066413655,0.21189572,0.00037108664,0.00028430793,0.000097605356,0.003943408,0.7307126,0.0052609923,0.000002068725,0.0000070118726,0.046695467],"study_design_scores_gemma":[0.001148596,0.0003386377,0.21121158,0.0001399195,0.000034882785,0.00010630462,0.002593858,0.7835566,0.00013340752,0.000030916886,0.0002785652,0.0004267799],"about_ca_topic_score_codex":0.0019271878,"about_ca_topic_score_gemma":0.000023527788,"teacher_disagreement_score":0.05284396,"about_ca_system_score_codex":0.00025040604,"about_ca_system_score_gemma":0.00004547774,"threshold_uncertainty_score":0.9999398},"labels":[],"label_agreement":null},{"id":"W4313327806","doi":"10.3390/math11010168","title":"Control of a Hydraulic Generator Regulating System Using Chebyshev-Neural-Network-Based Non-Singular Fast Terminal Sliding Mode Method","year":2022,"lang":"en","type":"article","venue":"Mathematics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba; University of Alberta","funders":"King Abdulaziz University","keywords":"Control theory (sociology); Terminal sliding mode; Sliding mode control; Robustness (evolution); Robust control; Nonlinear system; Lyapunov function; Artificial neural network; Lyapunov stability; Computer science; Feedback linearization; Control system; Control engineering; Mathematics; Engineering; Control (management); Physics","score_opus":0.01838289635189082,"score_gpt":0.24867547056379968,"score_spread":0.23029257421190885,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313327806","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2901535,0.00012773908,0.7079508,0.000007668444,0.00036624458,0.00043304818,0.000021460719,0.00020834606,0.00073123263],"genre_scores_gemma":[0.874946,2.3729149e-7,0.12458809,0.000026979067,0.00021460479,0.00008217653,0.00000707095,0.00010333013,0.000031522057],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99753624,0.00020083113,0.0010168628,0.00023794615,0.000537881,0.00047021837],"domain_scores_gemma":[0.99862635,0.00031614053,0.0003657831,0.0005331567,0.00005469238,0.000103862665],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0012149798,0.00032170958,0.0008293139,0.00013883237,0.00028468485,0.000051025214,0.00030970087,0.00008952111,0.000039786457],"category_scores_gemma":[0.00003892467,0.00032853129,0.00019001435,0.00038402664,0.000019543582,0.00006951589,0.00007037304,0.00023889192,0.000004395507],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000046666964,0.00002912091,0.00008482552,0.0021528855,0.00009350006,0.000020669531,0.0018030992,0.9654811,0.029377578,0.000405272,0.00006419366,0.00048308913],"study_design_scores_gemma":[0.00062660273,0.000033173263,0.000005157878,0.0004918248,0.00013004997,0.00020254179,0.00097352307,0.9927659,0.004326767,0.000082336286,0.000057306803,0.00030480025],"about_ca_topic_score_codex":0.00003288239,"about_ca_topic_score_gemma":0.0000011923379,"teacher_disagreement_score":0.5847925,"about_ca_system_score_codex":0.00027976112,"about_ca_system_score_gemma":0.00005162366,"threshold_uncertainty_score":0.9999167},"labels":[],"label_agreement":null},{"id":"W4313400304","doi":"10.1007/s12206-022-1207-2","title":"Root cause detection of leakage in check valves using multi-scale signal analysis","year":2022,"lang":"en","type":"article","venue":"Journal of Mechanical Science and Technology","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Leakage (economics); Engineering; Vibration; Root cause analysis; Time domain; Downtime; Frequency domain; Root cause; Electronic engineering; Computer science; Acoustics; Reliability engineering","score_opus":0.018461237930608033,"score_gpt":0.25426866266892695,"score_spread":0.23580742473831892,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313400304","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92817706,0.00019914622,0.07137342,0.0000619111,0.00011573197,0.000040367766,7.841732e-7,0.000021530774,0.000010048316],"genre_scores_gemma":[0.99868476,0.000014576498,0.0012785275,0.0000039050174,0.000009840438,0.0000018516007,3.819361e-8,0.0000046062223,0.0000018717437],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990167,0.000028815484,0.00038890966,0.00009326826,0.0003159192,0.00015641039],"domain_scores_gemma":[0.9996298,0.000029452867,0.00013546227,0.00009114808,0.00006793859,0.000046209996],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012595598,0.000058583326,0.0002666909,0.00094235886,0.00008065171,0.000008593505,0.00023589669,0.00006191803,0.000015900432],"category_scores_gemma":[0.000077326935,0.000050468883,0.000050224713,0.0026294203,0.000097219985,0.000101456375,0.00007888032,0.00026700523,2.6383591e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000047850235,0.000039470175,0.0032100114,0.0000127701105,0.00005828415,0.000015566127,0.00015042645,0.022340044,0.96662277,0.000100414356,0.0000010297978,0.00744443],"study_design_scores_gemma":[0.00038947587,0.00027092732,0.0021486084,0.000021859229,0.00011144289,0.00026207606,0.001269569,0.8575513,0.13721323,0.00060584734,0.00005676067,0.000098943754],"about_ca_topic_score_codex":0.000035576468,"about_ca_topic_score_gemma":0.00012584752,"teacher_disagreement_score":0.8352112,"about_ca_system_score_codex":0.00011969768,"about_ca_system_score_gemma":0.000052396324,"threshold_uncertainty_score":0.20580614},"labels":[],"label_agreement":null},{"id":"W4313815605","doi":"10.21203/rs.3.rs-2266669/v1","title":"Temperature and Frequency Dependent Nonlinearities of an Integrated Hydro-Pneumatic System with Mixed Gas-Oil Emulsion Flow","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Hysteresis; Materials science; Polytropic process; Emulsion; Suspension (topology); Stiffness; Mechanics; Volume fraction; Nonlinear system; Seal (emblem); Hydraulic fluid; Flow (mathematics); Volume (thermodynamics); Thermodynamics; Composite material; Chemistry; Hydraulic machinery; Physics","score_opus":0.032623082316175264,"score_gpt":0.29432293551774513,"score_spread":0.26169985320156985,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313815605","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.993082,0.0018458517,0.0007675408,0.00006152429,0.00063684466,0.0009951921,0.0006931926,0.00079350505,0.0011243488],"genre_scores_gemma":[0.9963841,0.000507936,0.0013970777,0.0000013535547,0.00019193318,0.00035357068,0.00061234436,0.00016990298,0.0003817732],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99587107,0.000680672,0.0007591987,0.0005904467,0.0014464764,0.00065212836],"domain_scores_gemma":[0.99761075,0.0003766076,0.00010534858,0.0010395042,0.000560355,0.00030741148],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0015031291,0.00048579214,0.0009420814,0.0006447201,0.00016574911,0.00026373175,0.00053956674,0.00064305845,0.00002534386],"category_scores_gemma":[0.00017191232,0.00037524325,0.000093327275,0.0005370131,0.00015304606,0.00013752584,0.00029775375,0.0017961557,0.000043697764],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024379879,0.00039176122,0.0035956185,0.31901076,0.0018718358,0.0014432956,0.02271108,0.59721404,0.019682989,0.0005298133,0.0022577555,0.031047266],"study_design_scores_gemma":[0.0007697701,0.00041392026,0.0010707751,0.032486703,0.00005090522,0.00013775793,0.018841708,0.9430888,0.002220156,0.00014571758,0.000058793077,0.0007149716],"about_ca_topic_score_codex":0.00233329,"about_ca_topic_score_gemma":0.0016047372,"teacher_disagreement_score":0.3458748,"about_ca_system_score_codex":0.00033972488,"about_ca_system_score_gemma":0.00020710661,"threshold_uncertainty_score":0.99986994},"labels":[],"label_agreement":null},{"id":"W4317633793","doi":"10.2514/6.2023-2074","title":"Spring-Based Approach for Rapid Modeling of Ejector-Store Interaction","year":2023,"lang":"en","type":"article","venue":"AIAA SCITECH 2023 Forum","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Lockheed Martin (Canada)","funders":"","keywords":"Spring (device); Injector; Computer science; Automotive engineering; Engineering; Mechanical engineering","score_opus":0.031063429892448063,"score_gpt":0.24693988747529821,"score_spread":0.21587645758285015,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4317633793","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07632384,0.00019291046,0.915467,0.00010902948,0.0012545933,0.0006707186,0.00004369285,0.00089991017,0.005038278],"genre_scores_gemma":[0.99717814,0.000010004428,0.0022494602,0.000019431656,0.0000991089,0.00016027852,0.000058093952,0.000051912517,0.00017360086],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989604,0.000013991226,0.00033455162,0.00018042541,0.00018157317,0.00032910594],"domain_scores_gemma":[0.99948764,0.00009376727,0.000047684553,0.000269601,0.00004631757,0.00005496582],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034690995,0.00014493868,0.00023650307,0.0002458448,0.00006003258,0.000020806287,0.00016839552,0.00010517052,0.000022877997],"category_scores_gemma":[0.000044036395,0.00014361554,0.00012991145,0.00046599467,0.000014264565,0.00010463514,0.000025068917,0.00010433319,0.000051961873],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008972335,0.000010528421,0.00023220597,0.00048804274,0.000040129664,4.5838144e-7,0.00011745589,0.9883654,0.0047321506,0.00011003863,0.003430701,0.0024638888],"study_design_scores_gemma":[0.0002731512,0.00003692154,0.000027395614,0.00009497716,0.000010934956,0.0000010702707,0.0004946139,0.99152285,0.0030603444,0.0000748355,0.0042579654,0.00014493022],"about_ca_topic_score_codex":0.00010155728,"about_ca_topic_score_gemma":0.000019788144,"teacher_disagreement_score":0.9208543,"about_ca_system_score_codex":0.000058378635,"about_ca_system_score_gemma":0.000019446106,"threshold_uncertainty_score":0.58564717},"labels":[],"label_agreement":null},{"id":"W4317677031","doi":"10.1139/tcsme-2022-0064","title":"Design, modeling, and simulation of a novel transducer for vibration energy recovery system of speed bump","year":2023,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Transducer; Vibration; Acceleration; Acoustics; Time domain; Decoupling (probability); Displacement (psychology); Coupling (piping); Engineering; MATLAB; Control theory (sociology); Computer science; Physics; Control engineering; Mechanical engineering","score_opus":0.028257176876029817,"score_gpt":0.2126951421740256,"score_spread":0.18443796529799578,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4317677031","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011390181,0.000035271027,0.98763794,0.000032656957,0.00026779232,0.00040313546,0.00016364698,0.0000639828,0.0000054196557],"genre_scores_gemma":[0.99050134,0.000011452315,0.009362763,0.0000042171073,0.000021946275,0.00004300807,0.000007971322,0.00003259341,0.00001469441],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99931544,0.000005475312,0.00034050812,0.00008749916,0.00009367956,0.0001574117],"domain_scores_gemma":[0.99951583,0.00018569338,0.00003921316,0.00012924896,0.000059455975,0.00007055447],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002489452,0.00009786605,0.00022254177,0.000068445406,0.000055901965,0.000005552267,0.000087802386,0.0001333938,0.0000016078385],"category_scores_gemma":[0.000015815489,0.00009444108,0.00027329315,0.00022713453,0.000009551601,0.000062537,0.0000012500512,0.00004775516,5.4293913e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005365853,0.0000033951922,4.9808065e-8,0.0008415262,0.00011748639,1.0144095e-8,0.00032553557,0.95501477,0.042833425,0.0005008808,0.000009265007,0.00034828187],"study_design_scores_gemma":[0.00035959712,0.000031876323,7.6615754e-7,0.00016162348,0.00007480304,9.912688e-7,0.00016427223,0.9838875,0.015155405,0.00003863517,0.00004317746,0.00008137659],"about_ca_topic_score_codex":0.0017168995,"about_ca_topic_score_gemma":0.0009655897,"teacher_disagreement_score":0.9791112,"about_ca_system_score_codex":0.00010559798,"about_ca_system_score_gemma":0.000059386486,"threshold_uncertainty_score":0.38511956},"labels":[],"label_agreement":null},{"id":"W4319779146","doi":"10.1115/imece2022-96406","title":"Vibration Control of a Cantilever Beam Using Reduced Model","year":2022,"lang":"en","type":"article","venue":"Volume 5: Dynamics, Vibration, and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Cantilever; Vibration; Finite element method; Beam (structure); Control theory (sociology); Reduction (mathematics); Vibration control; Realization (probability); Linear-quadratic regulator; Eigenvalues and eigenvectors; Optimal control; Computer science; Engineering; Structural engineering; Mathematics; Physics; Acoustics; Mathematical optimization; Control (management); Geometry","score_opus":0.006233535737169425,"score_gpt":0.18201584669890472,"score_spread":0.1757823109617353,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4319779146","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2347537,0.00025622375,0.7632769,0.0001198189,0.00034752602,0.00044132603,0.00025216775,0.000103025035,0.00044935412],"genre_scores_gemma":[0.9989586,0.000011054328,0.000375968,0.00013279494,0.00008356121,0.00006865673,0.000058137644,0.00003810082,0.00027315153],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987564,0.000076421544,0.0005143649,0.00019470135,0.0002420584,0.00021604227],"domain_scores_gemma":[0.9994559,0.00004619904,0.00013381516,0.0002158511,0.000073978816,0.00007420046],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025152724,0.0001743393,0.0003724609,0.00011549326,0.00022008424,0.00004431746,0.000112026624,0.00007105046,0.00009339662],"category_scores_gemma":[0.000021978203,0.00019621618,0.00006998143,0.00013099129,0.00003864599,0.0001984885,0.000016614891,0.00012613815,0.0000025317413],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003056665,0.000022703547,0.0011045533,0.000068125024,0.00009401134,9.3064904e-7,0.00071013486,0.971622,0.02503087,0.0005742142,0.0002670662,0.00047483254],"study_design_scores_gemma":[0.0014404643,0.00005144157,0.00051137485,0.000015061938,0.00006579991,0.000012972223,0.0002818434,0.9969592,0.00008905217,0.00027662615,0.000098459466,0.00019767182],"about_ca_topic_score_codex":0.00019526863,"about_ca_topic_score_gemma":0.00010367877,"teacher_disagreement_score":0.76420486,"about_ca_system_score_codex":0.00013319904,"about_ca_system_score_gemma":0.00008839326,"threshold_uncertainty_score":0.80014634},"labels":[],"label_agreement":null},{"id":"W4319938126","doi":"10.1007/978-3-031-23149-0_3","title":"Performance Study of Vertical Submersible Pump in Terms of Induced Loads and Vibrations","year":2023,"lang":"en","type":"book-chapter","venue":"Lecture notes in networks and systems","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"Impeller; Diffuser (optics); Vibration; Sizing; Drive shaft; Submersible pump; Engineering; Centrifugal pump; Axial-flow pump; Head (geology); Torque; Gear pump; Progressive cavity pump; Specific speed; Hydraulic pump; Mechanics; Mechanical engineering; Structural engineering; Axial piston pump; Radial piston pump; Physics; Acoustics; Reciprocating pump; Geology","score_opus":0.021804789447833962,"score_gpt":0.21666536544907802,"score_spread":0.19486057600124407,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4319938126","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9715433,0.0021159379,0.003973735,0.000009627483,0.0012906119,0.0014744105,0.000009417991,0.000070150956,0.019512791],"genre_scores_gemma":[0.9992237,0.0003363006,0.0000031140607,0.0000024980682,0.0001247856,0.000028551478,0.000007953117,0.000044098746,0.00022897753],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987371,0.000034111323,0.00067955477,0.00019588268,0.00016673518,0.00018660472],"domain_scores_gemma":[0.9993737,0.00027235062,0.00007382504,0.0002174586,0.000016371056,0.000046324276],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002694652,0.00023137794,0.0007101339,0.00021716504,0.000020592728,0.00001946243,0.00008693427,0.00039487935,0.0000037621282],"category_scores_gemma":[0.00001701519,0.00020093055,0.000028977975,0.00012159411,0.00003473065,0.000040202893,0.00003435479,0.00034662234,9.406625e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001987207,0.00003184418,0.04507494,0.002027632,0.00015890946,0.000016615055,0.0034019127,0.9444294,0.00014767655,0.0004971554,0.000021470978,0.004172585],"study_design_scores_gemma":[0.0006291973,0.00024097663,0.0073044226,0.0023842978,0.00004188978,0.000013703753,0.00008963905,0.9887995,0.000023828754,0.00012629095,0.00005025171,0.00029599658],"about_ca_topic_score_codex":0.00016526874,"about_ca_topic_score_gemma":0.0006283028,"teacher_disagreement_score":0.04437012,"about_ca_system_score_codex":0.000028055945,"about_ca_system_score_gemma":0.000008960907,"threshold_uncertainty_score":0.819371},"labels":[],"label_agreement":null},{"id":"W4320351728","doi":"10.1016/j.engfailanal.2023.107069","title":"Failure analysis of auxiliary support bearing/shaft tribopair in seawater hydraulic axial piston pump","year":2023,"lang":"en","type":"article","venue":"Engineering Failure Analysis","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Beijing Postdoctoral Science Foundation; National Natural Science Foundation of China","keywords":"Bearing (navigation); Cylinder block; Cylinder; Piston (optics); Inertia; RADIUS; Nonlinear system; Axial piston pump; Structural engineering; Engineering; Mechanics; Materials science; Mechanical engineering; Hydraulic pump; Computer science; Physics","score_opus":0.007013498854740898,"score_gpt":0.21005940169622972,"score_spread":0.20304590284148882,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320351728","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9704356,0.00010675658,0.026111426,0.00028261793,0.0002661676,0.0003169322,0.00009749592,0.0013414784,0.001041494],"genre_scores_gemma":[0.9980207,0.000027794473,0.00041829966,0.00001587601,0.00011688765,0.000070285394,0.00069539197,0.000087104636,0.000547624],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.996958,0.00006277607,0.001115722,0.0005053871,0.0005957198,0.00076239434],"domain_scores_gemma":[0.9985964,0.0001941277,0.00011291316,0.00082470314,0.000057633064,0.00021427665],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00085324387,0.00048635586,0.0015433809,0.0050367005,0.0000478627,0.000060440256,0.00046362256,0.0003062942,0.0005715393],"category_scores_gemma":[0.000074785545,0.00050014775,0.0009930796,0.01252099,0.000033501983,0.00022596002,0.000066164575,0.00039357733,0.00022115708],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003937896,0.000022455797,0.04225948,0.00021433152,0.0074485284,0.000062011044,0.0012458509,0.94314367,0.0034097957,0.00002027237,0.0019903127,0.00017938312],"study_design_scores_gemma":[0.00036532257,0.000025921163,0.057508726,0.00004841349,0.003705902,0.0000038765324,0.00025348848,0.92496127,0.0021107283,0.000005329495,0.01043414,0.00057686697],"about_ca_topic_score_codex":0.00056693854,"about_ca_topic_score_gemma":0.001122986,"teacher_disagreement_score":0.027585104,"about_ca_system_score_codex":0.00018222693,"about_ca_system_score_gemma":0.00003168522,"threshold_uncertainty_score":0.999745},"labels":[],"label_agreement":null},{"id":"W4321014127","doi":"10.1061/jsendh.steng-11316","title":"Real-Time Aeroelastic Hybrid Simulation Method for Bridge Deck Section Models","year":2023,"lang":"en","type":"article","venue":"Journal of Structural Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hudbay Minerals (Canada); University of Toronto","funders":"","keywords":"Aeroelasticity; Engineering; Vibration; Controller (irrigation); Wind tunnel; Control theory (sociology); Simulation; Computer science; Structural engineering; Control engineering; Aerodynamics","score_opus":0.01991323140587718,"score_gpt":0.2679452255409112,"score_spread":0.24803199413503405,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4321014127","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4883592,0.000040802217,0.5101999,0.000009230588,0.0010814568,0.000093105904,0.0000070348615,0.00017745448,0.000031776322],"genre_scores_gemma":[0.9842952,0.000016448728,0.014808978,0.0000020827933,0.0007880504,0.000004827022,0.000007700438,0.00005190985,0.000024809386],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989773,0.000013469803,0.0004964343,0.00008198315,0.00019856099,0.00023223738],"domain_scores_gemma":[0.9993231,0.0002968721,0.00010405778,0.00009080155,0.000090746136,0.00009438901],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030651118,0.00015821996,0.00030278604,0.00022700675,0.00003930542,0.000036793783,0.00010389615,0.000060796065,0.000012469468],"category_scores_gemma":[0.00007308196,0.00014379462,0.0001351228,0.00019414118,0.000003580557,0.00031882458,0.00000977233,0.00014601495,0.000008184124],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000076029046,5.7350815e-7,0.0000069349885,0.00014885061,0.00005558999,0.0000058138457,0.00018808864,0.94411093,0.0540098,0.00002520564,0.0002776485,0.0011629431],"study_design_scores_gemma":[0.00031950636,0.000041075742,0.0018628087,0.000100584686,0.000033448396,0.00016721967,0.000014158666,0.995787,0.0010979492,0.0002542211,0.00017599991,0.00014598583],"about_ca_topic_score_codex":0.0000050675826,"about_ca_topic_score_gemma":2.5767116e-7,"teacher_disagreement_score":0.49593598,"about_ca_system_score_codex":0.000114744544,"about_ca_system_score_gemma":0.000012919403,"threshold_uncertainty_score":0.58637744},"labels":[],"label_agreement":null},{"id":"W4321148262","doi":"10.34768/amcs-2022-0028","title":"An SFA-HMM performance evaluation method using state difference optimization for running gear systems in high-speed trains","year":2022,"lang":"en","type":"article","venue":"International Journal of Applied Mathematics and Computer Science","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"National Natural Science Foundation of China","keywords":"Train; Computer science; Hidden Markov model; State (computer science); Algorithm; Speech recognition","score_opus":0.03194705132528114,"score_gpt":0.2908467322279385,"score_spread":0.25889968090265736,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4321148262","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4608501,0.000015330752,0.53842026,0.0000054846473,0.0005375266,0.00013347072,0.0000038142628,0.000006700018,0.000027337783],"genre_scores_gemma":[0.7542192,0.00001108952,0.24564813,0.000010200625,0.00009021696,0.000010560762,0.0000021196195,0.000007880969,6.4303555e-7],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99863166,0.000014459519,0.00046254092,0.00011699587,0.0006479191,0.00012642142],"domain_scores_gemma":[0.99935126,0.00006862282,0.00022926492,0.00008655635,0.00021230424,0.00005196852],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022145857,0.00008829096,0.00018122388,0.00027772234,0.00010729396,0.00015798007,0.00039881514,0.000014777203,0.000004694006],"category_scores_gemma":[0.0000069917896,0.00008161303,0.000019375337,0.00019111174,0.000028047289,0.00022056971,0.00004972195,0.000092611415,9.51325e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000071757836,0.000027917553,0.000013847462,0.000035761903,0.000014724359,8.1622824e-7,0.002905304,0.9714935,0.0024528592,0.0013812426,0.0000015579443,0.021665322],"study_design_scores_gemma":[0.00047662246,0.000062081126,0.0001607952,0.000074570016,0.000008852706,0.00008300812,0.00033695067,0.9977701,0.00024126595,0.0006874769,0.000010035605,0.00008824784],"about_ca_topic_score_codex":0.0000059629897,"about_ca_topic_score_gemma":3.8293496e-7,"teacher_disagreement_score":0.29336908,"about_ca_system_score_codex":0.00018639916,"about_ca_system_score_gemma":0.00008371353,"threshold_uncertainty_score":0.3328083},"labels":[],"label_agreement":null},{"id":"W4323566805","doi":"10.9734/bpi/rpst/v6/18537d","title":"Motion Control Strategy for an Electro-hydraulic Control System of a Flying Vehicle","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Control theory (sociology); Hydraulic cylinder; PID controller; Hydraulic machinery; Engineering; Servomechanism; Control engineering; Controller (irrigation); Control system; Actuator; Servo; Thrust; Servo control; Motion control; Proportional control; Computer science; Mechanical engineering; Control (management); Electrical engineering; Robot","score_opus":0.0281310129840465,"score_gpt":0.2281864218639858,"score_spread":0.2000554088799393,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323566805","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00029170676,0.00042696774,0.52979344,0.00001893443,0.000800584,0.002740093,0.00027812328,0.001604169,0.464046],"genre_scores_gemma":[0.96099436,0.000015932983,0.000038773145,0.000022322236,0.00037567166,0.00017561506,0.000073647796,0.000206744,0.038096923],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99816144,0.000029019253,0.00084574765,0.00030056582,0.0002792183,0.00038402772],"domain_scores_gemma":[0.99888974,0.000245476,0.00019976137,0.00041199446,0.00012329784,0.0001296992],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00042388157,0.0004090891,0.0009883238,0.00018699297,0.000065326756,0.00004159625,0.00021093091,0.00046311668,0.00004508472],"category_scores_gemma":[0.0000132919295,0.00038570643,0.0002556143,0.000039848106,0.000022184298,0.00009601472,0.0000063504745,0.0002029643,0.00012768965],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020424533,0.000046561814,0.000023700817,0.015491004,0.0035244126,0.000039816674,0.000694518,0.43570083,0.016753534,0.4752136,0.0061147516,0.046193045],"study_design_scores_gemma":[0.0021011315,0.00030923708,0.0000127313515,0.0006165989,0.00023839684,0.00002171995,0.00013489083,0.9916934,0.00017170941,0.0010434528,0.0031781916,0.0004785745],"about_ca_topic_score_codex":0.00008454905,"about_ca_topic_score_gemma":0.00004878816,"teacher_disagreement_score":0.96070266,"about_ca_system_score_codex":0.00014226254,"about_ca_system_score_gemma":0.000040756313,"threshold_uncertainty_score":0.9998595},"labels":[],"label_agreement":null},{"id":"W4327623588","doi":"10.3390/app13063785","title":"Temperature- and Frequency-Dependent Nonlinearities of an Integrated Hydro-Pneumatic Suspension with Mixed Gas-Oil Emulsion Flow","year":2023,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"University of Science and Technology Beijing; Concordia University; Basic Public Welfare Research Program of Zhejiang Province; National Natural Science Foundation of China","keywords":"Materials science; Suspension (topology); Emulsion; Polytropic process; Mechanics; Volume fraction; Stiffness; Composite material; Thermodynamics; Chemistry; Physics","score_opus":0.011797680085789736,"score_gpt":0.21325566606910287,"score_spread":0.20145798598331313,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4327623588","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9952784,0.00009331788,0.00014906762,0.000036747584,0.00018960964,0.00012993604,0.000010072059,0.00025981714,0.0038530198],"genre_scores_gemma":[0.9972612,0.000061531005,0.00250617,0.000012196672,0.000030274836,0.000023731864,0.000022812375,0.000016836595,0.000065233304],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987896,0.000032282718,0.00028098523,0.00024240672,0.00040427572,0.00025046163],"domain_scores_gemma":[0.9995377,0.000105507075,0.000048412123,0.0001902655,0.000032358956,0.00008573105],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00047747153,0.00016878059,0.0002760435,0.00016880016,0.00015601052,0.00008229105,0.00020538717,0.00007715824,0.000019621804],"category_scores_gemma":[0.000017116883,0.00011497056,0.000017033673,0.0006594862,0.00022608004,0.00015575388,0.000027896036,0.00011404971,0.000023773573],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002929337,0.000069892485,0.0008459165,0.0009471434,0.00007504926,0.00003463895,0.009167247,0.17156042,0.7730049,0.0015711079,0.00050851767,0.042185865],"study_design_scores_gemma":[0.00071424537,0.00028922697,0.0013904468,0.00056462747,0.000028050661,0.00006437476,0.013877618,0.9037252,0.077750884,0.0009807028,0.00008337164,0.0005312546],"about_ca_topic_score_codex":0.0001254331,"about_ca_topic_score_gemma":0.00030619223,"teacher_disagreement_score":0.7321648,"about_ca_system_score_codex":0.000016457314,"about_ca_system_score_gemma":0.000030438378,"threshold_uncertainty_score":0.4688363},"labels":[],"label_agreement":null},{"id":"W4361282824","doi":"10.1016/j.conengprac.2023.105489","title":"Real-time predictive clunk control using a reference governor","year":2023,"lang":"en","type":"article","venue":"Control Engineering Practice","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Torque; Controller (irrigation); Robustness (evolution); Control theory (sociology); Control (management); Artificial intelligence","score_opus":0.012272219950282631,"score_gpt":0.23486388862473717,"score_spread":0.22259166867445454,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4361282824","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.035016492,0.00075838267,0.8967184,0.0007016217,0.0029613376,0.001907357,0.0003347554,0.009066945,0.052534748],"genre_scores_gemma":[0.9978289,0.0001278791,0.0009169586,0.00006030139,0.00039595985,0.00010740899,0.000014487728,0.00012177245,0.00042635572],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981631,0.00009367026,0.000469579,0.00028757105,0.000386521,0.0005995657],"domain_scores_gemma":[0.99740684,0.0017342236,0.00010923969,0.00043559814,0.00011428967,0.00019978143],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00077553844,0.0003298527,0.0004902055,0.0001616807,0.00007885708,0.00008938198,0.0002474614,0.00018750223,0.000040592597],"category_scores_gemma":[0.001153826,0.00034618066,0.00008930624,0.00048110881,0.000019766154,0.00044927408,0.000025329658,0.00035620065,0.00086609914],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000052830215,0.00001180225,0.000024131514,0.00011737934,0.0003202345,0.000058695357,0.00026353807,0.9787878,0.018487263,0.00017770127,0.0012314365,0.00046720708],"study_design_scores_gemma":[0.0014329301,0.000048719314,0.00053560216,0.00012038553,0.00017378012,0.00007490205,0.00008791694,0.9657287,0.00004156527,0.0000062138834,0.031415004,0.00033428468],"about_ca_topic_score_codex":0.00013482828,"about_ca_topic_score_gemma":0.0000013445783,"teacher_disagreement_score":0.96281236,"about_ca_system_score_codex":0.00022716663,"about_ca_system_score_gemma":0.000050635277,"threshold_uncertainty_score":0.99991184},"labels":[],"label_agreement":null},{"id":"W4361285632","doi":"10.18280/jesa.560119","title":"Hybrid Control Algorithm Sliding Mode-PID for an Electrohydraulic Servo Actuator System Based on Particle Swarm Optimization Technique","year":2023,"lang":"en","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Particle swarm optimization; Control theory (sociology); PID controller; Actuator; Sliding mode control; Servomechanism; Mode (computer interface); Servo; Computer science; Control engineering; Engineering; Control (management); Algorithm; Physics; Artificial intelligence; Temperature control; Nonlinear system","score_opus":0.015881129274708507,"score_gpt":0.2454098234571113,"score_spread":0.2295286941824028,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4361285632","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.039759587,0.000093675175,0.9548105,0.00006190318,0.00064833596,0.0012840339,0.000078652796,0.0027118367,0.00055148324],"genre_scores_gemma":[0.9749249,0.000027380775,0.023769472,0.00007215186,0.000476948,0.00041667128,0.000038860075,0.00020405978,0.00006951319],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99700093,0.00036364153,0.0009792312,0.0003175613,0.00053938315,0.00079922075],"domain_scores_gemma":[0.99837565,0.0003509619,0.00028429143,0.0004251092,0.00019251979,0.00037147946],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0013584932,0.00041861937,0.00064040744,0.00036451436,0.00045048434,0.00037094427,0.0003829036,0.00013432783,0.000020254845],"category_scores_gemma":[0.00013547365,0.00038022595,0.00022080944,0.00053058297,0.000025203799,0.00046572136,0.00001692342,0.00029144177,0.000101174424],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023668596,0.000035679124,0.000019351415,0.00064619747,0.00011282478,0.00006707424,0.00022496123,0.95654374,0.008411148,0.00010849562,0.0014087891,0.032398097],"study_design_scores_gemma":[0.001175137,0.0004090868,0.00028346025,0.0007685544,0.0000768718,0.00054440065,0.00011869448,0.98715836,0.008682349,0.00012787577,0.00025566053,0.00039952583],"about_ca_topic_score_codex":0.000011128218,"about_ca_topic_score_gemma":0.0000016405226,"teacher_disagreement_score":0.93516535,"about_ca_system_score_codex":0.0005761576,"about_ca_system_score_gemma":0.00009305091,"threshold_uncertainty_score":0.999865},"labels":[],"label_agreement":null},{"id":"W4362660108","doi":"10.1016/j.istruc.2023.03.140","title":"Shake table real-time hybrid testing for shear buildings based on sliding mode acceleration control method","year":2023,"lang":"en","type":"article","venue":"Structures","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Program for Changjiang Scholars and Innovative Research Team in University; National Key Research and Development Program of China; National Natural Science Foundation of China; Guangzhou University; Ministry of Science and Technology of the People's Republic of China; Ministry of Education of the People's Republic of China","keywords":"Earthquake shaking table; Control theory (sociology); Acceleration; Sliding mode control; Controller (irrigation); Shake; Engineering; Displacement (psychology); Control system; Feed forward; Variable structure control; Nonlinear system; Computer science; Control engineering; Structural engineering; Control (management); Artificial intelligence; Physics","score_opus":0.022787767466116618,"score_gpt":0.2807276960973111,"score_spread":0.25793992863119447,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4362660108","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.27809674,0.00004539279,0.7030152,0.00018829675,0.0012637288,0.0016785224,0.00034798827,0.002907783,0.012456328],"genre_scores_gemma":[0.9670433,0.000001571208,0.032288034,0.000058026835,0.0002809727,0.00009161057,0.00005663895,0.00006313575,0.000116741765],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989504,0.00004188196,0.0002692331,0.00021745247,0.00018389296,0.00033714308],"domain_scores_gemma":[0.9988379,0.0007959479,0.000051168085,0.00020001977,0.000047424724,0.000067536464],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038684352,0.00018344323,0.00027570478,0.00012883708,0.00015267036,0.00009390954,0.00012842909,0.00006935383,0.00006126746],"category_scores_gemma":[0.00030780045,0.00016853395,0.000057417,0.00023813124,0.000006375705,0.00008658312,0.000008379671,0.0000932381,0.000026977454],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010841954,0.0000013584976,0.0000634872,0.00016283026,0.000024489123,0.0000020613113,0.00011643239,0.88557273,0.10333468,0.0003028052,0.005143388,0.0052648964],"study_design_scores_gemma":[0.00049617817,0.000042454107,0.00034252054,0.0000714379,0.000019236852,0.0000046033915,0.000024804987,0.9784737,0.018126024,0.0013871711,0.0008325979,0.00017926219],"about_ca_topic_score_codex":0.00010490769,"about_ca_topic_score_gemma":0.0000016654483,"teacher_disagreement_score":0.68894655,"about_ca_system_score_codex":0.00005679314,"about_ca_system_score_gemma":0.00002395945,"threshold_uncertainty_score":0.6872615},"labels":[],"label_agreement":null},{"id":"W4362723435","doi":"10.1016/j.icheatmasstransfer.2023.106771","title":"Flow characteristic investigation on Laval-type flow rate regulating valves by fluid-thermal-structure interaction","year":2023,"lang":"en","type":"article","venue":"International Communications in Heat and Mass Transfer","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Mechanics; Mass flow rate; Flow (mathematics); Volumetric flow rate; Deformation (meteorology); Computer simulation; Work (physics); Thermal hydraulics; Materials science; Thermodynamics; Heat transfer; Physics","score_opus":0.032226281345223165,"score_gpt":0.265768885826512,"score_spread":0.23354260448128883,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4362723435","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9922286,0.00018354418,0.0018685908,0.0020896317,0.00095744175,0.00024076753,0.00010525568,0.00025335388,0.0020727809],"genre_scores_gemma":[0.99755555,0.0007424994,0.0004975849,0.00009487147,0.00007490374,0.0000497068,0.00080986123,0.000029276674,0.00014575798],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990957,0.00011585157,0.00036357585,0.00014793665,0.00013920588,0.00013773378],"domain_scores_gemma":[0.99925095,0.00026879285,0.000013224371,0.0003661176,0.000053222782,0.00004768869],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023236683,0.00014800568,0.00015303092,0.00019699456,0.00009298888,0.00006979327,0.00028686348,0.00009336248,0.000066494154],"category_scores_gemma":[0.000050328163,0.00014920553,0.00003485764,0.0002426481,0.000049686507,0.00020612293,0.000023563196,0.0002365567,0.000036588364],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000064499385,0.000040377116,0.007448806,0.00018622579,0.00021355775,0.0000033375122,0.006504237,0.26193693,0.69957316,0.0014736678,0.0024575677,0.020097632],"study_design_scores_gemma":[0.00031097964,0.000020531115,0.0071623833,0.00022864323,0.000010731528,0.0000047395083,0.00012683134,0.9792812,0.005483441,0.0006319891,0.006567547,0.0001710064],"about_ca_topic_score_codex":0.000051631396,"about_ca_topic_score_gemma":0.00005866883,"teacher_disagreement_score":0.7173442,"about_ca_system_score_codex":0.00007935515,"about_ca_system_score_gemma":0.000013672739,"threshold_uncertainty_score":0.6084425},"labels":[],"label_agreement":null},{"id":"W4366122240","doi":"10.1080/13632469.2023.2197501","title":"Network Interface Program for Actuator Controllers for Pseudo-Dynamic Hybrid Simulation","year":2023,"lang":"en","type":"article","venue":"Journal of Earthquake Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Actuator; Interface (matter); Control theory (sociology); Controller (irrigation); Compensation (psychology); Computer science; Control engineering; Transformation (genetics); Degrees of freedom (physics and chemistry); Hybrid system; Control (management); Engineering","score_opus":0.012915395488085452,"score_gpt":0.2618050865587024,"score_spread":0.24888969107061693,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4366122240","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3913507,0.00029455824,0.6058127,0.000047505953,0.0015721797,0.0006172776,0.000010791458,0.00027577617,0.000018496796],"genre_scores_gemma":[0.98813224,0.000021330336,0.010966284,0.000007833692,0.00064397726,0.00007840428,0.000007364717,0.00007201039,0.00007057537],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99879843,0.000009984624,0.0005747214,0.00008803455,0.00015432577,0.00037451176],"domain_scores_gemma":[0.99890476,0.0006444832,0.0001232664,0.000111625865,0.000105308674,0.00011054165],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005730172,0.00017364464,0.0003845276,0.00015340977,0.00004411845,0.00005522114,0.00013114091,0.00006502,0.0000066787134],"category_scores_gemma":[0.00018561167,0.00016426302,0.00021455642,0.00017430648,0.0000062853323,0.00014830848,0.000008267414,0.00014023558,0.000011670566],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029719195,0.000006619566,0.000009334093,0.00021722326,0.00012071664,0.000003186689,0.00012629083,0.9780581,0.0012814887,0.000010056145,0.001768152,0.018369135],"study_design_scores_gemma":[0.0010553106,0.00023171835,0.00031726793,0.00020510527,0.000036680067,0.00002098266,0.000040450777,0.973118,0.00015228993,0.00004542515,0.02461763,0.00015913417],"about_ca_topic_score_codex":2.486167e-7,"about_ca_topic_score_gemma":7.817924e-7,"teacher_disagreement_score":0.59678155,"about_ca_system_score_codex":0.000056831,"about_ca_system_score_gemma":0.00002012425,"threshold_uncertainty_score":0.66984516},"labels":[],"label_agreement":null},{"id":"W4366674603","doi":"10.1109/iccicc57084.2022.10101651","title":"Adaptive Regularization in ANN for Condition Monitoring and Fault Detection in Heavy-duty Hydraulic Machines","year":2022,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Actuator; Computer science; Fault detection and isolation; Leakage (economics); Artificial neural network; Regularization (linguistics); Hydraulic cylinder; Artificial intelligence; Real-time computing; Engineering","score_opus":0.012341939537338314,"score_gpt":0.22943207784429023,"score_spread":0.21709013830695192,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4366674603","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9136183,0.0001762764,0.08305532,0.000059490558,0.0005678761,0.00065913564,0.000012451554,0.00015358113,0.0016975217],"genre_scores_gemma":[0.9991834,0.000010152481,0.00024199784,0.000008815174,0.000060441733,0.00031681557,0.000017695693,0.00001694329,0.00014369556],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994065,0.000044564742,0.0002103038,0.00012245476,0.000090842506,0.00012534564],"domain_scores_gemma":[0.9998184,0.00005839204,0.000023916218,0.000066319,0.000010168385,0.000022813903],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018720613,0.00008498313,0.0001263728,0.00015552207,0.00006606014,0.000014718288,0.00003515088,0.00004061857,0.000013150226],"category_scores_gemma":[0.000015990885,0.000092735805,0.000016271895,0.00021109925,0.00000637988,0.00012464805,0.000014953202,0.00009626445,0.000001122285],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007905536,0.000044684955,0.009068932,0.00023656798,0.000026177126,0.0000053771764,0.0039233062,0.91884434,0.011101738,0.0004420079,0.000107509804,0.056120284],"study_design_scores_gemma":[0.0005956864,0.00006996013,0.009647451,0.00003103257,0.0000036221043,0.000011622492,0.0010873616,0.98156327,0.0052520107,0.0012851398,0.00032020823,0.00013266246],"about_ca_topic_score_codex":0.00022136848,"about_ca_topic_score_gemma":0.00016289571,"teacher_disagreement_score":0.0855651,"about_ca_system_score_codex":0.00014253928,"about_ca_system_score_gemma":0.0000050446865,"threshold_uncertainty_score":0.37816563},"labels":[],"label_agreement":null},{"id":"W4366775436","doi":"10.2478/pomr-2023-0012","title":"Dilatant-Fluid Torsional Vibration Damper for a Four-Stroke Diesel Engine Crankshaft","year":2023,"lang":"en","type":"article","venue":"Polish Maritime Research","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"British Columbia Institute of Technology","funders":"","keywords":"Dilatant; Damper; Crankshaft; Torsional vibration; Vibration; Mechanics; Drag; Materials science; Newtonian fluid; Silicone oil; Torsion (gastropod); Structural engineering; Physics; Engineering; Composite material; Acoustics; Thermodynamics","score_opus":0.09221979442704668,"score_gpt":0.340702443413334,"score_spread":0.2484826489862873,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4366775436","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5090828,0.003864744,0.08059669,0.019279193,0.007220726,0.0101533355,0.0049958564,0.0081417225,0.35666496],"genre_scores_gemma":[0.98562515,0.00017022679,0.0006632659,0.000046134985,0.0013314029,0.0005417943,0.0003782722,0.00009892853,0.01114483],"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99760896,0.00010197762,0.00033973838,0.00026502588,0.00079871935,0.00088555313],"domain_scores_gemma":[0.9980147,0.0011786502,0.00001520504,0.00035626104,0.00021642768,0.00021874774],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016792676,0.00017001049,0.00025628548,0.00041082493,0.00022871657,0.00022794462,0.00034338544,0.0001800073,0.0003383697],"category_scores_gemma":[0.0007368688,0.0001682894,0.000105959254,0.0006227038,0.000067773726,0.00034447102,0.00013065801,0.00033744102,0.00072612596],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010138223,0.00008428499,0.0021554225,0.00198396,0.00030430494,0.000054590702,0.0016404473,0.009650078,0.03224468,0.0054717464,0.91175884,0.03455028],"study_design_scores_gemma":[0.0011034809,0.00011681812,0.008013681,0.00020413112,0.000013703926,0.000021551097,0.0002782267,0.7338884,0.0023939621,0.0016249968,0.25192147,0.00041957304],"about_ca_topic_score_codex":0.00012976691,"about_ca_topic_score_gemma":0.00003697685,"teacher_disagreement_score":0.72423834,"about_ca_system_score_codex":0.00013003235,"about_ca_system_score_gemma":0.00006736972,"threshold_uncertainty_score":0.93331224},"labels":[],"label_agreement":null},{"id":"W4379163464","doi":"10.18280/i2m.220201","title":"Development of a Mechatronics System for Cavitation Prevention in a Pump","year":2023,"lang":"en","type":"article","venue":"Instrumentation Mesure Métrologie","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Cavitation; Mechatronics; Engineering; Mechanical engineering; Control engineering; Mechanics; Physics","score_opus":0.04055513258376221,"score_gpt":0.2952216369918578,"score_spread":0.25466650440809563,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4379163464","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94357413,0.000027616094,0.054752927,0.00003442135,0.000479938,0.00061439397,0.000012169097,0.00028388118,0.0002205436],"genre_scores_gemma":[0.99192065,0.000007605266,0.007480517,0.0000032497185,0.000018565137,0.00038995882,0.00013835372,0.000015630163,0.000025444908],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99900556,0.00005255039,0.0005006602,0.000111556525,0.00015136051,0.00017828679],"domain_scores_gemma":[0.9996795,0.00008922764,0.00008655979,0.00009207854,0.00003120331,0.000021454569],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008607641,0.00009454894,0.00017881954,0.00019780528,0.000030829386,0.000009801188,0.00007623391,0.00008223893,0.0000036541885],"category_scores_gemma":[0.000035445148,0.00009633934,0.000041149106,0.00029417002,0.0000074318577,0.0000977931,0.00000916372,0.00004238236,0.0000282909],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016497384,0.00011215541,0.012969726,0.007111905,0.000464221,0.0000059216704,0.029446907,0.38003623,0.20109406,0.008685173,0.0011194472,0.3587893],"study_design_scores_gemma":[0.007321441,0.0002937786,0.04281064,0.0009922314,0.00008541631,0.000010319145,0.026111785,0.7692876,0.14664228,0.0021582635,0.003481047,0.0008052036],"about_ca_topic_score_codex":0.000005975095,"about_ca_topic_score_gemma":0.000053706437,"teacher_disagreement_score":0.38925135,"about_ca_system_score_codex":0.00018696197,"about_ca_system_score_gemma":0.000055465287,"threshold_uncertainty_score":0.3928604},"labels":[],"label_agreement":null},{"id":"W4379364571","doi":"10.18196/jrc.v4i2.17340","title":"An Alternative Nonlinear Lyapunov Redesign Velocity Controller for an Electrohydraulic Drive","year":2023,"lang":"en","type":"article","venue":"Journal of Robotics and Control (JRC)","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Backstepping; Control theory (sociology); Lyapunov function; Control engineering; Robustness (evolution); Nonlinear system; Computer science; Controller (irrigation); Strict-feedback form; Adaptive control; Engineering; Control (management); Artificial intelligence","score_opus":0.017512848936009587,"score_gpt":0.2546918065953191,"score_spread":0.23717895765930952,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4379364571","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10778748,0.00066067884,0.8886269,0.0005706589,0.00095146016,0.0007297154,0.000043454907,0.00014585437,0.00048379306],"genre_scores_gemma":[0.99559945,0.00019887036,0.0029570102,0.00014587841,0.00096380245,0.000014612865,0.0000074016416,0.000048713126,0.00006428965],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984827,0.000098123804,0.0006329389,0.00015041813,0.00026808056,0.00036773257],"domain_scores_gemma":[0.99877656,0.0003055445,0.00024113519,0.00015564192,0.0002567062,0.00026444602],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00083931425,0.00021846518,0.0006419889,0.00018438947,0.0001057983,0.00010801798,0.00022621446,0.00011976161,0.0000054060893],"category_scores_gemma":[0.00007832827,0.00017936919,0.00014554657,0.00015982885,0.000034692206,0.00025499676,0.000007544467,0.00022486348,0.0000069880043],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029930164,0.000090488786,0.00024147918,0.00008420276,0.00071242894,0.000039151804,0.001208318,0.9573794,0.022498805,0.0008830601,0.0016160596,0.014947329],"study_design_scores_gemma":[0.0038728006,0.0009563042,0.00054235477,0.000054730615,0.000119234865,0.00006353273,0.0002151444,0.9906245,0.0003437956,0.0013887493,0.0016104251,0.00020843545],"about_ca_topic_score_codex":0.000014072565,"about_ca_topic_score_gemma":0.000013511517,"teacher_disagreement_score":0.88781196,"about_ca_system_score_codex":0.000053741263,"about_ca_system_score_gemma":0.000050686267,"threshold_uncertainty_score":0.7314463},"labels":[],"label_agreement":null},{"id":"W4379780960","doi":"10.1109/icjece.2023.3260830","title":"Nonlinear Dynamic States’ Estimation and Prediction Using Polynomial Predictive Modeling","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Electrical and Computer Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Mahidol University","keywords":"Notation; Polynomial; Algorithm; Mathematics; Extrapolation; Applied mathematics; Computer science; Statistics; Mathematical analysis; Arithmetic","score_opus":0.006639260563376252,"score_gpt":0.1824818773447768,"score_spread":0.17584261678140056,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4379780960","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5352023,0.0003505743,0.46409422,0.000011619027,0.00025847164,0.00003519912,0.000005545232,0.000037873746,0.0000041850612],"genre_scores_gemma":[0.9965167,0.000054924734,0.003183826,0.000006567467,0.00021209882,9.0397396e-7,0.0000043075875,0.00001856836,0.0000021105857],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99936455,0.000008608339,0.00025641744,0.00007121409,0.00007824105,0.00022093809],"domain_scores_gemma":[0.999569,0.000045839748,0.000024915456,0.000038443482,0.000032964588,0.0002888641],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000120396486,0.000101379046,0.00016395637,0.00033702797,0.00005131968,0.000051935593,0.00004690035,0.00005791821,9.785899e-7],"category_scores_gemma":[0.00001560742,0.000100708756,0.000025234544,0.00024008231,0.0000082890565,0.00009809312,0.000005655837,0.00016875047,7.8429e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000015796699,8.3785295e-7,0.0001349194,0.000033386685,0.00003290081,0.00001900826,0.00027012193,0.9922591,0.00012564544,0.0000041174726,0.00005867362,0.007059732],"study_design_scores_gemma":[0.00016611318,0.0000680668,0.00057611964,0.00009507468,0.000016756296,0.00024305466,0.000011967246,0.99862415,0.0000118977905,0.000021338965,0.000079901576,0.0000855787],"about_ca_topic_score_codex":0.00013439274,"about_ca_topic_score_gemma":0.000030917206,"teacher_disagreement_score":0.46131438,"about_ca_system_score_codex":0.000106168925,"about_ca_system_score_gemma":0.00006243102,"threshold_uncertainty_score":0.4106784},"labels":[],"label_agreement":null},{"id":"W4381185496","doi":"10.1139/tcsme-2022-0096","title":"Uniform exhaust characteristics of new-type airbox components of continuous miner","year":2023,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Duct (anatomy); Vibration; Airflow; Exhaust gas; Acoustics; Automotive engineering; Mechanical engineering; Exhaust gas recirculation; Engineering; Structural engineering; Physics; Waste management","score_opus":0.01878427230665997,"score_gpt":0.2041471774343665,"score_spread":0.18536290512770653,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4381185496","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.67993677,0.00013684756,0.31275466,0.0003758314,0.0039298525,0.0012306505,0.0009699769,0.00035303427,0.00031234988],"genre_scores_gemma":[0.99809253,0.000023366278,0.0015093045,0.0000075938037,0.00003758436,0.000009736678,0.000019056988,0.000036390986,0.0002644275],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991389,0.000003673671,0.00039761362,0.000077861645,0.00014001047,0.00024197284],"domain_scores_gemma":[0.9994124,0.00008138757,0.000055545668,0.00023349722,0.000062156214,0.0001550082],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015711776,0.0001212828,0.00031801802,0.000063037725,0.000044050328,0.000004550593,0.0002236118,0.00013554693,0.000025650454],"category_scores_gemma":[0.000025383093,0.00011254653,0.00034991445,0.0004109323,0.000022963475,0.00003643433,0.000004368596,0.00012254844,0.0000022638264],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019894429,0.000043573702,0.00006239715,0.0033371968,0.0016617592,0.0000011469025,0.00292218,0.7546924,0.22204427,0.003138403,0.0057472787,0.0063295],"study_design_scores_gemma":[0.00067267654,0.00007369501,0.0008377325,0.0003625843,0.00020352921,0.0000064088044,0.0004253601,0.9606931,0.026668314,0.000074651325,0.009699296,0.00028265425],"about_ca_topic_score_codex":0.0054372037,"about_ca_topic_score_gemma":0.0017141515,"teacher_disagreement_score":0.31815574,"about_ca_system_score_codex":0.00009911223,"about_ca_system_score_gemma":0.00008346299,"threshold_uncertainty_score":0.82194614},"labels":[],"label_agreement":null},{"id":"W4382539032","doi":"10.18280/mmep.100342","title":"A Comprehensive Review of Design and Operational Parameters Influencing Airlift Pump Performance","year":2023,"lang":"en","type":"review","venue":"Mathematical Modelling and Engineering Problems","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Airlift; Environmental science; Engineering; Computer science; Chemistry; Bioreactor","score_opus":0.09715775764813792,"score_gpt":0.26528479587075865,"score_spread":0.16812703822262073,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382539032","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00006625661,0.6884232,0.3105518,0.0000028255442,0.000058258,0.000680209,0.000005351603,0.00018260388,0.000029477054],"genre_scores_gemma":[0.0001463981,0.9805634,0.018868601,0.000007635598,0.000025743435,0.00025196248,0.00001310477,0.000106072956,0.000017077962],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981668,0.00004042848,0.0010360625,0.00024762933,0.00022466716,0.00028442708],"domain_scores_gemma":[0.9988487,0.0006577574,0.00010097758,0.00022852428,0.000042143285,0.00012191163],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00050716224,0.0004329479,0.0016722846,0.00015183238,0.000039976992,0.000041259118,0.00013272314,0.00019176911,0.000004470503],"category_scores_gemma":[0.00004193329,0.00035408267,0.000121318575,0.00022995507,0.0000361672,0.0000791394,0.000045517878,0.00030700007,0.000025408885],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[1.3581874e-7,0.0000027081066,3.8835463e-8,0.45779613,0.000095010684,7.696731e-7,0.00015442813,0.53105074,5.0582526e-7,0.00007677771,0.000013319214,0.010809426],"study_design_scores_gemma":[0.00004412039,0.000017995782,3.961294e-8,0.2428493,0.00014238643,0.0000564807,0.000004825834,0.73919827,0.0000010470086,0.000083538005,0.017337954,0.00026405105],"about_ca_topic_score_codex":0.000002829365,"about_ca_topic_score_gemma":1.3761683e-8,"teacher_disagreement_score":0.29214016,"about_ca_system_score_codex":0.000032872198,"about_ca_system_score_gemma":0.000027511043,"threshold_uncertainty_score":0.9998911},"labels":[],"label_agreement":null},{"id":"W4382874200","doi":"10.3390/act12050193","title":"A Comparative Study of Two Common Pump-Controlled Hydraulic Circuits for Single-Rod Actuators","year":2023,"lang":"en","type":"article","venue":"Actuators","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Electronic circuit; Hydraulic circuit; Hydraulic cylinder; Cylinder; Actuator; Control theory (sociology); Engineering; Computer science; Mechanical engineering; Electrical engineering","score_opus":0.04639345327113713,"score_gpt":0.29356631050054227,"score_spread":0.24717285722940513,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382874200","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9861372,0.000047128517,0.0041811476,0.000023473192,0.00077432283,0.002391048,0.00002164547,0.0005763387,0.0058476855],"genre_scores_gemma":[0.99914014,0.000004289037,0.00003477176,0.000024071473,0.00013421515,0.0004707207,0.00002400994,0.000069498456,0.00009830945],"study_design_codex":"qualitative","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998026,0.000109461704,0.0007848625,0.0002745145,0.00035441676,0.00045072928],"domain_scores_gemma":[0.9981861,0.00095606886,0.0001834825,0.0004661092,0.000067813904,0.00014039146],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00047570336,0.0003342516,0.0011801607,0.00029844005,0.00010234816,0.000043005475,0.00031198974,0.000096532094,0.00002901359],"category_scores_gemma":[0.00009266483,0.00029695896,0.0001952654,0.0006480731,0.0000387513,0.00014824705,0.000038085058,0.00013737951,0.0001288121],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00085581566,0.005079012,0.030624073,0.002761012,0.013788472,0.00016479062,0.51230377,0.19944115,0.031021003,0.00228455,0.035211176,0.16646518],"study_design_scores_gemma":[0.077883154,0.0046281447,0.008159925,0.0007227397,0.001464549,0.00006092835,0.07712691,0.78746575,0.02639794,0.0041408045,0.008430546,0.0035185996],"about_ca_topic_score_codex":0.00011437302,"about_ca_topic_score_gemma":0.00015556288,"teacher_disagreement_score":0.5880246,"about_ca_system_score_codex":0.000084536056,"about_ca_system_score_gemma":0.000030000641,"threshold_uncertainty_score":0.99994826},"labels":[],"label_agreement":null},{"id":"W4383216706","doi":"10.1016/j.measurement.2023.113271","title":"A method for improving flow control valve performance based on active differential pressure regulation","year":2023,"lang":"en","type":"article","venue":"Measurement","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"National Natural Science Foundation of China","keywords":"Control theory (sociology); Flow (mathematics); Control valves; Compensation (psychology); Flow control valve; Flow control (data); Nonlinear system; Differential (mechanical device); Consistency (knowledge bases); Differential pressure; Flow measurement; Computer science; Engineering; Mechanics; Control (management); Control engineering; Physics","score_opus":0.0261843145256186,"score_gpt":0.23340983596367207,"score_spread":0.20722552143805348,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4383216706","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008958787,0.00003029932,0.98795545,0.00006647914,0.0006963996,0.0010115729,0.00003190332,0.000370778,0.0008783063],"genre_scores_gemma":[0.99760383,7.3729177e-7,0.0016574801,0.000023497061,0.00019965996,0.0003923318,0.000018550872,0.000031929354,0.0000719596],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988969,0.000059637827,0.0001997779,0.00015911447,0.00045430972,0.00023025584],"domain_scores_gemma":[0.99955004,0.000086996704,0.000041819774,0.00018749904,0.000085584186,0.000048082722],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000681659,0.00014192761,0.0001919068,0.000080580394,0.000079784695,0.00002444142,0.00007782877,0.000063855,0.00003191375],"category_scores_gemma":[0.000052861164,0.00012509731,0.00010391831,0.00009859517,0.000004557618,0.000048201426,0.000004888675,0.000070006245,0.000026241205],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007016345,0.000016666123,0.00007260888,0.0005111047,0.00013512632,1.7307966e-7,0.0003152105,0.88046384,0.025008144,0.0000089747855,0.0010924414,0.092305526],"study_design_scores_gemma":[0.0011889293,0.00007585976,0.0074600573,0.000099231656,0.0000820518,2.3752571e-7,0.000020871777,0.97882086,0.010002761,0.000011611135,0.0021039424,0.00013357922],"about_ca_topic_score_codex":0.000008506412,"about_ca_topic_score_gemma":0.000005240562,"teacher_disagreement_score":0.9886451,"about_ca_system_score_codex":0.000110614594,"about_ca_system_score_gemma":0.000021020885,"threshold_uncertainty_score":0.510132},"labels":[],"label_agreement":null},{"id":"W4384433843","doi":"10.5220/0012127300003546","title":"Numerical Investigation of a High-Capacity Vertical Submersible Two-Stage Pump and Realization of an Experimental Test Bench for Determining the Strains and the Stresses on a Pump Shaft","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"Test bench; Realization (probability); Stage (stratigraphy); Test (biology); Engineering; Marine engineering; Mechanical engineering; Mechanics; Geology; Physics; Mathematics","score_opus":0.034674170195186725,"score_gpt":0.2650137746975641,"score_spread":0.23033960450237737,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4384433843","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9959349,0.000009767972,0.0031994078,0.0000623526,0.00004171172,0.00034612982,0.00002695287,0.000048488277,0.00033029952],"genre_scores_gemma":[0.99974054,0.0000066884263,0.00012022395,0.000020094312,0.00002390563,0.00004436338,0.000021887488,0.000012191833,0.0000101073865],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993792,0.000049633545,0.00022567515,0.00010316413,0.00012972209,0.00011259471],"domain_scores_gemma":[0.99926686,0.00050616293,0.00003317646,0.00012501254,0.00002252764,0.000046257854],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002536046,0.000087507666,0.00016536425,0.0000373443,0.000056361412,0.00002387261,0.00006553051,0.000037561764,0.000008655962],"category_scores_gemma":[0.00012983891,0.00005290443,0.000020167743,0.0001333763,0.00015257414,0.000088301815,0.000014930313,0.000041015497,4.4768225e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00046854946,0.00056376896,0.14803906,0.0043822713,0.0006256549,0.0000061343994,0.12476658,0.15071717,0.36028856,0.2004184,0.00079160725,0.008932242],"study_design_scores_gemma":[0.0015620363,0.00025926405,0.02708669,0.00007810456,0.000027429169,0.0000024638368,0.003387087,0.8120495,0.15498795,0.00043412362,0.000008446656,0.000116928306],"about_ca_topic_score_codex":0.00019737102,"about_ca_topic_score_gemma":0.0000345115,"teacher_disagreement_score":0.6613323,"about_ca_system_score_codex":0.000010961359,"about_ca_system_score_gemma":0.000008684901,"threshold_uncertainty_score":0.21573801},"labels":[],"label_agreement":null},{"id":"W4384824515","doi":"10.3389/fmech.2023.1163293","title":"Hydraulic accumulators in energy efficient circuits","year":2023,"lang":"en","type":"article","venue":"Frontiers in Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Hydraulic accumulator; Electronic circuit; Accumulator (cryptography); Hydraulic machinery; Capacitor; Hydraulic circuit; Computer science; Engineering; Electrical engineering; Mechanical engineering","score_opus":0.009208138977476686,"score_gpt":0.19759395590740547,"score_spread":0.18838581692992878,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4384824515","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.35207835,0.0008556427,0.6375764,0.000050250623,0.006326324,0.0002782027,0.000005113958,0.0015681494,0.0012615451],"genre_scores_gemma":[0.9989237,0.00009254622,0.0006762989,0.000021227615,0.000093108545,0.00007586037,0.000008271933,0.00007218486,0.00003677012],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983986,0.000025437907,0.00047662033,0.00025400918,0.00024583194,0.00059952046],"domain_scores_gemma":[0.9995028,0.000077698714,0.000018584116,0.0002624293,0.0000072020225,0.00013129033],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00039679493,0.0002312975,0.00040157326,0.000633213,0.000016132022,0.000021557786,0.00025714378,0.00019260091,0.000012180805],"category_scores_gemma":[0.000092998256,0.00025825758,0.00007231501,0.001362712,0.000007334873,0.00005935144,0.000045742578,0.00026089244,0.000046511628],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000010006929,0.000009467854,0.00020439555,0.000084718544,0.00001568838,0.000050921888,0.00018735006,0.9911158,0.0010174668,0.00067304866,0.0011138304,0.005526302],"study_design_scores_gemma":[0.00035566348,0.000008541115,0.0006852112,0.00015453127,0.0000031243123,0.000004374593,0.00009752719,0.9934416,0.00085486035,0.000157294,0.003966113,0.00027115777],"about_ca_topic_score_codex":0.00002965797,"about_ca_topic_score_gemma":0.000007169828,"teacher_disagreement_score":0.6468454,"about_ca_system_score_codex":0.00023301225,"about_ca_system_score_gemma":0.000011913636,"threshold_uncertainty_score":0.99998695},"labels":[],"label_agreement":null},{"id":"W4385059375","doi":"10.1109/aset56582.2023.10180500","title":"Linear Estimation Strategies Applied to a Spring-Mass-Damper System","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Control theory (sociology); Damper; Kalman filter; Benchmark (surveying); Impulse response; Filter (signal processing); Linear system; Vibration; Position (finance); Impulse (physics); Exponential function; Polynomial; Mathematics; Computer science; Engineering; Physics; Mathematical analysis; Acoustics; Structural engineering; Artificial intelligence","score_opus":0.012347899931218577,"score_gpt":0.22530641211955554,"score_spread":0.21295851218833697,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385059375","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1272921,0.000011862453,0.6794208,0.000054938562,0.00055475184,0.00041119644,0.0000029946568,0.0038750987,0.18837622],"genre_scores_gemma":[0.9944627,0.0000014353113,0.0048149806,0.000014395064,0.000106335814,0.00008591991,0.000005693306,0.000029929877,0.000478554],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99931777,0.000007395063,0.00021628066,0.00011347974,0.00014679428,0.00019830492],"domain_scores_gemma":[0.99966407,0.000040024806,0.000011967811,0.00019277693,0.000013607033,0.00007753711],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00016762811,0.00011179056,0.00015727682,0.000100992904,0.00003421281,0.00005789143,0.00009244828,0.00005663069,0.000036460493],"category_scores_gemma":[0.000007354633,0.00009859886,0.000026157977,0.00031346988,0.0000045581637,0.000066392735,0.000013281654,0.000048134723,0.005488543],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000010538498,0.0000013551023,0.000026739255,0.00036752212,0.000020352783,0.000003046763,0.00057395844,0.9816063,0.0041700946,0.01023728,0.0013957543,0.0015965203],"study_design_scores_gemma":[0.00009992574,0.000008104957,0.00041679322,0.00007502686,0.000005326786,0.0000021969993,0.0024049731,0.9927792,0.0009080926,0.00006943491,0.00307441,0.00015652255],"about_ca_topic_score_codex":0.000050668186,"about_ca_topic_score_gemma":0.0000121131125,"teacher_disagreement_score":0.86717063,"about_ca_system_score_codex":0.000046650635,"about_ca_system_score_gemma":0.000011522418,"threshold_uncertainty_score":0.9952858},"labels":[],"label_agreement":null},{"id":"W4385062811","doi":"10.2139/ssrn.4516490","title":"A New Iterative Identification Algorithm for Estimating the Lugre Friction Model Parameters","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Nonlinear system; Inertial frame of reference; Convergence (economics); Identification (biology); Control theory (sociology); Algorithm; Range (aeronautics); Joint (building); System identification; Computer science; Dynamical friction; Mathematics; Engineering; Artificial intelligence; Physics; Structural engineering; Control (management); Data mining; Measure (data warehouse)","score_opus":0.025551737542749652,"score_gpt":0.2664714146337861,"score_spread":0.24091967709103645,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385062811","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0019645852,0.0010056888,0.99316317,0.000320253,0.0025364307,0.000674271,0.0000232531,0.00024199889,0.00007037366],"genre_scores_gemma":[0.699055,0.0030819443,0.28051344,0.00006805253,0.005027148,0.00094843,0.00029357322,0.000507826,0.010504563],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99761456,0.0000667797,0.00062580744,0.00024650985,0.0002810114,0.0011653228],"domain_scores_gemma":[0.9990913,0.00015185215,0.00029484896,0.00029972827,0.00008986878,0.00007238676],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017682011,0.00028153253,0.00030162383,0.00013387592,0.00026363035,0.0003015244,0.00040181255,0.00021134884,0.0000023175958],"category_scores_gemma":[0.00007699998,0.00022253722,0.00023432108,0.00013270439,0.000012830159,0.00012757794,0.000050427305,0.0021707725,0.000031076135],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000018963444,0.0000029823686,0.0000016910485,0.000051847157,0.00030790307,2.922989e-7,0.0014399707,0.8328473,0.000036686535,0.000740127,0.0011037309,0.1634656],"study_design_scores_gemma":[0.00016339206,0.000019744686,0.0000040715927,0.00015119821,0.000085059604,0.00006281777,0.0006487667,0.8224466,0.000026539828,0.17617035,0.00004221849,0.00017927028],"about_ca_topic_score_codex":0.00008918851,"about_ca_topic_score_gemma":0.00011000529,"teacher_disagreement_score":0.7126497,"about_ca_system_score_codex":0.0011245178,"about_ca_system_score_gemma":0.0009700913,"threshold_uncertainty_score":0.9431047},"labels":[],"label_agreement":null},{"id":"W4385071547","doi":"10.1142/s0219455424500913","title":"Implementation and Verification of Real-Time Hybrid Simulation for the Dynamic Performance Assessment of Base-Isolated Structures","year":2023,"lang":"en","type":"article","venue":"International Journal of Structural Stability and Dynamics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Natural Science Foundation of Guangdong Province; National Natural Science Foundation of China","keywords":"Substructure; Superstructure; Base isolation; Structural engineering; Kalman filter; Dynamic simulation; Computer science; Engineering; Control theory (sociology); Simulation; Mechanical engineering","score_opus":0.013857105690610286,"score_gpt":0.30801532009102817,"score_spread":0.2941582144004179,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385071547","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97220236,0.00003967754,0.027088834,0.00006469326,0.00026474896,0.00017500031,0.00014042607,0.00001064225,0.000013589119],"genre_scores_gemma":[0.9990604,0.00017212307,0.0006664453,0.000001708396,0.000024638777,0.0000024174328,0.0000644836,0.000006305722,0.0000014566788],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999163,0.000022903885,0.0004853728,0.00005842839,0.00020791158,0.00006239196],"domain_scores_gemma":[0.9990897,0.000316961,0.0002579308,0.00006392726,0.00025051995,0.000020928632],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032874878,0.00007033846,0.0001425778,0.00006887621,0.00003653509,0.000018149145,0.000097599856,0.000025538247,0.000020071739],"category_scores_gemma":[0.000024635472,0.000051129748,0.000039214883,0.000056261495,0.000047736517,0.0001571145,0.000015100746,0.00005612588,5.9515045e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018358418,0.000007238654,0.03964169,0.00042019432,0.00029442122,6.137106e-7,0.0010809209,0.8520204,0.027108599,0.0008656197,0.000008236603,0.0783685],"study_design_scores_gemma":[0.00035458748,0.000053051954,0.24038498,0.000018397275,0.000018626628,0.000009802254,0.00032031923,0.7577415,0.00047131008,0.0005900179,0.0000027733863,0.000034623376],"about_ca_topic_score_codex":0.000028222787,"about_ca_topic_score_gemma":0.00001761682,"teacher_disagreement_score":0.20074329,"about_ca_system_score_codex":0.000083282604,"about_ca_system_score_gemma":0.000021416634,"threshold_uncertainty_score":0.20850106},"labels":[],"label_agreement":null},{"id":"W4385575997","doi":"10.31224/3155","title":"Note on the Use of Dynamic Mode Decomposition in Mechanics","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Dynamic mode decomposition; Decomposition; Mode (computer interface); Mechanics; Mathematics; Calculus (dental); Classical mechanics; Applied mathematics; Physics; Computer science; Chemistry; Medicine","score_opus":0.04986210548488439,"score_gpt":0.29719484807309265,"score_spread":0.24733274258820825,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385575997","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21092086,0.0000248385,0.7829286,0.00037888324,0.0017035907,0.0007936619,0.000078079196,0.0004578161,0.0027136877],"genre_scores_gemma":[0.9987795,0.00007237735,0.00085122755,0.000026107735,0.000013928086,0.000047109857,0.00003440078,0.000035017005,0.00014038516],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993001,0.00004160895,0.00029942088,0.000119015014,0.00013345228,0.00010639732],"domain_scores_gemma":[0.9992817,0.0002666585,0.000041105257,0.00038119737,0.000012237993,0.00001711383],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001537378,0.00013018888,0.00021437854,0.000097205855,0.000008964201,0.00001924311,0.00015304009,0.00016914551,0.00001746526],"category_scores_gemma":[0.000023817998,0.00009483454,0.0000617556,0.00007594152,0.0000037910559,0.000018299332,0.000075031,0.00026286067,0.000074039934],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000015730467,0.0000058221094,0.0000029428734,0.00019508907,0.000020949461,0.0000015632753,0.0003560689,0.9961098,0.00048770322,0.0016909876,0.00050388806,0.0006236385],"study_design_scores_gemma":[0.00004077551,0.000005312885,0.00009507427,0.00044346525,0.0000058115625,6.738445e-7,0.000023426319,0.9953204,0.00018439964,0.0037291266,0.00005800115,0.000093578084],"about_ca_topic_score_codex":0.0006753382,"about_ca_topic_score_gemma":0.0008691956,"teacher_disagreement_score":0.7878586,"about_ca_system_score_codex":0.000098669734,"about_ca_system_score_gemma":0.0000128239535,"threshold_uncertainty_score":0.38672403},"labels":[],"label_agreement":null},{"id":"W4385978055","doi":"10.4203/ccc.3.10.2","title":"A Recursive Model Updating Algorithm for Multi-element Hybrid Simulation of Structures","year":2023,"lang":"en","type":"article","venue":"Civil-comp conferences","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; University of Alberta; Canadian Institute of Steel Construction","keywords":"Substructure; Algorithm; Computer science; Nonlinear system; Leverage (statistics); Mathematical optimization; Mathematics; Structural engineering; Engineering; Artificial intelligence","score_opus":0.06596808846339015,"score_gpt":0.3044180384520037,"score_spread":0.23844994998861357,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385978055","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.038851257,0.00012306408,0.95799047,0.000011865372,0.00036227665,0.0004224109,0.0001580876,0.00022644704,0.0018540942],"genre_scores_gemma":[0.9846527,0.00003143525,0.014997584,0.0000073197084,0.00006960636,0.00006001975,0.000097839285,0.000018685145,0.000064802545],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991091,0.000021254406,0.00035727653,0.00014831252,0.00015620793,0.0002078526],"domain_scores_gemma":[0.99945784,0.00018399792,0.000087930704,0.00013519792,0.00009058619,0.00004445737],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016923407,0.00013778033,0.00025531306,0.000075462114,0.000054880613,0.00002667104,0.0001405544,0.000043065727,0.000041199],"category_scores_gemma":[0.000036586305,0.00012670354,0.00006122066,0.00008391635,0.000024615332,0.000067217166,0.000019790275,0.000054660508,0.00000895958],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000013766293,0.0000055879345,0.000038340724,0.00014364031,0.000041933934,4.6154582e-7,0.00104919,0.9417558,0.00022661578,0.0008161745,0.0004631367,0.05545776],"study_design_scores_gemma":[0.00031837155,0.000025404988,0.00009943014,0.00007669994,0.000015041164,6.2458116e-7,0.00070445094,0.9940292,0.002033351,0.0019106551,0.0006459172,0.00014083616],"about_ca_topic_score_codex":0.000033186487,"about_ca_topic_score_gemma":0.000026951442,"teacher_disagreement_score":0.94580144,"about_ca_system_score_codex":0.000019422294,"about_ca_system_score_gemma":0.000033521606,"threshold_uncertainty_score":0.5166821},"labels":[],"label_agreement":null},{"id":"W4386082900","doi":"10.11159/icmie23.101","title":"The Mechatronic Approach in the Mathematical Modelling And Simulation To Control The Water Hammer In Hydraulic Facilities","year":2023,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Mechanical, Chemical, and Material Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Escuela Politécnica Nacional","keywords":"Mechatronics; Water hammer; Hammer; Control engineering; Computer science; Control (management); Engineering; Mechanical engineering; Artificial intelligence","score_opus":0.011549185181919532,"score_gpt":0.20259401108355257,"score_spread":0.19104482590163305,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386082900","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9974798,0.000021627015,0.00024860926,0.0008835848,0.00029931762,0.00074029336,0.0000067969777,0.00009640641,0.00022354959],"genre_scores_gemma":[0.99941117,0.0000350274,0.000084592284,0.00004654207,0.00008530124,0.00022548519,0.0000012171693,0.000029759429,0.00008088388],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987015,0.0000166455,0.000441947,0.00019802853,0.00025335152,0.0003884951],"domain_scores_gemma":[0.9993411,0.000382728,0.000037491263,0.00016666732,0.000023893479,0.000048159065],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009354746,0.00021839252,0.00030444592,0.00008842562,0.00009580846,0.00017386756,0.00039924477,0.00007902133,0.0000036718677],"category_scores_gemma":[0.00007423215,0.00009243693,0.000049351947,0.00024895018,0.000051776675,0.00007955318,0.00010730805,0.0002418732,0.0000035061853],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006633361,0.0000194831,0.000005285656,0.0007135896,0.000044846,5.358114e-7,0.0010970663,0.84139735,0.14562786,0.010585794,0.0001640199,0.00027785808],"study_design_scores_gemma":[0.00031619554,0.000012462092,0.000004205379,0.00020171807,0.000014990872,0.0000040261084,0.00065204914,0.9165168,0.07930364,0.0017480481,0.0010835227,0.00014233794],"about_ca_topic_score_codex":0.000010632024,"about_ca_topic_score_gemma":0.0000022872052,"teacher_disagreement_score":0.07511947,"about_ca_system_score_codex":0.000031812535,"about_ca_system_score_gemma":0.0000034402694,"threshold_uncertainty_score":0.37694684},"labels":[],"label_agreement":null},{"id":"W4386176573","doi":"10.2316/j.2023.201-0365","title":"NONLINEAR CONTROL DESIGN OPPORTUNITIES FOR AN ELECTROHYDRAULIC SERVOSYSTEM AFFINE IN A CONTROL FORM, 193-201.","year":2023,"lang":"en","type":"article","venue":"Mechatronic systems and control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Affine transformation; Nonlinear system; Control (management); Control theory (sociology); Computer science; Mathematics; Physics; Pure mathematics; Artificial intelligence","score_opus":0.038410144113080344,"score_gpt":0.22978322566885367,"score_spread":0.19137308155577332,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386176573","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.097928755,0.009135805,0.8766116,0.0006514454,0.0022226204,0.010114378,0.00056032016,0.0019637786,0.0008113023],"genre_scores_gemma":[0.9952661,0.00016034316,0.00006010388,0.00013643323,0.0007232814,0.002989203,0.00005417446,0.0001467449,0.00046366273],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9963047,0.00040830215,0.0011763896,0.0005029396,0.00037346975,0.0012342198],"domain_scores_gemma":[0.998103,0.0007323325,0.00019385469,0.00053629786,0.000115884744,0.00031862326],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0025342202,0.0005685654,0.0014069916,0.0004444234,0.00016837433,0.00020700335,0.00034026348,0.00033110342,0.000011635791],"category_scores_gemma":[0.000059908252,0.0005115338,0.00018140116,0.00031953634,0.000034552046,0.00035546432,0.000013986201,0.00023228014,0.000040760675],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0023279851,0.0004237316,0.0019602622,0.009974029,0.0040514646,0.00036311673,0.005613961,0.8607569,0.0431961,0.017453022,0.01119886,0.04268058],"study_design_scores_gemma":[0.011460077,0.0006291454,0.00007573435,0.0002869477,0.00013173807,0.00008244222,0.0018832788,0.9729149,0.00006613586,0.00017117281,0.011745546,0.00055291137],"about_ca_topic_score_codex":0.00031890598,"about_ca_topic_score_gemma":0.00028006817,"teacher_disagreement_score":0.8973373,"about_ca_system_score_codex":0.00021495095,"about_ca_system_score_gemma":0.0001390712,"threshold_uncertainty_score":0.9997336},"labels":[],"label_agreement":null},{"id":"W4386690586","doi":"10.1002/cepa.2590","title":"A framework for multi‐element hybrid simulation of steel braced frames using model updating","year":2023,"lang":"en","type":"article","venue":"ce/papers","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Structural engineering; Braced frame; Brace; Computer science; Finite element method; Nonlinear system; Test data; Set (abstract data type); Engineering; Frame (networking)","score_opus":0.0629567491007318,"score_gpt":0.31587739212725224,"score_spread":0.25292064302652045,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386690586","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42097157,0.00005846664,0.57681155,0.000013011037,0.00027481792,0.00038375362,0.00003074691,0.00025684896,0.0011992138],"genre_scores_gemma":[0.9601288,0.000008823567,0.03955956,0.000026494276,0.00007115424,0.00003319812,0.000025449339,0.00004819608,0.00009833309],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99908304,0.000014606989,0.00035298875,0.00014480123,0.0001587633,0.000245821],"domain_scores_gemma":[0.99938554,0.0002620596,0.000075446726,0.00019369514,0.00003109271,0.000052156935],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019663156,0.00013559592,0.00022429915,0.000077669814,0.00006674701,0.000018744779,0.0000940917,0.00007943688,0.000045363937],"category_scores_gemma":[0.0001394422,0.00013962609,0.000084540436,0.00014786757,0.000013836968,0.000061563216,0.00002127195,0.00008446736,0.000012748862],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003385823,0.000006305117,0.00008738384,0.00023373209,0.000038577316,4.9232983e-7,0.0013064524,0.979995,0.014209514,0.00022587237,0.000049394745,0.0038439068],"study_design_scores_gemma":[0.0002725236,0.000010969023,0.00005970797,0.00020151977,0.000021084536,4.826763e-7,0.0009874562,0.9955797,0.0021074794,0.00019033832,0.00042128778,0.00014743806],"about_ca_topic_score_codex":0.0000072160497,"about_ca_topic_score_gemma":0.0000017196561,"teacher_disagreement_score":0.5391572,"about_ca_system_score_codex":0.000056695346,"about_ca_system_score_gemma":0.000018858334,"threshold_uncertainty_score":0.5693787},"labels":[],"label_agreement":null},{"id":"W4386816401","doi":"10.23977/jemm.2023.080307","title":"A Review of Flow Saturation Resistant Techniques in Multi-actuators Load Sensing Hydraulic System","year":2023,"lang":"en","type":"review","venue":"Journal of Engineering Mechanics and Machinery","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Metering mode; Actuator; Compensation (psychology); Saturation (graph theory); Hydraulic machinery; Engineering; Computer science; Control engineering; Mechanical engineering; Electrical engineering","score_opus":0.028105422510348036,"score_gpt":0.2703435412392115,"score_spread":0.24223811872886347,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386816401","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000036265258,0.8945216,0.10403467,0.0000041822336,0.0008634962,0.00040616863,0.00001736645,0.000123057,0.000025830104],"genre_scores_gemma":[0.00037091487,0.9942057,0.0051176455,0.000007342918,0.00015388786,0.0000096406,0.000008708495,0.00011994597,0.0000062254576],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.99727184,0.00008643899,0.0019441133,0.00015317944,0.0003175471,0.00022686903],"domain_scores_gemma":[0.9987315,0.00018806946,0.0006264461,0.00024121067,0.00010514287,0.000107637665],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0017749824,0.00042178392,0.0022898323,0.0005561798,0.000016857643,0.000024948116,0.00017634446,0.00027322496,0.0000010486209],"category_scores_gemma":[0.0002681417,0.00033572133,0.00036450799,0.00050414744,0.000003846776,0.00009171133,0.000039717102,0.00060332724,0.0000016242752],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000027139884,0.000009447682,4.0101554e-8,0.60857123,0.00027995626,0.00013428087,0.000092913644,0.0032765367,0.0000676837,0.00013667582,0.0003276376,0.38710088],"study_design_scores_gemma":[0.00014157435,0.000051080275,1.762076e-7,0.6039564,0.00038269264,0.00071672274,0.000019414776,0.21595956,0.000012985754,0.0000080482,0.1783844,0.0003669249],"about_ca_topic_score_codex":0.000018149076,"about_ca_topic_score_gemma":0.000006144359,"teacher_disagreement_score":0.38673395,"about_ca_system_score_codex":0.0003647877,"about_ca_system_score_gemma":0.0001175071,"threshold_uncertainty_score":0.99990946},"labels":[],"label_agreement":null},{"id":"W4388154032","doi":"10.1016/j.measurement.2023.113789","title":"Development of a differential load cell negating inertial force","year":2023,"lang":"en","type":"article","venue":"Measurement","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Wheatstone bridge; Load cell; Inertia; Coupling (piping); Torque; Differential (mechanical device); Measure (data warehouse); Transducer; Inertial frame of reference; Wind engineering; Structural engineering; Computer science; Control theory (sociology); Engineering; Mechanics; Simulation; Mechanical engineering; Physics; Electrical engineering; Classical mechanics; Aerospace engineering; Resistor; Artificial intelligence","score_opus":0.04062178138981142,"score_gpt":0.20936265321382994,"score_spread":0.1687408718240185,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388154032","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9620947,0.00009037192,0.023545867,0.0000117485915,0.0007092409,0.00021832975,0.0000014686884,0.00030693883,0.013021297],"genre_scores_gemma":[0.99902344,0.0000026499,0.00066670054,0.0000037177915,0.00007647281,0.00003741451,0.0000032977923,0.000020225065,0.00016610837],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.998637,0.000016188233,0.00037329135,0.00009519054,0.0006671651,0.00021114812],"domain_scores_gemma":[0.9997014,0.000012018317,0.000039029925,0.00013431981,0.00006184597,0.000051390827],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041227543,0.0001115494,0.00016829513,0.000051557596,0.000041765707,0.000011072345,0.00010082507,0.00003772682,0.000051484345],"category_scores_gemma":[0.00002350357,0.00010162518,0.000040652983,0.00015322266,0.000006708956,0.000023163904,0.000026263078,0.00005246753,0.00014046991],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000060978073,0.000032219705,0.00034287013,0.0008029722,0.00008789178,0.0000023540695,0.008917623,0.01372549,0.9525672,0.0000148124645,0.002458748,0.02104169],"study_design_scores_gemma":[0.0015959201,0.00004108699,0.006995161,0.00055689283,0.000039403592,0.0000020606028,0.0010750707,0.1582042,0.8112901,0.000025993946,0.019602701,0.0005714413],"about_ca_topic_score_codex":0.000013136891,"about_ca_topic_score_gemma":0.000038603124,"teacher_disagreement_score":0.14447871,"about_ca_system_score_codex":0.00015707311,"about_ca_system_score_gemma":0.000060446317,"threshold_uncertainty_score":0.41441545},"labels":[],"label_agreement":null},{"id":"W4388538311","doi":"10.18280/jesa.560518","title":"A Comparative Study of Synergetic and Sliding Mode Controllers for Pendulum Systems","year":2023,"lang":"fr","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Control theory (sociology); Pendulum; Inverted pendulum; Mode (computer interface); Sliding mode control; Control engineering; Computer science; Engineering; Physics; Artificial intelligence; Nonlinear system; Control (management); Mechanical engineering","score_opus":0.042084863626509574,"score_gpt":0.29252470959812815,"score_spread":0.25043984597161856,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388538311","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95653564,0.016698284,0.01699172,0.00013429535,0.0050632954,0.002298999,0.00011559427,0.00031759246,0.0018445746],"genre_scores_gemma":[0.9946163,0.0006158988,0.00067105127,0.0000043703626,0.00048678945,0.00012704743,0.000004823977,0.00011549994,0.0033581983],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9956297,0.0008556659,0.0018369466,0.00032583554,0.0005888756,0.0007629588],"domain_scores_gemma":[0.9970867,0.0011837101,0.00075248897,0.00031179728,0.0003129959,0.00035230917],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0016265117,0.00049697177,0.001740201,0.0004936089,0.00043448404,0.0003718919,0.00032449944,0.00017377928,0.00003107782],"category_scores_gemma":[0.00024028106,0.00046126702,0.00022114778,0.0006306692,0.0001096876,0.00037327295,0.00008112757,0.00036317002,0.00008129846],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000094366645,0.00038836658,0.0026697728,0.011069707,0.0037678548,0.00034193724,0.08839133,0.84700507,0.002695908,0.0029486534,0.018030135,0.022596905],"study_design_scores_gemma":[0.002621042,0.0009250595,0.019169897,0.0033130315,0.00044044745,0.000974821,0.037335183,0.9334277,0.00003723023,0.0003213173,0.0010072946,0.0004270038],"about_ca_topic_score_codex":0.00058144797,"about_ca_topic_score_gemma":0.0000755286,"teacher_disagreement_score":0.08642261,"about_ca_system_score_codex":0.00030462004,"about_ca_system_score_gemma":0.00012294811,"threshold_uncertainty_score":0.99978393},"labels":[],"label_agreement":null},{"id":"W4388764021","doi":"10.1115/fpmc2023-111021","title":"The Case for Replacement of Pilot Valves With Pilot Pumps in Hydraulic Control Systems","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Control theory (sociology); Axial piston pump; Hydraulic machinery; Hydraulic pump; Variable displacement pump; Control system; Engineering; Electrohydraulic servo valve; Control valves; Piston pump; Flow control valve; Control engineering; Computer science; Mechanical engineering; Control (management); Electrical engineering","score_opus":0.023302442500204166,"score_gpt":0.23548882777418603,"score_spread":0.21218638527398187,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388764021","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9121476,0.0010543903,0.05355251,0.00068193505,0.0014122232,0.005106645,0.000056769928,0.0009123058,0.025075655],"genre_scores_gemma":[0.99832034,0.000027954333,0.00003656879,0.000018919207,0.000056608933,0.00057157094,0.000003856389,0.000033604018,0.0009305806],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99892235,0.000051824692,0.00045608182,0.00013323476,0.00014370345,0.00029278695],"domain_scores_gemma":[0.99885637,0.00067587284,0.000057454396,0.00032346355,0.000034272467,0.000052569747],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008084625,0.00013872438,0.00028247255,0.00008128704,0.000063817395,0.000035488338,0.000120794706,0.000026290003,0.0000066881103],"category_scores_gemma":[0.00004104232,0.00008289131,0.00003389598,0.00024546694,0.000027757731,0.000044910634,0.000010662838,0.000056848734,0.00002854532],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003857881,0.000079910846,0.0013255158,0.001753756,0.00045466426,0.00017025135,0.0012476646,0.9719489,0.0015563159,0.006146309,0.0138695445,0.0010613695],"study_design_scores_gemma":[0.0026914175,0.0009866866,0.00025088358,0.00018897539,0.000027745502,0.0002003704,0.0025447605,0.98726845,0.00026451563,0.00006528886,0.005318734,0.00019217147],"about_ca_topic_score_codex":0.0013025296,"about_ca_topic_score_gemma":0.00094453734,"teacher_disagreement_score":0.08617277,"about_ca_system_score_codex":0.000044409353,"about_ca_system_score_gemma":0.00002134377,"threshold_uncertainty_score":0.33802095},"labels":[],"label_agreement":null},{"id":"W4389065879","doi":"10.11159/jffhmt.2021.014","title":"Computational Fluid Dynamics-Enabled Modelling and Optimisation of Coolant Flow through Helical Channels","year":2021,"lang":"en","type":"article","venue":"Journal of Fluid Flow Heat and Mass Transfer","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Coolant; Computational fluid dynamics; Fluid dynamics; Flow (mathematics); Dynamics (music); Computer science; Mechanics; Mechanical engineering; Physics; Engineering","score_opus":0.01540761086189779,"score_gpt":0.21217978929435533,"score_spread":0.19677217843245753,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389065879","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30154175,0.0018780675,0.69580287,0.00019217275,0.00030644753,0.00006452983,0.000017669136,0.000011586158,0.00018491734],"genre_scores_gemma":[0.97822565,0.0015310065,0.019977389,0.000038601185,0.00016400481,0.0000021514197,0.000019212523,0.000020829995,0.000021175038],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988633,0.000046506528,0.00057854154,0.00010387408,0.0002503888,0.00015742067],"domain_scores_gemma":[0.9995413,0.00010533127,0.0000158454,0.00006907301,0.00016546287,0.00010299024],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023870246,0.00014618653,0.00041901247,0.00006269673,0.00004957846,0.000041118936,0.000049542923,0.000106058294,0.000038074908],"category_scores_gemma":[0.0000074919044,0.0001281197,0.00009040459,0.00009319632,0.000031404063,0.00020565689,0.0000051223824,0.00015064098,9.262449e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036181205,0.000021736721,0.000039943585,0.00030227494,0.00012403147,0.000022990262,0.0014407296,0.98578894,0.011049384,0.0002504444,0.000099427416,0.00082388695],"study_design_scores_gemma":[0.0009685896,0.00007323701,0.000028128088,0.00024414473,0.000061067236,0.00030685094,0.00021682953,0.99305,0.00416364,0.00055321836,0.00020892947,0.000125368],"about_ca_topic_score_codex":0.0000069699377,"about_ca_topic_score_gemma":0.0000024978078,"teacher_disagreement_score":0.6766839,"about_ca_system_score_codex":0.000037087473,"about_ca_system_score_gemma":0.000046681223,"threshold_uncertainty_score":0.522457},"labels":[],"label_agreement":null},{"id":"W4389223542","doi":"10.1088/1742-6596/2616/1/012015","title":"Improving performance of pump-controlled hydraulic circuits for single-rod actuators: conceptual study","year":2023,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Electronic circuit; Actuator; Hydraulic circuit; Bandwidth throttling; Computer science; Oscillation (cell signaling); Engineering; Mechanical engineering; Electrical engineering","score_opus":0.03612851246396582,"score_gpt":0.23685214102810243,"score_spread":0.2007236285641366,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389223542","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97547203,0.0000515305,0.022250677,0.00002494917,0.0007597402,0.0005292433,0.000011343814,0.00007522343,0.00082528125],"genre_scores_gemma":[0.9993239,0.00002812117,0.00007652997,0.0000066221746,0.00040947724,0.000032113756,0.0000028823881,0.000033544617,0.000086782624],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99839866,0.000046804864,0.000826028,0.00010945782,0.00034700497,0.00027203685],"domain_scores_gemma":[0.99864966,0.00023331317,0.000473136,0.00018903914,0.00037399045,0.00008087489],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00048234392,0.00020918605,0.00080016005,0.00010823321,0.00006782058,0.00006520941,0.00027174636,0.00006088384,0.000013177909],"category_scores_gemma":[0.00012817112,0.00017517999,0.0001784397,0.00025819085,0.000081805185,0.00063422386,0.00002617485,0.0001654835,0.000008580369],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008712419,0.0007735144,0.006042661,0.002743125,0.0026312924,0.000046617846,0.09733358,0.052371897,0.35863465,0.0043725944,0.0007146642,0.47346416],"study_design_scores_gemma":[0.027908277,0.012305608,0.004564665,0.0019176223,0.000957263,0.00018450904,0.09509896,0.22848327,0.62242484,0.0031087429,0.0011268954,0.0019193328],"about_ca_topic_score_codex":0.0000064945352,"about_ca_topic_score_gemma":0.000003763823,"teacher_disagreement_score":0.47154483,"about_ca_system_score_codex":0.00004173042,"about_ca_system_score_gemma":0.00012779437,"threshold_uncertainty_score":0.7143633},"labels":[],"label_agreement":null},{"id":"W4389540931","doi":"10.17118/11143/20964","title":"An experimental study of archimedes screw pump efficiency","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Mechanical engineering; Engineering","score_opus":0.024396443873188848,"score_gpt":0.2793188456466039,"score_spread":0.2549224017734151,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389540931","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9763959,0.000023395343,0.0005508485,0.0000022203449,0.00016478213,0.00019279981,9.868222e-7,0.0004196124,0.02224946],"genre_scores_gemma":[0.9997309,0.0000013753436,0.000033122073,0.0000028713237,0.000029285267,0.000020582966,0.0000022170816,0.000013938414,0.00016572564],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99944675,0.000022795391,0.0001751281,0.00008198227,0.0001459592,0.00012739528],"domain_scores_gemma":[0.9997182,0.00002885173,0.000010183927,0.000188499,0.000005770648,0.000048519],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012696626,0.00006869209,0.00012281895,0.000072329065,0.000022993549,0.000009817202,0.00011922365,0.000017386952,0.00014123894],"category_scores_gemma":[0.0000038956878,0.000056808378,0.000018247656,0.00018844736,0.000011132814,0.000041376894,0.000014123628,0.000027783737,0.00014975191],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017397033,0.0034346657,0.02677713,0.00042790885,0.00026691335,0.000055180193,0.15616019,0.38011312,0.41935828,0.0013472738,0.003965818,0.008076121],"study_design_scores_gemma":[0.0012332522,0.0015429539,0.019443585,0.00006071928,0.000014710361,0.000009328745,0.0835049,0.7706372,0.12280292,0.00003355304,0.00028785958,0.00042898452],"about_ca_topic_score_codex":0.00011975803,"about_ca_topic_score_gemma":0.00001854414,"teacher_disagreement_score":0.39052412,"about_ca_system_score_codex":0.000008009584,"about_ca_system_score_gemma":0.000003618313,"threshold_uncertainty_score":0.23165785},"labels":[],"label_agreement":null},{"id":"W4389540954","doi":"10.17118/11143/20971","title":"Acoustic-structure interaction in disk-disk configurations in water forhigh head pump-turbines","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Andritz (Canada); Polytechnique Montréal","funders":"","keywords":"Head (geology); Acoustics; Computer science; Physics; Geology","score_opus":0.015448352821219135,"score_gpt":0.2509723822871081,"score_spread":0.23552402946588896,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389540954","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.986457,0.000012544945,0.0031771632,0.00034266882,0.0010023883,0.00024003234,0.000011612524,0.0003444338,0.008412191],"genre_scores_gemma":[0.99880224,0.000013209671,0.000024536977,0.000029896772,0.000091378555,0.000042313623,0.000095536954,0.000021098487,0.000879799],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992209,0.000022160679,0.0003073702,0.00011987723,0.000091436596,0.00023822396],"domain_scores_gemma":[0.99975103,0.00006526844,0.000011753713,0.00012278094,0.000012518458,0.000036650825],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000083586565,0.00012244459,0.00016798238,0.00020041538,0.00002356929,0.00003777409,0.000067564295,0.00008876933,0.00048606086],"category_scores_gemma":[0.000021046322,0.000087000044,0.000027369353,0.00025241272,0.000008704982,0.00017016275,0.000013279038,0.00013886823,0.00031891346],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010652954,0.000021408954,0.006807577,0.00032044144,0.000038458813,0.000035344434,0.0065661324,0.85998714,0.117372975,0.00028108014,0.005617945,0.0029408466],"study_design_scores_gemma":[0.0005566195,0.000017162552,0.02546497,0.0001531883,0.000007776895,0.000021160427,0.0018179243,0.9531155,0.011872309,0.00052423304,0.0061517567,0.00029738335],"about_ca_topic_score_codex":0.00038932255,"about_ca_topic_score_gemma":0.004934727,"teacher_disagreement_score":0.10550067,"about_ca_system_score_codex":0.00005815038,"about_ca_system_score_gemma":0.000005414142,"threshold_uncertainty_score":0.53220254},"labels":[],"label_agreement":null},{"id":"W4389540986","doi":"10.17118/11143/20983","title":"1D modelling of the liquid-gas jet pump performance","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hydro-Québec; Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada; Natural Resources Canada; Hydro-Québec; Université de Sherbrooke","keywords":"Jet (fluid); Mechanics; Materials science; Environmental science; Physics","score_opus":0.0305483611301068,"score_gpt":0.19936804792404694,"score_spread":0.16881968679394013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389540986","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9351879,0.000028349215,0.016289582,0.0000595009,0.0003469513,0.0000769728,0.0000012735203,0.00022919862,0.04778028],"genre_scores_gemma":[0.9984446,0.00007228579,0.000056666526,0.0000131298375,0.00004446871,0.0000073060046,8.759208e-7,0.0000130595,0.001347594],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99955267,0.000007915852,0.0001564054,0.000048375838,0.00011176518,0.00012287812],"domain_scores_gemma":[0.999732,0.000031747073,0.00001363521,0.00019179514,0.000010703547,0.000020078729],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001359568,0.000059736085,0.00009405723,0.00002666279,0.000027231032,0.0000052419687,0.00013019152,0.00003246211,0.00005750513],"category_scores_gemma":[0.0000042659117,0.000037002712,0.00003713773,0.0002013073,0.000010474374,0.00003955534,0.000021125526,0.000049713646,0.00021399942],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[7.768415e-7,0.0000011977314,0.0002471232,0.000110176734,0.0000102833255,1.596364e-7,0.0005370364,0.99726737,0.00045967754,0.0001296816,0.0009527732,0.00028377026],"study_design_scores_gemma":[0.000042334843,0.0000077488285,0.00011023739,0.00005087604,0.000002725781,0.0000015448446,0.000089049376,0.9891636,0.008180286,0.000019610758,0.002283386,0.000048604772],"about_ca_topic_score_codex":0.000028277882,"about_ca_topic_score_gemma":0.0000037647987,"teacher_disagreement_score":0.06325672,"about_ca_system_score_codex":0.00000888305,"about_ca_system_score_gemma":0.0000059975555,"threshold_uncertainty_score":0.2750601},"labels":[],"label_agreement":null},{"id":"W4389540993","doi":"10.17118/11143/20958","title":"Flows in vibrating channel","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Channel (broadcasting); Computer science; Telecommunications","score_opus":0.015537263385964601,"score_gpt":0.20909280407243322,"score_spread":0.19355554068646863,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389540993","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6650479,0.000055423738,0.01711362,0.0001274272,0.0007977235,0.00015367578,0.0000012474911,0.0016044965,0.31509852],"genre_scores_gemma":[0.9991606,0.000006464008,0.00010225858,0.000017235603,0.000056105724,0.000015172902,0.0000022637882,0.000010842081,0.0006290433],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99967134,0.0000058438904,0.00010912791,0.000043812935,0.000047584494,0.00012232021],"domain_scores_gemma":[0.99987715,0.00003062091,0.0000032093014,0.00006634369,0.0000020349873,0.000020660533],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00010686235,0.000041950818,0.000067578556,0.000061554776,0.000008978034,0.0000087660665,0.000040404793,0.000025555903,0.000087255496],"category_scores_gemma":[0.000010220731,0.000037499463,0.0000117043655,0.00024167824,0.0000014695652,0.000035203317,0.000007888026,0.000034449444,0.0009239106],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[4.976471e-7,0.0000047781523,0.0010017512,0.00020321814,0.000014867691,0.000028606986,0.004583535,0.9582725,0.0035646101,0.0005427527,0.017882109,0.013900783],"study_design_scores_gemma":[0.000060070088,0.0000019160304,0.0006624459,0.000023197745,2.7691235e-7,0.0000013245236,0.00033531163,0.9976021,0.00021775553,0.000094674426,0.0009492076,0.000051735267],"about_ca_topic_score_codex":0.00003508233,"about_ca_topic_score_gemma":0.00007496331,"teacher_disagreement_score":0.33411276,"about_ca_system_score_codex":0.000009290807,"about_ca_system_score_gemma":0.0000021168344,"threshold_uncertainty_score":0.99985397},"labels":[],"label_agreement":null},{"id":"W4389584777","doi":"10.17118/11143/21025","title":"Numerical estimation of the leakage flow force coefficients of a Francisturbine runner for shaft-line dynamics","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Francis turbine; Leakage (economics); Turbine; Mechanics; Line (geometry); Dynamics (music); Control theory (sociology); Flow (mathematics); Computer science; Marine engineering; Physics; Mechanical engineering; Engineering; Mathematics; Acoustics; Geometry","score_opus":0.010227328606947415,"score_gpt":0.23231638243840744,"score_spread":0.22208905383146002,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389584777","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13263811,0.000016223801,0.86475855,0.00006374038,0.00036116142,0.00033194007,0.00004407708,0.000115883064,0.0016703338],"genre_scores_gemma":[0.99708915,0.0000015534342,0.0015998342,0.000011878509,0.000021390746,0.000024255445,0.00004017102,0.000019526575,0.0011922227],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993342,0.000009606599,0.0003046377,0.00007003142,0.00015637116,0.0001251164],"domain_scores_gemma":[0.99958134,0.000120047625,0.000044582008,0.00019451231,0.00003674244,0.000022756665],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016225634,0.00007997526,0.00019155043,0.000038645074,0.000023794617,0.000003904376,0.00012835872,0.000050408038,0.000025806961],"category_scores_gemma":[0.00008498389,0.00005359957,0.00007848547,0.00032062663,0.000018702332,0.000024467628,0.000016706928,0.000038689832,0.000014566136],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000038196927,0.000012198357,0.000121402445,0.0003263562,0.000019652178,9.824715e-8,0.00024035493,0.99232554,0.0004010894,0.00040534354,0.0008805369,0.005263618],"study_design_scores_gemma":[0.0002720054,0.000023762128,0.0007010453,0.00005546537,0.0000104174405,0.0000010427115,0.000062872175,0.99714184,0.0014586024,0.00008963736,0.00012628174,0.000057043453],"about_ca_topic_score_codex":0.000025720305,"about_ca_topic_score_gemma":0.0000105669205,"teacher_disagreement_score":0.86445105,"about_ca_system_score_codex":0.000023215945,"about_ca_system_score_gemma":0.000007681206,"threshold_uncertainty_score":0.2185727},"labels":[],"label_agreement":null},{"id":"W4389584853","doi":"10.17118/11143/21043","title":"Preliminary experimental modal analysis of a model Francis runner inoperation using piezoelectric actuators","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Actuator; Modal; Modal analysis; Computer science; Piezoelectricity; Acoustics; Engineering; Finite element method; Structural engineering; Electrical engineering; Materials science; Physics; Artificial intelligence","score_opus":0.026863846788414535,"score_gpt":0.2614560092641898,"score_spread":0.2345921624757753,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389584853","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.64466935,0.00005711948,0.35407612,0.0000025495885,0.000054078562,0.00007731199,0.0000034162376,0.00015401343,0.0009060355],"genre_scores_gemma":[0.99868494,0.0000056016916,0.0011022175,0.000009572659,0.000021854483,0.000017999188,0.000022647664,0.000020721489,0.000114437906],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992496,0.000014299384,0.00027863256,0.000113794056,0.00018002074,0.00016367844],"domain_scores_gemma":[0.9997198,0.000028013377,0.000026296297,0.00016213927,0.000019555717,0.000044189746],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010344311,0.00010977693,0.0002501136,0.00047234175,0.000035918034,0.000012870837,0.00007213898,0.00006767584,0.0000879662],"category_scores_gemma":[0.0000070403103,0.00009951769,0.000098966964,0.0014798335,0.000009117007,0.00011007001,0.00001596195,0.000044234937,0.000022052707],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000037460024,0.000012957444,0.00024239128,0.00002057894,0.000273019,9.341942e-7,0.0026132332,0.9743141,0.019770673,0.00005603387,0.00015029375,0.0025420259],"study_design_scores_gemma":[0.000099600904,0.000024352597,0.00023410277,0.0000063838233,0.00012181679,0.0000010556339,0.00029758096,0.9922307,0.006861047,0.0000100484185,0.000004220506,0.0001090487],"about_ca_topic_score_codex":0.00009533266,"about_ca_topic_score_gemma":0.0000047048293,"teacher_disagreement_score":0.3540156,"about_ca_system_score_codex":0.000058039965,"about_ca_system_score_gemma":0.000013760335,"threshold_uncertainty_score":0.40582135},"labels":[],"label_agreement":null},{"id":"W4389584899","doi":"10.17118/11143/21029","title":"Harmonic modal analysis using simulated hydroelectric runner steady-statestrain gauge measurements","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Andritz (Canada); Hydro-Québec","funders":"","keywords":"Hydroelectricity; Strain gauge; Modal analysis; Harmonic analysis; Steady state (chemistry); Harmonic; Gauge (firearms); Modal; Physics; Acoustics; Mechanics; Engineering; Electrical engineering; Materials science; Electronic engineering; Vibration","score_opus":0.05834335708865946,"score_gpt":0.26798910271686577,"score_spread":0.20964574562820631,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389584899","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97739667,0.00009360701,0.01533976,0.000016566859,0.0001907409,0.00020802658,0.00001074467,0.0011442425,0.005599665],"genre_scores_gemma":[0.99887794,0.000011639375,0.00013104331,0.000020130201,0.000045085962,0.0000036531726,0.00005614381,0.000047950278,0.00080639916],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99841726,0.00005662452,0.00041772038,0.00021901708,0.00038967963,0.00049967336],"domain_scores_gemma":[0.9994362,0.00006502545,0.000038300706,0.00029036665,0.000041793897,0.00012831039],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041640905,0.00021511769,0.00036109926,0.00057966285,0.00007590999,0.000055302455,0.00016083004,0.00009470378,0.0003478507],"category_scores_gemma":[0.000024988707,0.00019761383,0.00015577416,0.0033200425,0.0000118607795,0.000105307634,0.000018399767,0.0001163269,0.00045826472],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000015483223,0.000009109338,0.0022667875,0.000039399576,0.0008557338,0.000011000702,0.00027120145,0.9838455,0.011557671,0.000008275911,0.000563332,0.0005704689],"study_design_scores_gemma":[0.00026694118,0.000011249597,0.0015318977,0.000014599666,0.0002486501,0.0000026967132,0.00007441428,0.99592966,0.001492747,0.000048463513,0.00014328284,0.00023540414],"about_ca_topic_score_codex":0.0003179991,"about_ca_topic_score_gemma":0.000038153954,"teacher_disagreement_score":0.021481307,"about_ca_system_score_codex":0.0001386978,"about_ca_system_score_gemma":0.000024215486,"threshold_uncertainty_score":0.80584586},"labels":[],"label_agreement":null},{"id":"W4389584901","doi":"10.17118/11143/21039","title":"Development of a control strategy to reproduce the start-ups of hydraulicturbines with a closed-loop test stand","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université Laval; Héma-Québec","funders":"","keywords":"Test (biology); Closed loop; Hydraulic turbines; Loop (graph theory); Control theory (sociology); Control (management); Control engineering; Computer science; Engineering; Aerospace engineering; Turbine; Geology; Artificial intelligence; Mathematics","score_opus":0.018413908776893948,"score_gpt":0.22050554963032992,"score_spread":0.20209164085343598,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389584901","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9788904,0.00010108512,0.00834649,0.00017054062,0.00007079553,0.0006481116,0.000018348423,0.00021440715,0.011539815],"genre_scores_gemma":[0.99800223,0.000006054197,0.00072326977,0.000022217102,0.00003081491,0.000057015757,0.0000027877873,0.000024132225,0.0011314525],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99890584,0.000018680876,0.00044758053,0.00015815593,0.00026161844,0.00020810787],"domain_scores_gemma":[0.999211,0.00021016905,0.00005676278,0.00038523393,0.000075736956,0.00006110446],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040910553,0.00014252507,0.00029455492,0.00007315648,0.000034339606,0.0000130258995,0.00016509922,0.000035140576,0.000045048422],"category_scores_gemma":[0.00006555677,0.00008135596,0.000027093607,0.00045653494,0.00002666905,0.000035523357,0.00001867465,0.000055536908,0.000042938434],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016571689,0.00015593917,0.007775609,0.0021874718,0.00097601075,0.00003306893,0.031268727,0.75544256,0.1319764,0.0005935068,0.017232511,0.052192472],"study_design_scores_gemma":[0.010308638,0.002837195,0.14146887,0.0028038707,0.00032200755,0.000110963956,0.03445113,0.34048852,0.3654874,0.0002484206,0.09852144,0.0029515547],"about_ca_topic_score_codex":0.000045116245,"about_ca_topic_score_gemma":0.00016325884,"teacher_disagreement_score":0.41495407,"about_ca_system_score_codex":0.000019829115,"about_ca_system_score_gemma":0.00008109672,"threshold_uncertainty_score":0.33175996},"labels":[],"label_agreement":null},{"id":"W4389584921","doi":"10.17118/11143/21027","title":"Building a structural digital twin for the transient behavior of ahydraulic turbine using modal analysis","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Hydro-Québec","funders":"","keywords":"Transient (computer programming); Modal; Modal analysis; Turbine; Transient analysis; Structural engineering; Computer science; Automotive engineering; Engineering; Transient response; Mechanical engineering; Finite element method; Materials science; Electrical engineering; Composite material","score_opus":0.025189488701806005,"score_gpt":0.27111147970612615,"score_spread":0.24592199100432013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389584921","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81868744,0.000052924333,0.18034087,0.000022834038,0.00018326197,0.0002987736,0.00005265633,0.00015885809,0.00020236692],"genre_scores_gemma":[0.99894977,0.0000019351398,0.00082491274,0.0000049931814,0.00006348544,0.000037821264,0.000017266555,0.000023012824,0.00007679074],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991472,0.0000074664467,0.0003253945,0.00011794301,0.00017440313,0.00022762861],"domain_scores_gemma":[0.9995374,0.00015447503,0.000032386535,0.00020326264,0.00002748491,0.000044969],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012272359,0.00012754227,0.00027006576,0.00016872297,0.000057405075,0.000046506622,0.00014891039,0.000046421643,0.000038942726],"category_scores_gemma":[0.000014083618,0.00008485517,0.0002451987,0.0008174974,0.000023866203,0.000099398436,0.000014683914,0.000049501195,0.000003285517],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000036143701,0.0000049083887,0.0009971085,0.00007688371,0.0004976736,0.0000017000742,0.00071000005,0.98453164,0.008163049,0.00014002642,0.00008483777,0.0047885305],"study_design_scores_gemma":[0.00018228611,0.000012003724,0.0067303213,0.000011242593,0.00039507216,0.0000050110666,0.0003059995,0.991103,0.000933063,0.000031494816,0.00017910934,0.0001114076],"about_ca_topic_score_codex":0.000098402365,"about_ca_topic_score_gemma":0.000020458006,"teacher_disagreement_score":0.18026233,"about_ca_system_score_codex":0.000029777255,"about_ca_system_score_gemma":0.000008186889,"threshold_uncertainty_score":0.34602934},"labels":[],"label_agreement":null},{"id":"W4389584934","doi":"10.17118/11143/21024","title":"Study of 1D numerical simulation of the closed-loop hydraulic test standduring start-up","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université Laval","funders":"","keywords":"Loop (graph theory); Closed loop; Test (biology); Control theory (sociology); Computer science; Hydraulic machinery; Computer simulation; Simulation; Mechanics; Control engineering; Engineering; Mechanical engineering; Geology; Physics; Mathematics; Control (management); Artificial intelligence","score_opus":0.029199954937031744,"score_gpt":0.25842988624689917,"score_spread":0.2292299313098674,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389584934","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9919533,0.000016457545,0.0020193912,0.00001882703,0.00031167222,0.00038146277,0.0000056111694,0.0001986935,0.0050945813],"genre_scores_gemma":[0.9993542,0.0000029071844,0.000009953284,0.000005576065,0.000035421246,0.000010791425,0.000001550023,0.000022109129,0.00055748044],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998978,0.000041626936,0.00041809864,0.0000998418,0.00030953105,0.00015286688],"domain_scores_gemma":[0.9991672,0.00038170937,0.00006341656,0.00031933095,0.000034151148,0.000034163266],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019772012,0.00010432985,0.00023351268,0.00006489589,0.000035158722,0.0000076169613,0.00015582274,0.000042654847,0.00006286304],"category_scores_gemma":[0.00009770154,0.00007255649,0.00005272747,0.0005194992,0.000014908466,0.0000501998,0.000043289125,0.00007643167,0.000037134538],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000026624382,0.00006431663,0.021341395,0.00011751196,0.00004653637,0.000001150003,0.0036934565,0.9720735,0.0011103741,0.0000144926125,0.00029809173,0.001236545],"study_design_scores_gemma":[0.0006190226,0.00012150251,0.051748477,0.00006878095,0.000024690915,9.590746e-7,0.004007785,0.94061637,0.0023236605,0.000036895286,0.00030766195,0.00012419355],"about_ca_topic_score_codex":0.00011335335,"about_ca_topic_score_gemma":0.000035063003,"teacher_disagreement_score":0.031457096,"about_ca_system_score_codex":0.00002549904,"about_ca_system_score_gemma":0.000011636509,"threshold_uncertainty_score":0.29587677},"labels":[],"label_agreement":null},{"id":"W4389641359","doi":"10.23977/jemm.2023.080410","title":"Dynamic Modeling of Three-Degree-of-Freedom Hydraulic Wrist for Mine","year":2023,"lang":"en","type":"article","venue":"Journal of Engineering Mechanics and Machinery","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Jacobian matrix and determinant; Kinematics; Control theory (sociology); Wrist; Screw theory; Control engineering; Computer science; Robot; Engineering; Simulation; Mathematics; Artificial intelligence","score_opus":0.02027331217571294,"score_gpt":0.22451460799348164,"score_spread":0.2042412958177687,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389641359","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19593325,0.0016373771,0.80120236,0.000031934258,0.00093331956,0.00012120606,0.000021985341,0.00005716683,0.00006137649],"genre_scores_gemma":[0.99114615,0.00041387574,0.008255526,0.0000025131242,0.000104688654,0.0000048810107,0.0000049249816,0.000052178868,0.000015267093],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99882066,0.000006502266,0.00070588157,0.00008035841,0.00019157739,0.00019503156],"domain_scores_gemma":[0.99937546,0.0001379939,0.00015711172,0.00015023716,0.00009112073,0.00008809642],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006045371,0.0001657884,0.00049155153,0.00031761124,0.000018698993,0.0000107624855,0.00016328951,0.00008798101,0.0000027778087],"category_scores_gemma":[0.00010257563,0.00014626993,0.00015735187,0.00021833048,0.0000046483183,0.000079403864,0.00002922789,0.00015348363,6.4604717e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000102047925,0.000008794772,0.000012336467,0.00075784867,0.00012855808,0.0000044618623,0.00011506876,0.98140067,0.014829639,0.00095583353,0.00010602455,0.0016705401],"study_design_scores_gemma":[0.00046026468,0.000107775726,0.00003229722,0.00033422647,0.000054716198,0.000051725383,0.000042481024,0.99778,0.000131429,0.00065714435,0.00021764997,0.00013027021],"about_ca_topic_score_codex":0.000015600112,"about_ca_topic_score_gemma":0.000008779078,"teacher_disagreement_score":0.79521286,"about_ca_system_score_codex":0.00002336508,"about_ca_system_score_gemma":0.000017433164,"threshold_uncertainty_score":0.5964715},"labels":[],"label_agreement":null},{"id":"W4390092326","doi":"10.22093/wwj.2022.331433.3242","title":"Making a Smart Pressure Reducing Valve for Reducing Pressure Fluctuation Caused by Water Hammer in Water Distribution Network Using Input-Output Feedback Linearization","year":2022,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Water hammer; Pressure regulator; Control theory (sociology); Linearization; Feedback linearization; Relief valve; Distribution (mathematics); Hammer; Environmental science; Computer science; Control engineering; Engineering; Mathematics; Mechanical engineering; Nonlinear system; Physics; Control (management); Artificial intelligence; Mathematical analysis","score_opus":0.14808106294239878,"score_gpt":0.43827049903020665,"score_spread":0.2901894360878079,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390092326","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8933712,0.009120389,0.09181121,0.00011786843,0.0026486875,0.0022497815,0.00022720899,0.000144132,0.00030951717],"genre_scores_gemma":[0.99794304,0.00016628801,0.00024448108,0.00004472432,0.0004338107,0.00016755146,0.000638583,0.000113835194,0.00024769822],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9965703,0.0004030555,0.0012476544,0.00046518183,0.00062130153,0.0006925445],"domain_scores_gemma":[0.99879694,0.00015000404,0.00036934126,0.0003916858,0.00017903437,0.00011301164],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0023013088,0.00037209588,0.00072860223,0.00033214135,0.00055562257,0.0007750386,0.00088087475,0.00016392354,0.0014243352],"category_scores_gemma":[0.00009507272,0.000321063,0.00018364677,0.00056670856,0.000032981407,0.0014512033,0.0004680359,0.0004900138,0.0000034325292],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007130395,0.000051812367,0.009011157,0.00042594926,0.00031462737,0.0000028358108,0.0023907518,0.8409071,0.1273345,0.0000037069221,0.01771293,0.0017733128],"study_design_scores_gemma":[0.001348165,0.000020698004,0.013401054,0.0014687005,0.00046537197,0.000023512932,0.00028852533,0.87114006,0.06509199,0.00051887386,0.045281988,0.0009510802],"about_ca_topic_score_codex":0.000694539,"about_ca_topic_score_gemma":0.000013081846,"teacher_disagreement_score":0.10457182,"about_ca_system_score_codex":0.00026339488,"about_ca_system_score_gemma":0.00005201534,"threshold_uncertainty_score":0.9999241},"labels":[],"label_agreement":null},{"id":"W4390113020","doi":"10.1002/eqe.4069","title":"Multi‐rate real‐time hybrid simulation with adaptive discrete feedforward controller‐based compensation strategy","year":2023,"lang":"en","type":"article","venue":"Earthquake Engineering & Structural Dynamics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council","keywords":"Control theory (sociology); Actuator; Feed forward; Controller (irrigation); Computer science; Compensation (psychology); Substructure; Computation; Computer simulation; Interpolation (computer graphics); Simulation; Engineering; Algorithm; Control engineering; Structural engineering; Control (management)","score_opus":0.009577563445722328,"score_gpt":0.21249025982870667,"score_spread":0.20291269638298434,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390113020","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80210084,0.000016695136,0.19535865,0.00001598408,0.00028370053,0.00045232,0.0001441298,0.0014852803,0.00014242482],"genre_scores_gemma":[0.9969685,0.0000056203985,0.00207421,0.000005983956,0.00011254035,0.00003085557,0.0005156947,0.00011406595,0.00017253491],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99844325,0.000047274625,0.00043376614,0.0002914344,0.00028554755,0.00049872097],"domain_scores_gemma":[0.9991681,0.00026758926,0.00008563492,0.00025992593,0.000078935365,0.0001398331],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00018811983,0.00041364532,0.00045099013,0.00019562377,0.0001051615,0.0001034789,0.00015473741,0.00010623602,0.000026588827],"category_scores_gemma":[0.000029526796,0.00036740085,0.0000964128,0.00039803158,0.000032148593,0.00023618822,0.000016994529,0.000242793,0.00014244359],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029778193,0.0000017380767,0.00014777758,0.00007749834,0.00007972166,0.000017044224,0.00011068272,0.98829406,0.00091602927,0.00012504851,0.000011397032,0.010189214],"study_design_scores_gemma":[0.0008769109,0.00007390901,0.191612,0.00008076699,0.00002550733,0.0000073038987,0.000042402327,0.80682135,0.000045500223,0.00001473496,0.000024350296,0.00037525478],"about_ca_topic_score_codex":0.000057875586,"about_ca_topic_score_gemma":0.000046686633,"teacher_disagreement_score":0.19486767,"about_ca_system_score_codex":0.00016314058,"about_ca_system_score_gemma":0.000026773545,"threshold_uncertainty_score":0.9998778},"labels":[],"label_agreement":null},{"id":"W4390277520","doi":"10.11159/icffts23.171","title":"Investigating Airlift Pump Performance under Three-Phase Flow Conditions","year":2023,"lang":"en","type":"article","venue":"Proceedings of the International Conference on Fluid Flow and Thermal Science, ICFFTS ...","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada; Ontario Ministry of Agriculture, Food and Rural Affairs","keywords":"Airlift; Two-phase flow; Flow (mathematics); Phase (matter); Environmental science; Mechanics; Marine engineering; Computer science; Engineering; Physics; Chemistry","score_opus":0.0346095331304829,"score_gpt":0.265260680692223,"score_spread":0.23065114756174013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390277520","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9281787,0.00000804947,0.0000712664,0.00068391097,0.0006451784,0.00015534909,0.00002312236,0.00013214194,0.07010227],"genre_scores_gemma":[0.9993348,0.00002665053,0.00010922849,0.00011282103,0.00010177741,0.000028146165,0.0000041607855,0.0000127642215,0.0002696401],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99862546,0.000003197988,0.00027373063,0.00021156107,0.000624673,0.0002613844],"domain_scores_gemma":[0.9994591,0.00003796083,0.000074698386,0.00009229344,0.00023007952,0.00010586805],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004959584,0.0001508867,0.00014695815,0.00017686888,0.00027567564,0.00016171482,0.00070497685,0.000048322076,0.0001368354],"category_scores_gemma":[0.00008107985,0.00010829687,0.000044451543,0.00051294087,0.0004224419,0.00044123927,0.0001310676,0.0001471585,0.000061776205],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016918506,0.00006543806,0.008129046,0.00019558049,0.000105715895,8.21008e-7,0.0023665512,0.03644317,0.80369514,0.12690574,0.001678341,0.020397551],"study_design_scores_gemma":[0.00029355485,0.000043743497,0.014696854,0.00021270369,0.0000071173617,0.000007197392,0.00031230494,0.96351635,0.01821262,0.002405583,0.00015326675,0.00013872853],"about_ca_topic_score_codex":0.000013794139,"about_ca_topic_score_gemma":0.0000036603085,"teacher_disagreement_score":0.9270732,"about_ca_system_score_codex":0.000046593526,"about_ca_system_score_gemma":0.00006722386,"threshold_uncertainty_score":0.4416218},"labels":[],"label_agreement":null},{"id":"W4390637149","doi":"10.1177/01423312231201676","title":"LuGre model–based robust adaptive control for a pump-controlled hydraulic actuator experiencing friction","year":2024,"lang":"en","type":"article","venue":"Transactions of the Institute of Measurement and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Control theory (sociology); Robustness (evolution); Adaptive control; Parametric statistics; Actuator; Robust control; Feed forward; Lyapunov function; Attenuation; Compensation (psychology); Engineering; Computer science; Control engineering; Control system; Mathematics; Control (management); Nonlinear system; Artificial intelligence","score_opus":0.03039748834674361,"score_gpt":0.21058068931165386,"score_spread":0.18018320096491025,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390637149","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.017912054,0.0015031768,0.9769885,0.0002583327,0.0010024646,0.0016047588,0.000058118494,0.00011885163,0.00055371824],"genre_scores_gemma":[0.9986614,0.000017128366,0.00062860467,0.000034108194,0.000062249295,0.00053217803,8.740082e-7,0.000025247407,0.00003819912],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99868983,0.00004031182,0.000520598,0.00017016138,0.00039396435,0.00018514556],"domain_scores_gemma":[0.99938595,0.00009958673,0.00008063113,0.00022438042,0.00014929043,0.000060133014],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005465789,0.00020856094,0.000508416,0.00012218757,0.00013469925,0.00003240675,0.00014784114,0.000093428585,0.000010278429],"category_scores_gemma":[0.000030808085,0.00015034627,0.00032482555,0.00013954577,0.000072352035,0.00023969401,0.0000015198511,0.00012206295,9.0419525e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003648546,0.000042246244,0.0000036616946,0.00036960587,0.00066367583,3.6456794e-7,0.000852944,0.95407647,0.039280534,0.00029195857,0.000045020166,0.004008661],"study_design_scores_gemma":[0.0065795355,0.00008879046,0.000012254198,0.0003968354,0.0005543204,0.0000027389622,0.00018458077,0.9850319,0.006502244,0.00011309797,0.00039143462,0.0001422892],"about_ca_topic_score_codex":0.00006226123,"about_ca_topic_score_gemma":0.00008602074,"teacher_disagreement_score":0.98074937,"about_ca_system_score_codex":0.00010587971,"about_ca_system_score_gemma":0.00012910085,"threshold_uncertainty_score":0.6130943},"labels":[],"label_agreement":null},{"id":"W4391054437","doi":"10.2316/j.2024.201-0396","title":"RELIABILITY ALLOCATION OF HYDRAULIC SYSTEMS FOR COMPUTER NUMERICAL CONTROL (CNC) MACHINE TOOLS BASED ON IMPROVED FUZZY ANALYTIC HIERARCHY PROCESS (FAHP), 18-24.","year":2024,"lang":"en","type":"article","venue":"Mechatronic systems and control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Numerical control; Reliability (semiconductor); Computer science; Process (computing); Hierarchy; Fuzzy logic; Analytic hierarchy process; Machine tool; Reliability engineering; Control engineering; Engineering; Operations research; Artificial intelligence; Mechanical engineering; Operating system","score_opus":0.009876649555139637,"score_gpt":0.22632703748855276,"score_spread":0.21645038793341312,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391054437","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00962502,0.010629943,0.97143996,0.00019386476,0.0026508025,0.004173414,0.00029913534,0.00047750995,0.0005103346],"genre_scores_gemma":[0.99775714,0.00002590025,0.00006990832,0.00006667449,0.000572352,0.0012613327,0.000047486712,0.00008840663,0.0001107756],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9970364,0.00022825992,0.0011807632,0.0005841266,0.00041609674,0.0005543797],"domain_scores_gemma":[0.9979061,0.00097012543,0.00018337533,0.0005788954,0.00016472167,0.00019676563],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0014173872,0.00045517288,0.0012093981,0.0002237169,0.00009197662,0.00026166308,0.00023056607,0.00024666023,0.000011145619],"category_scores_gemma":[0.00008078136,0.00036448977,0.0002619503,0.00026960185,0.000044238237,0.00019745987,0.000010417163,0.00025802536,0.000013155508],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023384746,0.00009236749,0.00014298022,0.010298861,0.0005503917,0.00000595066,0.0002798515,0.9761868,0.0015058835,0.0026373933,0.00044455557,0.007621127],"study_design_scores_gemma":[0.0031893144,0.0005050253,0.00008735633,0.0008316996,0.00022096801,0.000021166135,0.000117074436,0.9917179,0.00003873073,0.000077291734,0.0028376256,0.00035589514],"about_ca_topic_score_codex":0.00035932258,"about_ca_topic_score_gemma":0.000006372214,"teacher_disagreement_score":0.9881321,"about_ca_system_score_codex":0.00023570344,"about_ca_system_score_gemma":0.00014034036,"threshold_uncertainty_score":0.99988073},"labels":[],"label_agreement":null},{"id":"W4391419416","doi":"","title":"Extremal harmonic active control of torque oscillation applied to a monocylinder hybrid powertrain","year":2012,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Powertrain; Torque; Control theory (sociology); Direct torque control; Harmonic; Oscillation (cell signaling); Harmonic analysis; Control (management); Physics; Computer science; Engineering; Electrical engineering; Voltage; Acoustics; Electronic engineering; Induction motor; Chemistry; Artificial intelligence; Thermodynamics","score_opus":0.011465465483020215,"score_gpt":0.2039732207942946,"score_spread":0.1925077553112744,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391419416","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.36602515,0.0003140097,0.57187694,0.00056329014,0.0001845127,0.00046152447,0.000031594034,0.00017820891,0.060364764],"genre_scores_gemma":[0.9955159,0.00001964124,0.0037573108,0.000048163878,0.000030035659,0.000056890367,0.00003363395,0.000033511184,0.0005049582],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99819803,0.0006711776,0.00038266237,0.00018884003,0.00024192144,0.0003173373],"domain_scores_gemma":[0.9980986,0.0006356496,0.00011942364,0.00063272705,0.00031642988,0.00019715833],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00195681,0.00017259193,0.00027054595,0.00011334649,0.00008313993,0.00004047327,0.00028265486,0.00007776223,0.00013028047],"category_scores_gemma":[0.00026308623,0.00017922095,0.00007979897,0.0002333642,0.000047958158,0.00014358909,0.00005125385,0.00013019874,0.000080656064],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014287521,0.0011467609,0.011428198,0.0006452756,0.000721753,0.0000031400323,0.12601455,0.014087933,0.4571392,0.11127204,0.004682287,0.272716],"study_design_scores_gemma":[0.0034105869,0.0000021980193,0.05150474,0.0011148807,0.00011949268,0.000038375674,0.0015147823,0.25417727,0.65042037,0.00079544546,0.03558108,0.0013208056],"about_ca_topic_score_codex":0.00012869337,"about_ca_topic_score_gemma":0.000074416705,"teacher_disagreement_score":0.6294907,"about_ca_system_score_codex":0.000096950935,"about_ca_system_score_gemma":0.000035743094,"threshold_uncertainty_score":0.7308418},"labels":[],"label_agreement":null},{"id":"W4391581375","doi":"10.2139/ssrn.4717875","title":"Performance Map of the Hydraulic Air Compressor (Hac) Installed at Dynamic Earth, Sudbury","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Laurentian University","funders":"","keywords":"Gas compressor; Earth (classical element); Air compressor; Environmental science; Geology; Engineering; Mechanical engineering; Physics","score_opus":0.005359835020188506,"score_gpt":0.20045355745646168,"score_spread":0.19509372243627318,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391581375","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9552748,0.033105668,0.000660525,0.0005537713,0.0037956615,0.0005124608,0.000019535697,0.00019945261,0.005878117],"genre_scores_gemma":[0.9869862,0.0049306215,0.000019796875,0.000024361867,0.00029836738,0.000029964296,0.000010903821,0.00011688709,0.0075828526],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99643695,0.000120156765,0.0008478175,0.00028858948,0.0005724743,0.0017339903],"domain_scores_gemma":[0.9988105,0.000056467918,0.00027303534,0.0007017244,0.00006269142,0.00009555841],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0010653202,0.00046402877,0.0006497759,0.0001772762,0.0001591372,0.000049348044,0.0009586059,0.00036100214,0.000054322238],"category_scores_gemma":[0.000012270853,0.00033856047,0.0004650556,0.00015481781,0.00008541983,0.00005929137,0.0006508794,0.005391966,0.00022348389],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009100178,0.000100807796,0.0010781443,0.011147377,0.0041946764,0.000023377965,0.0035965608,0.9484807,0.0044918577,0.002592117,0.003306424,0.020896943],"study_design_scores_gemma":[0.0013313749,0.00022471457,0.001860032,0.004847374,0.00049542135,0.0021622216,0.0008176751,0.92643523,0.0011473296,0.0334348,0.025853349,0.001390445],"about_ca_topic_score_codex":0.00005847157,"about_ca_topic_score_gemma":0.0007545765,"teacher_disagreement_score":0.031711437,"about_ca_system_score_codex":0.0014711022,"about_ca_system_score_gemma":0.0011403784,"threshold_uncertainty_score":0.99990666},"labels":[],"label_agreement":null},{"id":"W4391760033","doi":"10.2316/j.2024.201-0403","title":"SIMULATION OF FLOW CHARACTERISTICS OF TOTAL POWER CONTROL HYDRAULIC PUMP FOR SMALL EXCAVATOR, 147-155. SI","year":2024,"lang":"en","type":"article","venue":"Mechatronic systems and control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Excavator; Power flow; Control theory (sociology); Power (physics); Flow (mathematics); Environmental science; Computer science; Control (management); Mechanics; Engineering; Physics; Electric power system; Mechanical engineering; Thermodynamics","score_opus":0.007912142943919294,"score_gpt":0.20374385316431767,"score_spread":0.1958317102203984,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391760033","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19364077,0.011003391,0.79014945,0.000041782678,0.002510629,0.0016757502,0.0004144219,0.00020142458,0.00036235896],"genre_scores_gemma":[0.99929374,0.00002454324,0.000027275444,0.000012964198,0.00029672805,0.00013065852,0.000015908983,0.000059380614,0.00013882529],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99829644,0.000063295694,0.00087626756,0.00023450721,0.00020255818,0.00032692245],"domain_scores_gemma":[0.9986367,0.0007535431,0.00014205008,0.00027144185,0.00010383859,0.000092384755],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00054782105,0.00025837944,0.0008212585,0.000121339,0.00003636601,0.00006078856,0.000098910175,0.0001856675,0.000022727343],"category_scores_gemma":[0.00007969692,0.00022580159,0.00018461804,0.00009749933,0.000028141463,0.00009523143,0.000009479879,0.00010395694,0.00000798165],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019028549,0.0000749007,0.00048605356,0.009584347,0.0018348366,0.000013809775,0.0022125414,0.9404312,0.020951817,0.0068396856,0.00018649192,0.017194064],"study_design_scores_gemma":[0.001725381,0.000179455,0.00020384176,0.00047801228,0.00016046426,0.000016346563,0.00018296302,0.99369484,0.00013942456,0.000057460704,0.0029528027,0.00020898566],"about_ca_topic_score_codex":0.00004620775,"about_ca_topic_score_gemma":0.000005672294,"teacher_disagreement_score":0.8056529,"about_ca_system_score_codex":0.000062471096,"about_ca_system_score_gemma":0.000049584472,"threshold_uncertainty_score":0.92079216},"labels":[],"label_agreement":null},{"id":"W4392028018","doi":"10.26678/abcm.cobem2023.cob2023-1126","title":"MODELING AND EVALUATION OF THE REGENERATIVE POTENTIAL OF A QUARTER-CAR WITH HYDRAULIC DAMPER","year":2024,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Damper; Quarter (Canadian coin); Engineering; Automotive engineering; Hydraulic machinery; Structural engineering; Mechanical engineering; Computer science","score_opus":0.01520103885491749,"score_gpt":0.22879730334632836,"score_spread":0.21359626449141086,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392028018","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9049794,0.0007246465,0.088675186,0.000048599133,0.00013575425,0.00017764715,0.0000023148737,0.000031711206,0.0052247387],"genre_scores_gemma":[0.9996885,0.000007036293,0.00020609626,0.000003759467,0.000031826425,0.000011017828,0.0000010275131,0.000009298081,0.000041435498],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994471,0.000040971463,0.00015560798,0.00007034924,0.0002317375,0.00005425025],"domain_scores_gemma":[0.9997909,0.000013884904,0.000010864537,0.00011378447,0.00005686977,0.000013688323],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025653804,0.000060473405,0.00009967549,0.000028766963,0.000013419266,0.00001226514,0.000038454127,0.000027401362,0.000027937285],"category_scores_gemma":[0.0000045897937,0.00003357994,0.000023707478,0.00008948036,0.000017345934,0.00006036365,0.000006915721,0.000038152222,0.0000014849562],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000015636366,0.000002848204,0.00002251081,0.0001384069,0.0000686094,1.8917629e-7,0.0025209624,0.98323804,0.011766159,0.00031486663,0.00009731236,0.0018285126],"study_design_scores_gemma":[0.00012270409,0.000017886296,0.00005354298,0.00015156544,0.00006049615,0.000008175586,0.0006649105,0.9948242,0.003919018,0.00012320797,0.000011402652,0.00004290064],"about_ca_topic_score_codex":0.00007084649,"about_ca_topic_score_gemma":0.00003405958,"teacher_disagreement_score":0.0947091,"about_ca_system_score_codex":0.000012622347,"about_ca_system_score_gemma":0.000024556954,"threshold_uncertainty_score":0.13693504},"labels":[],"label_agreement":null},{"id":"W4392081874","doi":"10.1016/j.mechatronics.2024.103162","title":"Model-based health monitoring of rotate-vector reducers in robot manipulators","year":2024,"lang":"en","type":"article","venue":"Mechatronics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"China National Funds for Distinguished Young Scientists; University of Toronto","keywords":"Robot manipulator; Control theory (sociology); Control engineering; Manipulator (device); Computer science; Robot; Artificial intelligence; Engineering; Control (management)","score_opus":0.030145163829838124,"score_gpt":0.26620540616277283,"score_spread":0.2360602423329347,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392081874","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.69216716,0.013234148,0.28852403,0.00025266258,0.0034603267,0.00057919585,0.00002241727,0.00076319877,0.0009968566],"genre_scores_gemma":[0.99698883,0.000092844755,0.0027230135,0.0000059767863,0.00006742226,0.000024790572,0.0000058336054,0.000050699746,0.000040567385],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989738,0.00002476567,0.00038216446,0.00015041356,0.00017232419,0.00029653969],"domain_scores_gemma":[0.99965143,0.0000330488,0.000026602302,0.0002077721,0.000009204607,0.000071913055],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030391314,0.00013948177,0.0002567141,0.00015281142,0.000017306224,0.000020509966,0.00011583082,0.00007189371,0.000008829801],"category_scores_gemma":[0.000005183469,0.00014125652,0.00006766061,0.0002474377,0.000008322698,0.00006540402,0.000010470529,0.00017597778,0.000020832931],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000016108859,0.0000070438095,0.00024816938,0.0008764879,0.000018704302,0.0000024435633,0.0006659702,0.9925041,0.001258694,0.0011845939,0.000096082105,0.0031361075],"study_design_scores_gemma":[0.00012195423,0.000023802439,0.00006753082,0.0006096695,0.00000475761,0.0000012886155,0.00015771657,0.99515766,0.0032363986,0.00018758445,0.0003132596,0.000118372096],"about_ca_topic_score_codex":0.0000996505,"about_ca_topic_score_gemma":0.000019350013,"teacher_disagreement_score":0.30482167,"about_ca_system_score_codex":0.00039453444,"about_ca_system_score_gemma":0.00014813455,"threshold_uncertainty_score":0.57602733},"labels":[],"label_agreement":null},{"id":"W4392149372","doi":"","title":"HARMONIC MODAL ANALYSIS USING HYDROELECTRIC RUNNER STEADY-STATE STRAIN GAUGE MEASUREMENTS","year":2023,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hydro-Québec; École de Technologie Supérieure","funders":"","keywords":"Hydroelectricity; Strain gauge; Modal analysis; Harmonic analysis; Steady state (chemistry); Harmonic; Modal; Gauge (firearms); Electrical engineering; Environmental science; Engineering; Acoustics; Finite element method; Physics; Structural engineering; Electronic engineering; Materials science","score_opus":0.029274349879448745,"score_gpt":0.23127939334497086,"score_spread":0.20200504346552212,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392149372","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.79971874,0.0004106446,0.17629986,0.0003961581,0.00016583469,0.00028942246,0.000062344545,0.0008130078,0.021843981],"genre_scores_gemma":[0.9946384,0.00009958798,0.0020239544,0.00001774454,0.000014945355,0.000024734505,0.00018660008,0.000049852395,0.002944211],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9967981,0.0014212677,0.00047923115,0.00033972363,0.0004879991,0.0004737052],"domain_scores_gemma":[0.9980355,0.00036620186,0.00012560155,0.0009125839,0.000393674,0.00016646404],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0037627746,0.00023079084,0.00033707786,0.0005006182,0.00022788941,0.00017461696,0.00050162233,0.000090918256,0.00013265929],"category_scores_gemma":[0.00022964174,0.00024573735,0.00018935713,0.0026560116,0.000051121915,0.00015400724,0.00007026318,0.00019598067,0.00017809124],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001901317,0.00057788496,0.023684446,0.0007439666,0.0047478424,0.00004947007,0.054051187,0.38073525,0.40238947,0.006399431,0.0050029475,0.12159908],"study_design_scores_gemma":[0.0003425283,2.3720267e-7,0.004286045,0.000182072,0.00014488425,0.0000047797384,0.00012154523,0.9728334,0.020360842,0.0003432331,0.0010678526,0.0003125958],"about_ca_topic_score_codex":0.0005739245,"about_ca_topic_score_gemma":0.0007299717,"teacher_disagreement_score":0.5920981,"about_ca_system_score_codex":0.00015361464,"about_ca_system_score_gemma":0.00005937607,"threshold_uncertainty_score":0.99999946},"labels":[],"label_agreement":null},{"id":"W4392309682","doi":"10.2139/ssrn.4743116","title":"Harmonic-Modal Hybrid Frequency Approach for Parameterized Non-Linear Dynamics","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Parameterized complexity; Modal; Dynamics (music); Harmonic; Mathematics; Acoustics; Physics; Computer science; Algorithm; Materials science","score_opus":0.012795790396456706,"score_gpt":0.23855007716203966,"score_spread":0.22575428676558296,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392309682","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.087870665,0.008832577,0.8945686,0.00015158496,0.0032673844,0.0011293656,0.00018746647,0.00040332307,0.0035889933],"genre_scores_gemma":[0.98390085,0.0031992926,0.00953417,0.000018700628,0.0015983977,0.00030520122,0.0003182144,0.0002811665,0.0008440337],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.995172,0.00007075696,0.0009811898,0.000515874,0.00039121872,0.0028689527],"domain_scores_gemma":[0.9988696,0.000085589534,0.00021306852,0.00054877804,0.00009698571,0.0001859558],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0019249567,0.0006573599,0.0009088291,0.00026660587,0.00013268553,0.00024186069,0.00080113485,0.0004288272,0.000013145985],"category_scores_gemma":[0.00005029275,0.000609266,0.0006772381,0.00013614552,0.00003581754,0.00007364489,0.0001888027,0.006483014,0.00006472677],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023754098,0.00038773546,0.0001307398,0.013876985,0.015595435,0.00012573425,0.0021545687,0.77806586,0.0023600364,0.077074625,0.0042407652,0.105749995],"study_design_scores_gemma":[0.00052703277,0.00010740143,0.0000019926051,0.00021979575,0.00022277299,0.00082701765,0.00027218973,0.8029766,0.00006524792,0.19397452,0.000255422,0.00055002054],"about_ca_topic_score_codex":0.00008275234,"about_ca_topic_score_gemma":0.000079473975,"teacher_disagreement_score":0.8960302,"about_ca_system_score_codex":0.0030383898,"about_ca_system_score_gemma":0.002188936,"threshold_uncertainty_score":0.9996359},"labels":[],"label_agreement":null},{"id":"W4392433716","doi":"","title":"Study of the flow parameterization in the components of pneumatic power transmission circuit","year":2012,"lang":"fr","type":"preprint","venue":"OpenGrey (Institut de l'Information Scientifique et Technique)","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Power flow; Power (physics); Flow (mathematics); Electrical engineering; Computer science; Transmission (telecommunications); Electronic engineering; Engineering; Electric power system; Mechanics; Physics; Thermodynamics","score_opus":0.036943785981515175,"score_gpt":0.26518087310031296,"score_spread":0.22823708711879778,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392433716","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.43700135,0.00008255948,0.523029,0.0002883331,0.0018427435,0.019382633,0.00008766532,0.00008704027,0.018198626],"genre_scores_gemma":[0.9941062,0.00005397755,0.0040203007,0.00007105058,0.000018319444,0.001477545,0.0001214483,0.000028045124,0.000103117614],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99432045,0.0012945619,0.0024001766,0.000279434,0.0012383596,0.00046699346],"domain_scores_gemma":[0.99685794,0.00025538067,0.0010734791,0.0014224007,0.00028167607,0.000109147004],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.007945504,0.00047198957,0.00075916643,0.0005484353,0.0002077836,0.00024464494,0.0017507205,0.0004734411,0.00012524998],"category_scores_gemma":[0.00026054788,0.00033173925,0.00024345666,0.0013396908,0.00020647621,0.0015015953,0.00028715166,0.0008887377,0.00004083687],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000041602572,0.0015929467,0.004960935,0.01075577,0.0002108031,0.0000055846135,0.40009218,0.4901928,0.023423448,0.015481535,0.00086856325,0.052373827],"study_design_scores_gemma":[0.005884214,0.0004648813,0.20054984,0.051054057,0.0007713436,0.00035506982,0.023077305,0.549417,0.06658088,0.0054258294,0.09287258,0.0035469832],"about_ca_topic_score_codex":0.00079167174,"about_ca_topic_score_gemma":0.00009301391,"teacher_disagreement_score":0.5571048,"about_ca_system_score_codex":0.00032517398,"about_ca_system_score_gemma":0.00025780388,"threshold_uncertainty_score":0.99991345},"labels":[],"label_agreement":null},{"id":"W4392711755","doi":"10.20944/preprints202401.1962.v2","title":"Analytical Solution of a Forced Vibrating Tube Transporting Fluid","year":2024,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Tube (container); Mechanics; Materials science; Physics; Composite material","score_opus":0.0862490444228893,"score_gpt":0.31429128927015065,"score_spread":0.22804224484726135,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392711755","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95085883,0.00039489273,0.012007804,0.00006918638,0.0011670347,0.00051365816,0.000029163453,0.0007003029,0.034259103],"genre_scores_gemma":[0.9988632,0.000040529223,0.00030025863,0.000009491193,0.0002705551,0.00009535909,0.000041764753,0.0000917931,0.00028700865],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9973035,0.000062603314,0.0013006104,0.0005603479,0.00037943295,0.00039352817],"domain_scores_gemma":[0.9987459,0.00009213494,0.00016551562,0.0007995045,0.00006622964,0.00013068733],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00086329365,0.0003825033,0.0007346471,0.00019194745,0.000040915722,0.000022178921,0.00038367807,0.00043880602,0.00039542545],"category_scores_gemma":[0.00014125182,0.00039762052,0.00037574506,0.00020674108,0.000051826504,0.00005385888,0.00042274751,0.0008837043,0.0004990332],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000037703154,0.00009543072,0.11951166,0.023954213,0.0018470275,0.000074447125,0.018873386,0.6276814,0.20078863,0.0025450129,0.0002842273,0.0043068873],"study_design_scores_gemma":[0.00020148608,0.0000115979565,0.010643898,0.0024700856,0.0002385842,0.000016861297,0.0002550094,0.93529505,0.048652966,0.001394498,0.0002709773,0.00054898346],"about_ca_topic_score_codex":0.000139195,"about_ca_topic_score_gemma":0.000015364187,"teacher_disagreement_score":0.3076137,"about_ca_system_score_codex":0.00013771659,"about_ca_system_score_gemma":0.000089287474,"threshold_uncertainty_score":0.9998476},"labels":[],"label_agreement":null},{"id":"W4392725740","doi":"10.1155/2024/6686238","title":"A Multifactor Combination Optimization Design Based on Orthogonality for a Two‐Degree‐of‐Freedom Floating Machine Gun Vibration System","year":2024,"lang":"en","type":"article","venue":"Shock and Vibration","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Impact","funders":"National Natural Science Foundation of China","keywords":"Orthogonality; Vibration; Degree (music); Structural engineering; Computer science; Engineering; Control theory (sociology); Mathematics; Acoustics; Physics; Artificial intelligence","score_opus":0.0273964747598877,"score_gpt":0.24498349147888596,"score_spread":0.21758701671899827,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392725740","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0077086207,0.00013509202,0.98973763,0.000059563263,0.0005465197,0.0008976983,0.0000622127,0.00034368408,0.0005089897],"genre_scores_gemma":[0.9726112,0.000004485682,0.02677467,0.000012081628,0.000121977915,0.00008694527,0.00034271932,0.000033552584,0.000012363998],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989958,0.00010238151,0.00041769195,0.00019644933,0.00016402917,0.00012367939],"domain_scores_gemma":[0.99934006,0.0003425368,0.00007069816,0.0001319308,0.000068789224,0.000045973542],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004819926,0.00016208002,0.00019844725,0.0001451256,0.000103426704,0.00010303227,0.00004675326,0.00009492155,0.00001583191],"category_scores_gemma":[0.00006314712,0.00014878112,0.000053529824,0.00018910762,0.000013322155,0.0002837018,0.0000056841895,0.00006864309,0.0000064402234],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003279602,0.000017918961,0.00009402602,0.0011562599,0.000023371867,4.7263578e-7,0.00038369285,0.98730004,0.0041384636,0.0026746304,0.00008301756,0.0040953318],"study_design_scores_gemma":[0.0006223047,0.00013732599,0.00017490382,0.0004331029,0.000033432258,0.0000024325063,0.00009098292,0.99562705,0.0026367381,0.000043457796,0.000053784894,0.00014451247],"about_ca_topic_score_codex":0.00002695526,"about_ca_topic_score_gemma":0.00001601391,"teacher_disagreement_score":0.9649026,"about_ca_system_score_codex":0.00008085859,"about_ca_system_score_gemma":0.000034689485,"threshold_uncertainty_score":0.60671186},"labels":[],"label_agreement":null},{"id":"W4392768170","doi":"10.4271/01-17-02-0013","title":"Experimental Investigation of a Flexible Airframe Taxiing Over an Uneven Runway for Aircraft Vibration Testing","year":2024,"lang":"en","type":"article","venue":"SAE International Journal of Aerospace","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Airframe; Runway; Aeronautics; Engineering; Airplane; Vibration; Structural engineering; Aerospace engineering; Automotive engineering; Acoustics; Physics","score_opus":0.02657675675344166,"score_gpt":0.28935785061953334,"score_spread":0.26278109386609166,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392768170","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87418,0.0011088974,0.12088659,0.00023297775,0.002831363,0.00017720604,0.000018642224,0.00009146114,0.0004728283],"genre_scores_gemma":[0.98876387,0.0000066729485,0.010440727,0.00003376987,0.0006288533,0.000011341782,0.000009796104,0.00002883766,0.00007613862],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989565,0.000022292365,0.00047058536,0.00008948743,0.0003544781,0.00010664297],"domain_scores_gemma":[0.9993281,0.00016864135,0.00015459824,0.00007183037,0.0002068359,0.00007000232],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003279033,0.0001082466,0.00016051783,0.00016183306,0.0000247627,0.00010152456,0.00018331534,0.000059721606,0.000041553514],"category_scores_gemma":[0.0000791439,0.00010191955,0.00008750011,0.00012732274,0.000024427267,0.000631243,0.000014701497,0.00011418483,0.0000048457623],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035390374,0.000034083194,0.0016145499,0.00016391395,0.0003573061,0.000016071206,0.007079159,0.073201,0.9097414,0.001883331,0.0026400336,0.0032337748],"study_design_scores_gemma":[0.0014973001,0.00078319496,0.009981238,0.0030774805,0.00008900466,0.0003981188,0.0026194253,0.49012303,0.48469388,0.0023464444,0.00392689,0.00046397286],"about_ca_topic_score_codex":0.000026991887,"about_ca_topic_score_gemma":0.000006871609,"teacher_disagreement_score":0.42504752,"about_ca_system_score_codex":0.00013160099,"about_ca_system_score_gemma":0.00007115542,"threshold_uncertainty_score":0.41561583},"labels":[],"label_agreement":null},{"id":"W4392840620","doi":"10.2139/ssrn.4715738","title":"Experimental Investigation of a Hexapod Microvibration Isolator for High-Torque Cmg in an Alternative Stewart Platform Configuration","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Hexapod; Stewart platform; Torque; Engineering; Isolator; Computer science; Physics; Electrical engineering; Classical mechanics; Kinematics","score_opus":0.01558494143700729,"score_gpt":0.2515301213284154,"score_spread":0.23594517989140812,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392840620","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9276536,0.002745727,0.06711842,0.00006430031,0.0013624725,0.0008118666,0.000037895035,0.00007037098,0.00013535714],"genre_scores_gemma":[0.9982864,0.00022161307,0.00044652828,0.0000133686035,0.0005867682,0.0001375869,0.00018492044,0.000068178655,0.000054583365],"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9978895,0.00006550806,0.0008150481,0.00025341977,0.00023147654,0.0007450234],"domain_scores_gemma":[0.9993496,0.00005039532,0.0002716801,0.00018071909,0.000082956045,0.00006466675],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00083153107,0.00029031545,0.00041075805,0.00024971878,0.000045424527,0.000108842694,0.0002196374,0.0002848033,0.000010800364],"category_scores_gemma":[0.000016122915,0.00029024977,0.000111688474,0.00010052233,0.000029426255,0.00032362493,0.000040084687,0.0015086171,0.00000700056],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029836627,0.00016180877,0.00037674763,0.0022092804,0.0014131282,0.0000078028515,0.04393061,0.16519475,0.5784777,0.20211436,0.00035252635,0.005462942],"study_design_scores_gemma":[0.0016666588,0.0009417065,0.00010657489,0.001234567,0.00009823849,0.00012626765,0.0069687306,0.22056882,0.31422296,0.45328704,0.000067407236,0.0007110383],"about_ca_topic_score_codex":0.0002734463,"about_ca_topic_score_gemma":0.00067347154,"teacher_disagreement_score":0.26425472,"about_ca_system_score_codex":0.0017305317,"about_ca_system_score_gemma":0.0011629808,"threshold_uncertainty_score":0.99995494},"labels":[],"label_agreement":null},{"id":"W4392907827","doi":"10.32920/25412581","title":"Modelling and Control of Hydraulic and Electrical Actuation Systems for Aerospace Systems","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Actuator; Modular design; Gimbal; Control engineering; Kinematics; Control system; Control theory (sociology); Mechanism (biology); Hydraulic cylinder; Motion control; Computer science; Hydraulic machinery; Engineering; Control (management); Mechanical engineering; Artificial intelligence; Robot; Aerospace engineering","score_opus":0.01770191819914733,"score_gpt":0.22407443557476045,"score_spread":0.20637251737561313,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392907827","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.052084107,0.04445111,0.8980017,0.000035574565,0.0013932084,0.002015838,0.00006616014,0.00029676632,0.0016555905],"genre_scores_gemma":[0.99770176,0.0009329616,0.00023896903,0.000004354506,0.000255383,0.0004018759,0.000018992172,0.00007059798,0.0003751293],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985328,0.000039053397,0.0006366885,0.00034023545,0.00020595752,0.00024528254],"domain_scores_gemma":[0.999096,0.00036313536,0.00011102334,0.00025075435,0.000074373456,0.00010474578],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004730841,0.0003134877,0.0008044512,0.00015558809,0.000029828348,0.0001837248,0.00009559939,0.0004080971,0.0000012485837],"category_scores_gemma":[0.000022966788,0.00027116883,0.00007912712,0.000075692464,0.000023386721,0.00003605304,0.00005987445,0.0002846122,0.00000433328],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007349648,0.0000047123026,0.000021255488,0.0099790385,0.00025388537,8.2081124e-7,0.00044257854,0.9857129,0.00028393487,0.0024759443,0.000532195,0.00028539074],"study_design_scores_gemma":[0.00034012567,0.0000366411,0.0000030206565,0.0009681753,0.00016395803,0.000022731785,0.00013114516,0.9968554,0.000061352635,0.0004570966,0.0007062734,0.00025412915],"about_ca_topic_score_codex":0.00055077556,"about_ca_topic_score_gemma":0.0000031334419,"teacher_disagreement_score":0.9456176,"about_ca_system_score_codex":0.0000699896,"about_ca_system_score_gemma":0.000037154234,"threshold_uncertainty_score":0.9999741},"labels":[],"label_agreement":null},{"id":"W4392914765","doi":"10.32920/25412581.v1","title":"Modelling and Control of Hydraulic and Electrical Actuation Systems for Aerospace Systems","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Actuator; Modular design; Gimbal; Control engineering; Kinematics; Control theory (sociology); Hydraulic cylinder; Control system; Mechanism (biology); Motion control; Computer science; Hydraulic machinery; Engineering; Control (management); Mechanical engineering; Robot; Artificial intelligence; Aerospace engineering","score_opus":0.01770191819914733,"score_gpt":0.22407443557476045,"score_spread":0.20637251737561313,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392914765","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.052084107,0.04445111,0.8980017,0.000035574565,0.0013932084,0.002015838,0.00006616014,0.00029676632,0.0016555905],"genre_scores_gemma":[0.99770176,0.0009329616,0.00023896903,0.000004354506,0.000255383,0.0004018759,0.000018992172,0.00007059798,0.0003751293],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985328,0.000039053397,0.0006366885,0.00034023545,0.00020595752,0.00024528254],"domain_scores_gemma":[0.999096,0.00036313536,0.00011102334,0.00025075435,0.000074373456,0.00010474578],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004730841,0.0003134877,0.0008044512,0.00015558809,0.000029828348,0.0001837248,0.00009559939,0.0004080971,0.0000012485837],"category_scores_gemma":[0.000022966788,0.00027116883,0.00007912712,0.000075692464,0.000023386721,0.00003605304,0.00005987445,0.0002846122,0.00000433328],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007349648,0.0000047123026,0.000021255488,0.0099790385,0.00025388537,8.2081124e-7,0.00044257854,0.9857129,0.00028393487,0.0024759443,0.000532195,0.00028539074],"study_design_scores_gemma":[0.00034012567,0.0000366411,0.0000030206565,0.0009681753,0.00016395803,0.000022731785,0.00013114516,0.9968554,0.000061352635,0.0004570966,0.0007062734,0.00025412915],"about_ca_topic_score_codex":0.00055077556,"about_ca_topic_score_gemma":0.0000031334419,"teacher_disagreement_score":0.9456176,"about_ca_system_score_codex":0.0000699896,"about_ca_system_score_gemma":0.000037154234,"threshold_uncertainty_score":0.9999741},"labels":[],"label_agreement":null},{"id":"W4392938432","doi":"10.1007/978-981-99-5922-8_12","title":"Vibration and Modal Analysis of a Tonearm-Cartridge System","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in mechanical engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Cartridge; Modal analysis; Vibration; Modal; Acoustics; Structural engineering; Engineering; Materials science; Physics; Mechanical engineering; Composite material","score_opus":0.006977077899291904,"score_gpt":0.19206404020530118,"score_spread":0.18508696230600927,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392938432","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0014402003,0.0058613447,0.9750137,0.000027795953,0.0010338688,0.0004274271,0.000091627815,0.0006277674,0.015476298],"genre_scores_gemma":[0.99829036,0.000079401274,0.0010173413,0.0000065380486,0.00016225358,0.000018644065,0.000035509274,0.000108419765,0.0002815598],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986443,0.000006834541,0.00060258014,0.00029336748,0.00024479185,0.00020810653],"domain_scores_gemma":[0.99932694,0.00024476973,0.00005019581,0.00027790814,0.000021084083,0.00007909444],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00017353443,0.00036464186,0.00090587774,0.00067296746,0.000010389338,0.00003260279,0.00011322484,0.00055321364,0.000033815784],"category_scores_gemma":[0.000040426312,0.00035296066,0.00020890817,0.0002766603,0.0000104182745,0.000036912752,0.000043753753,0.00051350903,0.00001132786],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000028614338,0.0000018444374,8.175589e-7,0.001981407,0.00095526344,0.000028135863,0.00019293102,0.9435045,0.003125274,0.04871465,0.000003847614,0.0014884352],"study_design_scores_gemma":[0.000086279535,0.000020534877,0.0000043565715,0.0009947274,0.00066064036,0.000014590187,0.0000034346192,0.9956867,0.001036323,0.00063303876,0.0005589369,0.00030042115],"about_ca_topic_score_codex":0.000016165883,"about_ca_topic_score_gemma":0.000027475908,"teacher_disagreement_score":0.99685013,"about_ca_system_score_codex":0.0001475039,"about_ca_system_score_gemma":0.000010559502,"threshold_uncertainty_score":0.99989223},"labels":[],"label_agreement":null},{"id":"W4393053387","doi":"10.23977/jemm.2024.090104","title":"Application on Welding Technology of Thick Pump Pipes","year":2024,"lang":"en","type":"article","venue":"Journal of Engineering Mechanics and Machinery","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Welding; Mechanical engineering; Metallurgy; Manufacturing engineering; Engineering drawing; Engineering; Materials science","score_opus":0.004646394626232103,"score_gpt":0.20006665129573142,"score_spread":0.19542025666949933,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393053387","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09606217,0.00441471,0.89771086,0.000150724,0.0011238046,0.00007257475,0.0000036025044,0.00013976701,0.0003218168],"genre_scores_gemma":[0.99813503,0.00048243045,0.0011968821,0.000005954702,0.0001401646,0.00000301469,4.9866327e-7,0.000025270441,0.0000107812175],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99939024,0.000004743175,0.00032540437,0.00006285817,0.000117730655,0.00009900619],"domain_scores_gemma":[0.9997186,0.00007333632,0.000048323935,0.00009094901,0.000026049376,0.000042718864],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030345164,0.000103466504,0.00021320207,0.0003475368,0.000011580677,0.00001840171,0.000088628694,0.00009131189,0.0000036721954],"category_scores_gemma":[0.00003606551,0.000084577,0.00005319291,0.00018796045,0.0000030357808,0.000059134545,0.000012775305,0.00025691674,0.0000021999876],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000063572375,0.000018266774,0.00002286929,0.0013965004,0.0002347675,0.000028947616,0.0003187954,0.6825466,0.1512293,0.12407382,0.00028340635,0.039840326],"study_design_scores_gemma":[0.00009842384,0.00008658758,0.000012763629,0.00057680864,0.00002803945,0.00018106359,0.000036921847,0.98177993,0.006791733,0.001955962,0.00835003,0.000101739526],"about_ca_topic_score_codex":0.000001636335,"about_ca_topic_score_gemma":2.488027e-7,"teacher_disagreement_score":0.90207285,"about_ca_system_score_codex":0.000023979142,"about_ca_system_score_gemma":0.000009358336,"threshold_uncertainty_score":0.34489498},"labels":[],"label_agreement":null},{"id":"W4393154161","doi":"10.1139/tcsme-2023-0116","title":"Dynamic characteristics of a relief valve captured by a combination of fluid–solid coupling and feedforward neural network (FNN)","year":2024,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Outstanding Young and Middle-aged Scientific Innovation Team of Colleges and Universities of Hubei Province; Natural Science Foundation of Hubei Province; National Natural Science Foundation of China","keywords":"Artificial neural network; Feed forward; Coupling (piping); Feedforward neural network; Computer science; Control theory (sociology); Control engineering; Engineering; Mechanical engineering; Artificial intelligence; Control (management)","score_opus":0.004957956143752321,"score_gpt":0.19218822744230196,"score_spread":0.18723027129854963,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393154161","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18290792,0.0019709396,0.8120846,0.00022173573,0.0014897527,0.0006110083,0.0005834555,0.000113920025,0.00001665295],"genre_scores_gemma":[0.99870163,0.000083459,0.0010824281,0.000008861615,0.00002164275,0.000025055322,0.000015514739,0.00003937512,0.000022055176],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991915,0.0000043158693,0.00037399703,0.00010217267,0.000116490686,0.00021152839],"domain_scores_gemma":[0.9995485,0.00012072776,0.000038669852,0.000146413,0.000041614767,0.00010405737],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020088599,0.00012867975,0.0002835998,0.00003889342,0.000057860227,0.000014039106,0.00012200353,0.0001464676,0.0000056786635],"category_scores_gemma":[0.000015375315,0.00012181588,0.00036556504,0.00022814571,0.000028199116,0.000053595733,0.0000034992765,0.0001722339,1.6627622e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000034609845,0.000010212805,0.0000030661995,0.0022043954,0.0005361993,2.1489743e-7,0.0009191314,0.95892465,0.03469039,0.0010491926,0.0003794838,0.0012796272],"study_design_scores_gemma":[0.0001507885,0.000032522432,0.000046016525,0.0003051332,0.00013675276,0.0000053344934,0.00006925647,0.99658376,0.002167349,0.00006516249,0.00033402527,0.00010388795],"about_ca_topic_score_codex":0.0012110953,"about_ca_topic_score_gemma":0.00079631753,"teacher_disagreement_score":0.8157937,"about_ca_system_score_codex":0.00014256671,"about_ca_system_score_gemma":0.00005428181,"threshold_uncertainty_score":0.49675074},"labels":[],"label_agreement":null},{"id":"W4393171334","doi":"10.2139/ssrn.4771915","title":"Alveolar Wall Hyperelastic Material Properties Determined Using Alveolar Cluster Model with Experimental Stress-Stretch and Pressure-Volume Data","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; University of Waterloo","funders":"","keywords":"Hyperelastic material; Materials science; Stress (linguistics); Volume (thermodynamics); Alveolar Wall; Composite material; Mechanics; Structural engineering; Finite element method; Medicine; Engineering; Thermodynamics; Lung; Physics","score_opus":0.023991068905325014,"score_gpt":0.23271457425662115,"score_spread":0.20872350535129613,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393171334","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9472553,0.035627164,0.014698389,0.000074779695,0.0010661074,0.0006351129,0.00027144732,0.00023453696,0.00013715679],"genre_scores_gemma":[0.99657845,0.00096857705,0.0008042392,0.000015101349,0.000693955,0.000034355053,0.0001026212,0.00022205997,0.0005806521],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9962077,0.00011560238,0.00069409586,0.0006557837,0.0004998303,0.0018269513],"domain_scores_gemma":[0.9987858,0.000019225852,0.00017023613,0.0007924552,0.000055556375,0.00017674582],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00073634944,0.00068116013,0.00070770277,0.0001725654,0.00016022392,0.0006181052,0.0008540469,0.00039123854,0.00003989986],"category_scores_gemma":[0.000014611503,0.00053063186,0.00009958992,0.00006622776,0.00008940554,0.00032239113,0.0009931225,0.0029755344,0.0000150505275],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003147075,0.0001020206,0.00044080467,0.0031541516,0.0041785366,0.00006331707,0.003753252,0.9746998,0.011264473,0.00020903157,0.00037982358,0.0014401139],"study_design_scores_gemma":[0.0005543298,0.00013345935,0.000005766633,0.0013941664,0.0006118696,0.0015952961,0.0006771015,0.99205315,0.00081058225,0.0013225864,0.00018471295,0.0006569979],"about_ca_topic_score_codex":0.00021562418,"about_ca_topic_score_gemma":0.00020184819,"teacher_disagreement_score":0.049323134,"about_ca_system_score_codex":0.00058911776,"about_ca_system_score_gemma":0.0013268605,"threshold_uncertainty_score":0.9997145},"labels":[],"label_agreement":null},{"id":"W4393948478","doi":"10.59277/romjist.2024.1.04","title":"Hybrid Data-Driven Active Disturbance Rejection Sliding Mode Control with Tower Crane Systems Validation","year":2024,"lang":"en","type":"article","venue":"Romanian Journal of Information Science and Technology","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":59,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; Joint Programming Initiative Urban Europe","keywords":"Disturbance (geology); Control theory (sociology); Tower; Active disturbance rejection control; Mode (computer interface); Control (management); Sliding mode control; Computer science; Engineering; Environmental science; Structural engineering; Geology; Physics; Artificial intelligence","score_opus":0.008476003415845992,"score_gpt":0.22668035371390133,"score_spread":0.21820435029805535,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393948478","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5755374,0.00046639168,0.41958952,0.0005478064,0.0011573588,0.00026347517,0.000034874603,0.00023731742,0.002165859],"genre_scores_gemma":[0.9995799,0.00006476536,0.0002754607,0.000009507331,0.000049784292,0.000004518101,0.000004343326,0.00000476305,0.0000069646753],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990418,0.000009478842,0.00038719486,0.00008159903,0.00033823104,0.00014170387],"domain_scores_gemma":[0.99932426,0.00003424632,0.0001472875,0.00017689315,0.0002688335,0.000048459035],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005993528,0.00008564567,0.0001664008,0.0006598218,0.000105765364,0.0002441859,0.00028812073,0.000046628244,0.0000031159734],"category_scores_gemma":[0.00009254047,0.000061967214,0.000010403804,0.00062625774,0.0000941908,0.0043955194,0.00002195432,0.00016992692,0.0000092517375],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002111461,0.00006319095,0.0025366598,0.0024169185,0.0009505807,0.0002400967,0.017791707,0.4840219,0.03830836,0.057579946,0.010811366,0.38506812],"study_design_scores_gemma":[0.0003357959,0.00014137325,0.0001363808,0.00044450813,0.000029082532,0.0019369748,0.0015264133,0.9822616,0.0022831582,0.000109966684,0.010672673,0.000122067526],"about_ca_topic_score_codex":0.000005543461,"about_ca_topic_score_gemma":8.915053e-7,"teacher_disagreement_score":0.4982397,"about_ca_system_score_codex":0.000112783644,"about_ca_system_score_gemma":0.00010052403,"threshold_uncertainty_score":0.31866455},"labels":[],"label_agreement":null},{"id":"W4396686866","doi":"10.1016/j.istruc.2024.106525","title":"Improved implementation of concentrated plasticity models in real-time hybrid simulation","year":2024,"lang":"en","type":"article","venue":"Structures","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council","keywords":"Plasticity; Computer science; Biological system; Environmental science; Materials science; Composite material; Biology","score_opus":0.01234125557443042,"score_gpt":0.2717142046931844,"score_spread":0.25937294911875397,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396686866","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9808161,0.00012262228,0.017791482,0.0000029670257,0.00019910833,0.00016959412,0.0000535913,0.000142385,0.0007021001],"genre_scores_gemma":[0.99975824,0.000012161353,0.00013506674,0.0000018365262,0.000038171805,0.000004849317,0.000030132618,0.000013365885,0.0000062004133],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994751,0.000016542886,0.00024038201,0.00008335581,0.000077607416,0.00010698769],"domain_scores_gemma":[0.9998204,0.000072183924,0.000018730572,0.00005374424,0.000014077645,0.00002083731],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000043717242,0.000077683995,0.00012089754,0.000054989017,0.000008441058,0.00001780968,0.000038412163,0.000030336334,0.00015131653],"category_scores_gemma":[0.0000043513364,0.00007036085,0.00002059245,0.00008493643,0.00000996679,0.00009343738,0.000004899537,0.000046709818,0.000003439846],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002806419,7.643476e-7,0.000047004643,0.00014561886,0.000017136515,0.0000016692354,0.0007185354,0.9078397,0.08751305,0.00036815845,0.00007230623,0.0032732324],"study_design_scores_gemma":[0.00014610616,0.000010575987,0.0011238044,0.000033170443,0.000007223664,0.0000013818201,0.00008804272,0.97013545,0.02673986,0.0016275548,0.000021772808,0.00006506249],"about_ca_topic_score_codex":0.0002751684,"about_ca_topic_score_gemma":0.000029229283,"teacher_disagreement_score":0.062295727,"about_ca_system_score_codex":0.000041794996,"about_ca_system_score_gemma":0.000019369361,"threshold_uncertainty_score":0.28692323},"labels":[],"label_agreement":null},{"id":"W4396689835","doi":"10.11159/enfht24.286","title":"Simulation of the Internal Flow Field of Jet Pumps Using the RANS Method","year":2024,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Momentum, Heat and Mass Transfer","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hydro-Québec; Université de Sherbrooke","funders":"","keywords":"Reynolds-averaged Navier–Stokes equations; Computer science; Jet (fluid); Flow (mathematics); Field (mathematics); Mechanics; Computational fluid dynamics; Physics; Mathematics","score_opus":0.014444724161334568,"score_gpt":0.2672336501453137,"score_spread":0.2527889259839791,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396689835","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9559856,0.0010480604,0.029431669,0.0021778303,0.0027045924,0.0009810884,0.000037077636,0.00007464534,0.007559432],"genre_scores_gemma":[0.99927974,0.000037984468,0.00013126526,0.000034171742,0.000051067953,0.000011453735,2.0938734e-7,0.000018707631,0.00043542805],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991479,0.000018046983,0.00034356728,0.00011552978,0.00024645458,0.00012852359],"domain_scores_gemma":[0.9994838,0.00030946446,0.000021569756,0.0001074369,0.000053421107,0.000024288525],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033106358,0.00013920553,0.00024240593,0.00007709845,0.00004971779,0.000033506534,0.00025414003,0.000046207628,0.00003077774],"category_scores_gemma":[0.000018006886,0.000069590395,0.00014245012,0.00024911104,0.000058132584,0.000082054125,0.000022041764,0.00017904509,2.4971598e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002604983,0.00006505678,0.0052977144,0.0070431037,0.0010291017,8.209173e-7,0.009717526,0.58673954,0.3672344,0.009777345,0.0010372031,0.011797648],"study_design_scores_gemma":[0.00022320714,0.000031450487,0.00007444043,0.001310102,0.000103979124,0.0000019912247,0.00020281084,0.74839103,0.24746376,0.00032179416,0.0017994177,0.0000760223],"about_ca_topic_score_codex":0.000033723354,"about_ca_topic_score_gemma":0.000013266681,"teacher_disagreement_score":0.16165146,"about_ca_system_score_codex":0.000015760652,"about_ca_system_score_gemma":0.000008677784,"threshold_uncertainty_score":0.28378138},"labels":[],"label_agreement":null},{"id":"W4396797019","doi":"10.3390/vehicles6020040","title":"New Design of an Electrical Excavator and Its Path Generation for Energy Saving and Obstacle Avoidance","year":2024,"lang":"en","type":"article","venue":"Vehicles","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Excavator; Obstacle avoidance; Path (computing); Digging; Computer science; Obstacle; Actuator; Energy consumption; Energy (signal processing); Automotive engineering; Simulation; Engineering; Mathematics; Mechanical engineering; Artificial intelligence; Robot; Statistics; Electrical engineering; Mobile robot","score_opus":0.0234422885424767,"score_gpt":0.22485290965035307,"score_spread":0.20141062110787636,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396797019","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6633254,0.012657318,0.32369518,0.000016822813,0.00009903891,0.000094138675,0.000004318583,0.00008543425,0.000022331282],"genre_scores_gemma":[0.99566734,0.00018885253,0.0038593449,0.000009124996,0.00017512435,0.000013697176,0.0000027371575,0.000016914872,0.00006687104],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99961185,0.000019340625,0.00012312732,0.000101692975,0.000053060805,0.00009094208],"domain_scores_gemma":[0.9997744,0.00010299406,0.000009969395,0.000049734055,0.000010294942,0.000052590378],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000103013925,0.000064133776,0.000097537115,0.00003347142,0.000024442475,0.0000376498,0.000027175583,0.000043901335,0.0000025774386],"category_scores_gemma":[0.000013720243,0.00005870058,0.000010686881,0.000063869236,0.0000044535946,0.00010116148,0.000004382823,0.00002585155,6.857708e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005005331,0.000005145298,0.00004935226,0.00027022182,0.000028858583,0.000002500297,0.00094538066,0.0060168155,0.7785551,0.0035383287,0.0014220941,0.20916122],"study_design_scores_gemma":[0.00009408283,0.000053916785,0.00017520858,0.00005325544,0.000008149895,0.000008870053,0.000015577265,0.9561417,0.042093214,0.00026513793,0.0010197525,0.00007109948],"about_ca_topic_score_codex":0.000018315224,"about_ca_topic_score_gemma":0.0000051934057,"teacher_disagreement_score":0.9501249,"about_ca_system_score_codex":0.000011057909,"about_ca_system_score_gemma":0.00001656411,"threshold_uncertainty_score":0.23937403},"labels":[],"label_agreement":null},{"id":"W4396811390","doi":"10.21203/rs.3.rs-3352484/v1","title":"Pressure Dependent Nonlinearities of a Compact Hydro-Pneumatic Strut with Integrated Gas-Oil Chamber","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Chamber pressure; Materials science; Mechanics; Petroleum engineering; Mechanical engineering; Engineering; Physics","score_opus":0.038311639251627866,"score_gpt":0.3226665691129926,"score_spread":0.2843549298613647,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396811390","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9158421,0.016951367,0.0005366812,0.0003141104,0.0010761692,0.0019580696,0.0018632179,0.0010327797,0.060425512],"genre_scores_gemma":[0.9949173,0.00045460617,0.00013603132,0.000002625218,0.00021655421,0.0001965313,0.00021206225,0.00016534777,0.0036989918],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99587196,0.0003869644,0.000737625,0.000505799,0.0017451352,0.0007525087],"domain_scores_gemma":[0.997732,0.00042166747,0.00009037131,0.0010503656,0.00045641712,0.00024921],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0012263517,0.0005103828,0.0009688366,0.000619301,0.00007496381,0.0002556582,0.00046701226,0.0004585079,0.00041015854],"category_scores_gemma":[0.000118797856,0.00038616313,0.00018245568,0.00051503105,0.0002001085,0.00006156553,0.00045490547,0.0027339552,0.00019218471],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018691072,0.00032502826,0.0017094106,0.21161135,0.0044588256,0.00059396983,0.018465301,0.7349874,0.0010327776,0.00071816606,0.0155755775,0.010335319],"study_design_scores_gemma":[0.00058151456,0.00030840107,0.000331945,0.028813818,0.00015769579,0.00012036795,0.0041419016,0.95698285,0.0011874882,0.00088946265,0.0057290243,0.0007555373],"about_ca_topic_score_codex":0.0021396305,"about_ca_topic_score_gemma":0.00047158846,"teacher_disagreement_score":0.22199547,"about_ca_system_score_codex":0.00021699839,"about_ca_system_score_gemma":0.00046014975,"threshold_uncertainty_score":0.99985904},"labels":[],"label_agreement":null},{"id":"W4396929153","doi":"10.1038/s41598-024-62104-0","title":"Author Correction: An adapted model predictive control MPPT for validation of optimum GMPP tracking under partial shading conditions","year":2024,"lang":"en","type":"erratum","venue":"Scientific Reports","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Moncton","funders":"","keywords":"Shading; Tracking (education); Computer science; Control theory (sociology); Control (management); Artificial intelligence; Psychology","score_opus":0.03446195216948836,"score_gpt":0.2849368870017162,"score_spread":0.2504749348322278,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396929153","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0014629933,0.0003570771,0.66126484,0.000049489623,0.324593,0.001519434,0.000369522,0.0006103519,0.009773252],"genre_scores_gemma":[0.9162031,0.0000027851122,0.00023953324,0.0000055255477,0.0012442674,0.00039828013,0.002940096,0.00011274312,0.078853704],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9968999,0.00005835745,0.001228764,0.000784081,0.00064702966,0.0003818629],"domain_scores_gemma":[0.9981566,0.00009939154,0.00046192086,0.00071410503,0.00040038096,0.0001675877],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0015054643,0.00034424747,0.0006183321,0.00041209554,0.0002920793,0.0003929463,0.00015311639,0.00048043122,0.00009211843],"category_scores_gemma":[0.00015989579,0.00034879064,0.0002665705,0.00040914,0.00012656934,0.00037952443,0.00001932296,0.00042911974,0.000010904703],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003971255,0.000017220102,0.000002776492,0.00028932147,0.00013039837,0.000011578045,0.00070464227,0.55332625,0.00085088785,0.000054916658,0.4445279,0.000080134654],"study_design_scores_gemma":[0.00013486891,0.000045818288,0.000005911341,0.00081205915,0.0003401179,0.00011536967,0.0003796602,0.9660169,0.0013604868,0.0029157524,0.027562989,0.00031006703],"about_ca_topic_score_codex":0.000014407708,"about_ca_topic_score_gemma":0.000016322127,"teacher_disagreement_score":0.9147401,"about_ca_system_score_codex":0.00021734969,"about_ca_system_score_gemma":0.00041275163,"threshold_uncertainty_score":0.9998964},"labels":[],"label_agreement":null},{"id":"W4398205676","doi":"10.1115/1.887738_ch10","title":"Reliability Analysis of Steam Generator Level Control Valves","year":2024,"lang":"en","type":"book-chapter","venue":"ASME eBooks","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Power Generation; University of Waterloo","funders":"","keywords":"Reliability (semiconductor); Reliability engineering; Boiler (water heating); Generator (circuit theory); Computer science; Environmental science; Nuclear engineering; Automotive engineering; Engineering; Waste management; Physics; Power (physics); Thermodynamics","score_opus":0.020817829088598146,"score_gpt":0.21680682430511955,"score_spread":0.1959889952165214,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4398205676","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0015014947,0.0014783195,0.0027564608,0.00000954751,0.00089709315,0.00036727372,0.00068646966,0.0002866654,0.9920167],"genre_scores_gemma":[0.5756066,0.00001840201,0.0001017445,0.000022841728,0.00021627026,0.000024043735,0.000033344975,0.00009055407,0.42388618],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984318,0.000017139855,0.00073574175,0.00030869912,0.00031201454,0.00019461889],"domain_scores_gemma":[0.99888325,0.00014844001,0.00011132282,0.0006844337,0.000075866534,0.00009669091],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00028447856,0.0003627038,0.0010671332,0.00033156233,0.000022688533,0.000025405046,0.00020700022,0.0003731716,0.00029553482],"category_scores_gemma":[0.000013276941,0.00032387683,0.00065028225,0.000040243827,0.00006551248,0.000017344904,0.00002897987,0.0002879795,0.00018986274],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006301106,0.00006706163,0.00037679484,0.012533483,0.12781517,0.00021664565,0.008459896,0.22746941,0.008956539,0.5088895,0.046127684,0.059024815],"study_design_scores_gemma":[0.0011999785,0.00018519376,0.0006941193,0.0017254639,0.024333127,0.0000166201,0.0001228438,0.21554722,0.0013398739,0.023274474,0.7287471,0.0028139355],"about_ca_topic_score_codex":0.00004606952,"about_ca_topic_score_gemma":0.000050127357,"teacher_disagreement_score":0.68261945,"about_ca_system_score_codex":0.00009021841,"about_ca_system_score_gemma":0.000056189347,"threshold_uncertainty_score":0.9999213},"labels":[],"label_agreement":null},{"id":"W4398766834","doi":"10.1201/9781003450252-112","title":"Design, analysis and simulation of a hydro-pneumatic suspension system for a quarter car model with two degrees of freedom","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Car model; Suspension (topology); Degrees of freedom (physics and chemistry); Engineering; Automotive engineering; Computer science; Mathematics; Physics; Geography","score_opus":0.02271489099583209,"score_gpt":0.22548655294872985,"score_spread":0.20277166195289775,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4398766834","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0019614752,0.0005137598,0.9685038,0.0000029860316,0.00006605075,0.0009076494,0.000053464868,0.00013223047,0.027858589],"genre_scores_gemma":[0.98295563,0.000011213347,0.00752383,6.849464e-7,0.000026695916,0.000029289844,0.000030274334,0.000077516204,0.009344873],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99865335,0.000011973216,0.00071021955,0.00023557918,0.00025776855,0.00013110117],"domain_scores_gemma":[0.9989996,0.00030625518,0.00018332529,0.00033736348,0.000118367374,0.000055079356],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002252113,0.00031714982,0.0010243971,0.00043873632,0.000018196311,0.000019341833,0.00008236257,0.00018618954,0.000014323866],"category_scores_gemma":[0.0000038179674,0.00023393104,0.00018670452,0.00008885072,0.000035523164,0.000051940497,0.000014181542,0.00008082501,0.000004517357],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018232127,0.0000026169787,0.000005211977,0.0044597927,0.0016287519,0.0000017552563,0.00071205,0.9891456,0.0002265115,0.003688553,0.000037257432,0.00007367361],"study_design_scores_gemma":[0.00030881647,0.00009365643,0.000001326536,0.0016764402,0.0022945711,0.000005855207,0.000119429096,0.9948436,0.000072743394,0.00033650105,0.000012867368,0.0002342079],"about_ca_topic_score_codex":0.000095010626,"about_ca_topic_score_gemma":0.00019163845,"teacher_disagreement_score":0.98099416,"about_ca_system_score_codex":0.000055320583,"about_ca_system_score_gemma":0.00002191849,"threshold_uncertainty_score":0.95394313},"labels":[],"label_agreement":null},{"id":"W4398794549","doi":"10.2139/ssrn.4841304","title":"Experimental Investigation of a Hexapod Microvibration Isolator for High-Torque Cmg in an Alternative Stewart Platform Configuration","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Hexapod; Stewart platform; Torque; Isolator; Engineering; Computer science; Physics; Control theory (sociology); Kinematics; Classical mechanics; Electrical engineering","score_opus":0.01558494143700729,"score_gpt":0.2515301213284154,"score_spread":0.23594517989140812,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4398794549","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9276536,0.002745727,0.06711842,0.00006430031,0.0013624725,0.0008118666,0.000037895035,0.00007037098,0.00013535714],"genre_scores_gemma":[0.9982864,0.00022161307,0.00044652828,0.0000133686035,0.0005867682,0.0001375869,0.00018492044,0.000068178655,0.000054583365],"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9978895,0.00006550806,0.0008150481,0.00025341977,0.00023147654,0.0007450234],"domain_scores_gemma":[0.9993496,0.00005039532,0.0002716801,0.00018071909,0.000082956045,0.00006466675],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00083153107,0.00029031545,0.00041075805,0.00024971878,0.000045424527,0.000108842694,0.0002196374,0.0002848033,0.000010800364],"category_scores_gemma":[0.000016122915,0.00029024977,0.000111688474,0.00010052233,0.000029426255,0.00032362493,0.000040084687,0.0015086171,0.00000700056],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029836627,0.00016180877,0.00037674763,0.0022092804,0.0014131282,0.0000078028515,0.04393061,0.16519475,0.5784777,0.20211436,0.00035252635,0.005462942],"study_design_scores_gemma":[0.0016666588,0.0009417065,0.00010657489,0.001234567,0.00009823849,0.00012626765,0.0069687306,0.22056882,0.31422296,0.45328704,0.000067407236,0.0007110383],"about_ca_topic_score_codex":0.0002734463,"about_ca_topic_score_gemma":0.00067347154,"teacher_disagreement_score":0.26425472,"about_ca_system_score_codex":0.0017305317,"about_ca_system_score_gemma":0.0011629808,"threshold_uncertainty_score":0.99995494},"labels":[],"label_agreement":null},{"id":"W4399009739","doi":"10.1080/13873954.2024.2348152","title":"Improved stiff string torque and drag prediction using a computationally efficient contact algorithm","year":2024,"lang":"en","type":"article","venue":"Mathematical and Computer Modelling of Dynamical Systems","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Drag; Torque; Algorithm; String (physics); Control theory (sociology); Computer science; Mathematics; Physics; Mechanics; Artificial intelligence; Theoretical physics; Control (management)","score_opus":0.015245050881040566,"score_gpt":0.2032936430815265,"score_spread":0.18804859220048595,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399009739","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3136584,0.00056548277,0.6850082,0.0000053156446,0.00033250544,0.00021911133,0.00002222221,0.00015408765,0.00003467425],"genre_scores_gemma":[0.9738449,0.000008956635,0.025932174,0.0000026065395,0.0001583987,0.0000108417225,0.000007763103,0.000026296693,0.000008047026],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987643,0.000037912294,0.00057188596,0.0002242262,0.00021640655,0.00018530215],"domain_scores_gemma":[0.99944586,0.00026272572,0.00003773131,0.00010152955,0.000036912865,0.000115253555],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002653274,0.00018303814,0.00039432352,0.000078634686,0.000046916466,0.00015533947,0.000063860214,0.00010255321,0.0000020094549],"category_scores_gemma":[0.0000026497746,0.0001503976,0.00005371949,0.00008865559,0.000038944367,0.00006188445,0.00003858291,0.00013150724,0.0000020421169],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000017872809,0.000022817818,0.0000062045806,0.00230794,0.000090410314,0.000004458268,0.0005064946,0.9772816,0.0002635835,0.015675275,0.0000035936146,0.0038358944],"study_design_scores_gemma":[0.00016731772,0.000046846053,0.000013461752,0.0014218214,0.000036407473,0.000112241396,0.000045009365,0.9968461,0.000008024523,0.001152591,0.000008659512,0.00014151607],"about_ca_topic_score_codex":0.00003347373,"about_ca_topic_score_gemma":1.9441497e-7,"teacher_disagreement_score":0.6601865,"about_ca_system_score_codex":0.000050683513,"about_ca_system_score_gemma":0.000013770536,"threshold_uncertainty_score":0.6133036},"labels":[],"label_agreement":null},{"id":"W4399382350","doi":"10.20944/preprints202401.1962.v3","title":"Analytical Solution of a Forced Vibrating Tube Transporting Fluid","year":2024,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Tube (container); Mechanics; Materials science; Physics; Composite material","score_opus":0.0862490444228893,"score_gpt":0.31429128927015065,"score_spread":0.22804224484726135,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399382350","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95085883,0.00039489273,0.012007804,0.00006918638,0.0011670347,0.00051365816,0.000029163453,0.0007003029,0.034259103],"genre_scores_gemma":[0.9988632,0.000040529223,0.00030025863,0.000009491193,0.0002705551,0.00009535909,0.000041764753,0.0000917931,0.00028700865],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9973035,0.000062603314,0.0013006104,0.0005603479,0.00037943295,0.00039352817],"domain_scores_gemma":[0.9987459,0.00009213494,0.00016551562,0.0007995045,0.00006622964,0.00013068733],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00086329365,0.0003825033,0.0007346471,0.00019194745,0.000040915722,0.000022178921,0.00038367807,0.00043880602,0.00039542545],"category_scores_gemma":[0.00014125182,0.00039762052,0.00037574506,0.00020674108,0.000051826504,0.00005385888,0.00042274751,0.0008837043,0.0004990332],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000037703154,0.00009543072,0.11951166,0.023954213,0.0018470275,0.000074447125,0.018873386,0.6276814,0.20078863,0.0025450129,0.0002842273,0.0043068873],"study_design_scores_gemma":[0.00020148608,0.0000115979565,0.010643898,0.0024700856,0.0002385842,0.000016861297,0.0002550094,0.93529505,0.048652966,0.001394498,0.0002709773,0.00054898346],"about_ca_topic_score_codex":0.000139195,"about_ca_topic_score_gemma":0.000015364187,"teacher_disagreement_score":0.3076137,"about_ca_system_score_codex":0.00013771659,"about_ca_system_score_gemma":0.000089287474,"threshold_uncertainty_score":0.9998476},"labels":[],"label_agreement":null},{"id":"W4399559187","doi":"10.1016/j.triboint.2024.109838","title":"Structural improvement, material selection and surface treatment for improved tribological performance of friction pairs in axial piston pumps: A review","year":2024,"lang":"en","type":"review","venue":"Tribology International","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":66,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Tribology; Piston (optics); Materials science; Selection (genetic algorithm); Mechanical engineering; Surface (topology); Material selection; Composite material; Engineering; Computer science; Mathematics; Optics; Physics; Geometry; Artificial intelligence","score_opus":0.037232268166307585,"score_gpt":0.3160741541080862,"score_spread":0.2788418859417786,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399559187","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.030352794,0.96339,0.00012787733,0.000042704756,0.0031209243,0.0021299033,0.0005725235,0.00011120067,0.00015206696],"genre_scores_gemma":[0.012173427,0.9861091,0.00009000519,0.0000068589798,0.0003023651,0.00040387473,0.0007581758,0.00003363735,0.00012254968],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99845254,0.00006675805,0.0008985436,0.00029134398,0.00008954822,0.00020127988],"domain_scores_gemma":[0.9995394,0.0000888562,0.000201763,0.000097145,0.0000395002,0.00003336961],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002671446,0.00032972917,0.0011619094,0.00016338252,0.000023591308,0.000017766284,0.00013254135,0.0003031774,0.000100326106],"category_scores_gemma":[0.000028551343,0.00024218578,0.00020304008,0.00012036347,0.000031481235,0.00006436264,0.000019991903,0.00016288736,0.000008025391],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014284097,0.00006202419,0.00007623664,0.08113274,0.0011627006,0.0000038827325,0.0001370246,0.00028532182,0.0006058798,0.00016782264,0.0011520121,0.9150715],"study_design_scores_gemma":[0.0021854741,0.0019261033,0.000041644624,0.020661158,0.0013419174,0.00040126045,0.00001596387,0.12569258,0.0003401574,0.000081080136,0.84648,0.00083265075],"about_ca_topic_score_codex":0.000046684763,"about_ca_topic_score_gemma":0.00001918236,"teacher_disagreement_score":0.91423887,"about_ca_system_score_codex":0.00044872056,"about_ca_system_score_gemma":0.000063137224,"threshold_uncertainty_score":0.9876049},"labels":[],"label_agreement":null},{"id":"W4399934914","doi":"10.1016/j.istruc.2024.106795","title":"Theoretical nonlinear force-displacement constitutive model of triangular-plate steel damper","year":2024,"lang":"en","type":"article","venue":"Structures","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"National Natural Science Foundation of China","keywords":"Damper; Structural engineering; Nonlinear system; Displacement (psychology); Constitutive equation; Materials science; Mechanics; Engineering; Physics; Finite element method","score_opus":0.009605044251437066,"score_gpt":0.24042869830263142,"score_spread":0.23082365405119434,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399934914","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.57760966,0.0051306216,0.22845064,0.00012990228,0.003336912,0.0010926817,0.0007397723,0.0008005043,0.18270929],"genre_scores_gemma":[0.9977167,0.000026661757,0.0018970072,0.000018417779,0.00011146078,0.000009953114,0.00001615234,0.000023627257,0.00017998455],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99922216,0.000018804567,0.00026764773,0.00013795935,0.00017785703,0.00017556176],"domain_scores_gemma":[0.99965525,0.0000739491,0.000015455853,0.00017796717,0.00001904068,0.000058319387],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000110804445,0.00014815645,0.00022529569,0.00006167121,0.00002450268,0.000028953376,0.00010582707,0.00009049626,0.00042905784],"category_scores_gemma":[0.000019828554,0.0001104753,0.00007972328,0.00007806355,0.00015545418,0.000048273945,0.00002003881,0.00012288117,0.000019852521],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016848782,0.0000034774894,0.000008773973,0.00042929407,0.00018510794,0.0000085532265,0.0017100918,0.28735965,0.010833336,0.6967918,0.0008247118,0.0018283125],"study_design_scores_gemma":[0.00023319027,0.00001919772,0.000012075789,0.00010425959,0.000039791685,0.000013257664,0.00016407344,0.9585022,0.009337556,0.030369032,0.0010683779,0.00013701586],"about_ca_topic_score_codex":0.0000047597437,"about_ca_topic_score_gemma":0.000002202464,"teacher_disagreement_score":0.6711425,"about_ca_system_score_codex":0.000028684572,"about_ca_system_score_gemma":0.000041403146,"threshold_uncertainty_score":0.46978825},"labels":[],"label_agreement":null},{"id":"W4399939030","doi":"10.1109/access.2024.3419061","title":"The On-Line Estimation of Multi-Mode Electromechanical Oscillations Using the Cascade Structure of Damped-SOGI","year":2024,"lang":"en","type":"article","venue":"IEEE Access","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Cascade; Control theory (sociology); Mode (computer interface); Line (geometry); Physics; Computer science; Mathematics; Engineering; Artificial intelligence","score_opus":0.047056081502274,"score_gpt":0.34906437025974785,"score_spread":0.3020082887574739,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399939030","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7045301,0.00033211795,0.29367328,0.00006805768,0.00096926,0.00020079986,0.000033476954,0.000070313836,0.0001226106],"genre_scores_gemma":[0.99948287,0.000022777855,0.00031914937,0.000008903828,0.00012551236,0.00000437555,0.0000036114673,0.000018415592,0.000014355078],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99929875,0.0000358814,0.00028427067,0.000085634056,0.0001744929,0.00012097212],"domain_scores_gemma":[0.9993453,0.00032998458,0.000045425066,0.00023134002,0.000027863265,0.000020059073],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001228508,0.00009093891,0.0001310948,0.000044433484,0.00007297155,0.000059953312,0.00025483477,0.00006384073,0.000011872918],"category_scores_gemma":[0.00004528269,0.000050757375,0.000047622038,0.0002541483,0.000028798382,0.00009712714,0.0000149994175,0.00014210846,0.0000026417736],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000016267962,0.000003847502,0.000011530697,0.000106365245,0.00004764875,3.5734834e-7,0.0004102094,0.94490725,0.050850973,0.00066896604,0.00012265382,0.0028685613],"study_design_scores_gemma":[0.0000580323,0.00001006375,0.00007634428,0.00009683053,0.000022731188,0.000008469479,0.00003164852,0.9467129,0.052173074,0.00064037764,0.000117202355,0.000052292115],"about_ca_topic_score_codex":0.000117008094,"about_ca_topic_score_gemma":0.000066554356,"teacher_disagreement_score":0.2949528,"about_ca_system_score_codex":0.000037526446,"about_ca_system_score_gemma":0.000026817246,"threshold_uncertainty_score":0.20698257},"labels":[],"label_agreement":null},{"id":"W4400235786","doi":"10.11159/ffhmt24.100","title":"Visualization of Flow in Control Valve with Cylindrical Perforated Cage via Computational Fluid Dynamics","year":2024,"lang":"en","type":"article","venue":"Proceedings of the ... International Conference on Fluid Flow, Heat and Mass Transfer","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"RIKEN","keywords":"Visualization; Flow visualization; Fluid dynamics; Flow (mathematics); Computational fluid dynamics; Computer science; Mechanics; Cage; Control theory (sociology); Flow control (data); Physics; Control (management); Engineering; Structural engineering; Artificial intelligence","score_opus":0.010627112348157023,"score_gpt":0.22327540126462245,"score_spread":0.21264828891646542,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400235786","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7972818,0.00013199731,0.18647964,0.0006907134,0.00054776133,0.00053894205,0.00014056638,0.00010536692,0.014083229],"genre_scores_gemma":[0.9994466,0.000048530434,0.00030209718,0.000030689316,0.00004311,0.00002747829,0.000029713872,0.000023783807,0.000048043476],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998893,0.000007291124,0.0003867352,0.00018421312,0.00039482513,0.00013389128],"domain_scores_gemma":[0.99956733,0.00006194183,0.00001358282,0.00003946322,0.00027341204,0.00004424059],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018756514,0.00017344322,0.00025339855,0.00016181784,0.000024562923,0.00006609119,0.00019054531,0.00009114494,0.00006192788],"category_scores_gemma":[0.00001103785,0.00012618904,0.00007212437,0.00020520216,0.00006737971,0.00017035422,0.000009362989,0.00014154536,0.0000029931955],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00068310363,0.00024207098,0.010894222,0.0026066576,0.0011233818,0.0000057397733,0.0058731423,0.39752102,0.27600327,0.29804516,0.00044450688,0.0065577338],"study_design_scores_gemma":[0.0006848075,0.000089492045,0.0007285014,0.0006244833,0.00003589566,0.000012532034,0.0001538027,0.9924344,0.0040734247,0.0010008763,0.000029450277,0.00013236937],"about_ca_topic_score_codex":0.000022521363,"about_ca_topic_score_gemma":0.000013325228,"teacher_disagreement_score":0.59491336,"about_ca_system_score_codex":0.00008396914,"about_ca_system_score_gemma":0.00003987021,"threshold_uncertainty_score":0.514584},"labels":[],"label_agreement":null},{"id":"W4400240027","doi":"10.3390/buildings14072017","title":"Investigating Large-Scale Tuned Liquid Dampers through Real-Time Hybrid Simulations","year":2024,"lang":"en","type":"article","venue":"Buildings","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Slosh dynamics; Nonlinear system; Flexibility (engineering); Vibration; Structural engineering; Scale model; Computer science; Damper; Scale (ratio); Fluid–structure interaction; Simulation; Acoustics; Engineering; Aerospace engineering; Physics; Finite element method","score_opus":0.011869313710995802,"score_gpt":0.24396249345609405,"score_spread":0.23209317974509824,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400240027","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9467193,0.00043730543,0.02088723,0.00023807942,0.00067460694,0.00022671388,0.00006014078,0.0018244074,0.028932255],"genre_scores_gemma":[0.9935556,0.000038285467,0.005197188,0.000080858765,0.00029994588,0.000018680767,0.000038684564,0.00007726335,0.00069350674],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988813,0.000023312918,0.00033376648,0.00023340591,0.00019064089,0.00033760068],"domain_scores_gemma":[0.99944246,0.00017885095,0.00002374384,0.00023347086,0.000022035956,0.000099439836],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019980187,0.00018548485,0.00021922744,0.00007078606,0.0001074851,0.00011366568,0.00014285499,0.0000710804,0.0002921766],"category_scores_gemma":[0.000058569247,0.0001840818,0.00008259821,0.00028863677,0.00003175571,0.00027121542,0.000035172918,0.00015037805,0.00047327322],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000056722133,0.000036604448,0.00036435373,0.0014872326,0.00032686823,0.000050139806,0.032273557,0.3117292,0.557802,0.0052941036,0.089067884,0.0015623891],"study_design_scores_gemma":[0.00018795229,0.000034884077,0.00003990015,0.00060120196,0.000039803843,0.000033376713,0.0002835248,0.8703789,0.013783512,0.000738925,0.11349192,0.00038608495],"about_ca_topic_score_codex":0.00008750356,"about_ca_topic_score_gemma":0.0000048123115,"teacher_disagreement_score":0.5586497,"about_ca_system_score_codex":0.00007549464,"about_ca_system_score_gemma":0.000027382275,"threshold_uncertainty_score":0.75066376},"labels":[],"label_agreement":null},{"id":"W4400285989","doi":"10.1121/10.0027583","title":"Developments in an acoustic resonance test for the detection of manufacturing anomalies in hydroelectric generator stator windings","year":2024,"lang":"en","type":"article","venue":"The Journal of the Acoustical Society of America","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Hydro-Québec","funders":"","keywords":"Stator; Hydroelectricity; Generator (circuit theory); Acoustics; Electromagnetic coil; Test (biology); Engineering; Electric generator; Electrical engineering; Physics; Geology","score_opus":0.009773383045173032,"score_gpt":0.2279704014446166,"score_spread":0.21819701839944358,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400285989","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.711682,0.0030513923,0.28424507,0.0002573412,0.00039368932,0.00031920595,0.000011793139,0.000018723204,0.00002076851],"genre_scores_gemma":[0.99687266,0.0005197281,0.0024020125,0.0000621498,0.00009967,0.000006852298,1.5651814e-7,0.000020754209,0.000016035274],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988701,0.000058657788,0.0005333109,0.000067309666,0.00026216422,0.00020848408],"domain_scores_gemma":[0.9983904,0.0012545019,0.00014272986,0.00014194673,0.000037483973,0.000032977747],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007368695,0.00011664201,0.00025988283,0.000043867843,0.000066700195,0.000018869549,0.00036133738,0.00005436614,0.0000034848767],"category_scores_gemma":[0.00013679665,0.000059986323,0.00012704032,0.00035754635,0.000118558244,0.00009219662,0.000031013864,0.00030624293,6.352782e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007892004,0.000086185566,0.00080205954,0.00078632735,0.00021576967,0.0000025131826,0.009609101,0.5928025,0.28110838,0.0000017737383,0.0011099391,0.1133965],"study_design_scores_gemma":[0.00022698479,0.00014474544,0.0064858715,0.0003174974,0.00008078302,0.000029327095,0.0016855296,0.96145743,0.028528258,0.0000778893,0.0008727901,0.00009288947],"about_ca_topic_score_codex":0.000032542957,"about_ca_topic_score_gemma":0.000010508909,"teacher_disagreement_score":0.3686549,"about_ca_system_score_codex":0.0001531341,"about_ca_system_score_gemma":0.00006415216,"threshold_uncertainty_score":0.24461712},"labels":[],"label_agreement":null},{"id":"W4400287586","doi":"10.1121/10.0027513","title":"Robotization of “<i>in situ</i>” acoustic measurements","year":2024,"lang":"en","type":"article","venue":"The Journal of the Acoustical Society of America","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"In situ; Materials science; Geology; Physics; Meteorology","score_opus":0.018197118482393027,"score_gpt":0.23961020932190408,"score_spread":0.22141309083951105,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400287586","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.023851573,0.0019773713,0.9714987,0.0007766833,0.0008044149,0.00014427656,0.0000036752244,0.000022829641,0.00092042866],"genre_scores_gemma":[0.9965783,0.00033974476,0.0028587258,0.00007761978,0.00009835187,6.4302174e-7,1.6948152e-7,0.000015668757,0.00003079553],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99876606,0.000086923246,0.00052390306,0.0000416437,0.00044597208,0.00013549524],"domain_scores_gemma":[0.99924475,0.0003526671,0.00013461799,0.00015975103,0.000072444804,0.000035778765],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00069438794,0.000092472896,0.00027326125,0.000022427925,0.000026068568,0.000008847983,0.00031655957,0.00004930413,0.000024199766],"category_scores_gemma":[0.000103245744,0.000049444225,0.00022016763,0.0003491734,0.0001393333,0.00005660771,0.00003218215,0.0002515063,0.0000038608587],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000789094,0.000025290907,0.00009300893,0.00034173482,0.0001682404,4.7431254e-7,0.0015182192,0.85537964,0.12894468,0.0000015261502,0.009701484,0.0038178219],"study_design_scores_gemma":[0.00018320889,0.00006856506,0.0008307561,0.0007194008,0.00022949903,0.000033350898,0.0011391294,0.99229354,0.003851671,0.00021913387,0.00035373485,0.00007803982],"about_ca_topic_score_codex":0.000017514243,"about_ca_topic_score_gemma":9.990529e-7,"teacher_disagreement_score":0.9727267,"about_ca_system_score_codex":0.00006930214,"about_ca_system_score_gemma":0.000046863308,"threshold_uncertainty_score":0.2016277},"labels":[],"label_agreement":null},{"id":"W4400322053","doi":"10.1139/tcsme-2023-0153","title":"Design and analysis of a novel rotary inertance hydraulic converter with the continuous controlling turntable","year":2024,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Inertance; Control theory (sociology); Computer science; Mechanical engineering; Engineering; Control engineering; Control (management)","score_opus":0.009399207542348074,"score_gpt":0.18398493195082807,"score_spread":0.17458572440848,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400322053","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010047141,0.0007705748,0.9881111,0.00033167895,0.00016789207,0.00042342613,0.00007629695,0.000056229488,0.000015699448],"genre_scores_gemma":[0.9942826,0.000018786608,0.005486697,0.000045373385,0.000016036915,0.00007418622,0.0000023037903,0.000028772389,0.000045231554],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993449,0.0000076037227,0.000219195,0.0001125573,0.00010972435,0.00020602315],"domain_scores_gemma":[0.9993619,0.0003124393,0.00002203455,0.00018383801,0.000031477368,0.00008831324],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026290232,0.00012821052,0.0003102115,0.000066436194,0.00008140105,0.000026766369,0.00014978429,0.00008434845,0.000009164878],"category_scores_gemma":[0.0000062131667,0.00008240977,0.00031442806,0.0005531473,0.000035476533,0.00005977007,0.0000019782074,0.00016405273,1.4813203e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000036815331,0.0000035495573,0.0000014843222,0.00021848195,0.0021134194,2.185807e-7,0.0008152198,0.98707694,0.008881648,0.00041844186,0.00007513429,0.00039178252],"study_design_scores_gemma":[0.00024425544,0.000021537187,0.000010666747,0.000116915464,0.00092966424,0.00000628745,0.00014733824,0.9950918,0.0025006072,0.000007354503,0.0008254573,0.00009810315],"about_ca_topic_score_codex":0.0028983732,"about_ca_topic_score_gemma":0.0049777837,"teacher_disagreement_score":0.98423547,"about_ca_system_score_codex":0.00008719398,"about_ca_system_score_gemma":0.000068205634,"threshold_uncertainty_score":0.43814924},"labels":[],"label_agreement":null},{"id":"W4400443952","doi":"10.1016/j.ijft.2024.100756","title":"Experimental investigation of camless air engine to improve performance by the novel controller and exhaust pressure predicting technique","year":2024,"lang":"en","type":"article","venue":"International Journal of Thermofluids","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Innovation Initiatives Ontario North","funders":"","keywords":"Automotive engineering; Exhaust gas recirculation; Controller (irrigation); Environmental science; Computer science; Engineering; Internal combustion engine","score_opus":0.006378178947996628,"score_gpt":0.22475285249408603,"score_spread":0.2183746735460894,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400443952","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9596978,0.0035802342,0.034571715,0.00033802565,0.0010622726,0.00021968991,0.000041058585,0.0000357523,0.00045349816],"genre_scores_gemma":[0.99923676,0.000033382956,0.00025391323,0.000045042798,0.00028623696,0.000021858608,0.0000012482093,0.00001732241,0.00010421486],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992066,0.000014815673,0.00036141847,0.000063043066,0.00028020967,0.000073894225],"domain_scores_gemma":[0.9996572,0.00007811057,0.00006182683,0.000057722067,0.000098571414,0.000046559908],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036071663,0.000091724294,0.00013643719,0.000084558735,0.000017790962,0.000036401612,0.00021813909,0.000044510925,0.000016472126],"category_scores_gemma":[0.000020668193,0.00006188221,0.000044013832,0.00005559697,0.000029412915,0.00015942066,0.000027648734,0.00013862937,0.0000011572479],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022723094,0.000008943085,0.000289847,0.00007708171,0.00029903787,0.0000017537226,0.0018784794,0.005283658,0.9866272,0.00007958215,0.0013383398,0.004093321],"study_design_scores_gemma":[0.000566797,0.00015935769,0.0012072882,0.0007978403,0.000037978243,0.0002960658,0.00031818383,0.19392413,0.7980568,0.000027916736,0.0044839783,0.000123698],"about_ca_topic_score_codex":0.000014533014,"about_ca_topic_score_gemma":1.8467354e-7,"teacher_disagreement_score":0.18864048,"about_ca_system_score_codex":0.00004497464,"about_ca_system_score_gemma":0.000018649536,"threshold_uncertainty_score":0.2523483},"labels":[],"label_agreement":null},{"id":"W4400502549","doi":"10.2139/ssrn.4890698","title":"A New Iterative Identification Algorithm for Estimating the Lugre Friction Model Parameters","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Identification (biology); Algorithm; Computer science; Mathematics; Control theory (sociology); Mathematical optimization; Artificial intelligence","score_opus":0.015175848776700003,"score_gpt":0.25671672620681035,"score_spread":0.24154087743011035,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400502549","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0024889258,0.004822413,0.98832613,0.00034251166,0.002939054,0.0006356531,0.000023643894,0.00018390366,0.00023776843],"genre_scores_gemma":[0.83480847,0.0015592916,0.15430258,0.000045872046,0.003479327,0.0004710733,0.00010541175,0.00026314278,0.0049648057],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977778,0.000055202214,0.00060075155,0.00025582264,0.0002604697,0.0010499309],"domain_scores_gemma":[0.99928266,0.00009748146,0.00020483253,0.00026958695,0.00007569417,0.000069765636],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0014679597,0.0002949193,0.00028742274,0.00013167565,0.00019497208,0.00043747213,0.00034758513,0.00021015681,0.0000033912274],"category_scores_gemma":[0.000041302403,0.00022224044,0.00025806006,0.000118655145,0.000012790929,0.00009274672,0.00006744062,0.0029311324,0.000030577245],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000017012877,0.0000029693465,3.7618935e-7,0.000102328624,0.00038031733,3.8419248e-7,0.0017645066,0.7280583,0.00005051163,0.0021060428,0.0010992509,0.26643333],"study_design_scores_gemma":[0.00009832446,0.000017183833,5.254641e-7,0.00020731095,0.00012151936,0.00010951622,0.00044554254,0.70106643,0.000033581557,0.2976829,0.00006312392,0.00015402482],"about_ca_topic_score_codex":0.00005310004,"about_ca_topic_score_gemma":0.000058771315,"teacher_disagreement_score":0.83402354,"about_ca_system_score_codex":0.0012846222,"about_ca_system_score_gemma":0.0011946037,"threshold_uncertainty_score":0.99936914},"labels":[],"label_agreement":null},{"id":"W4400713682","doi":"10.48550/arxiv.2407.10454","title":"Deflated Dynamics Value Iteration","year":2024,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"National Research Foundation of Korea; National Research Foundation; Natural Sciences and Engineering Research Council of Canada; Government of Canada; Canadian Institute for Advanced Research","keywords":"Value (mathematics); Dynamics (music); Mathematics; Applied mathematics; Computer science; Physics; Statistics","score_opus":0.033090075234814935,"score_gpt":0.15733077276155252,"score_spread":0.12424069752673758,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400713682","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7469064,0.000323919,0.18634084,0.00003397102,0.003203511,0.00038424693,0.00007947699,0.0013756389,0.061352],"genre_scores_gemma":[0.99691546,0.00011503459,0.000057977053,0.000011775972,0.00012278634,0.0000010749436,0.00012953668,0.000052940184,0.0025934107],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99911344,0.000044901495,0.0001991478,0.0003827528,0.000053712276,0.00020606448],"domain_scores_gemma":[0.99934113,0.000039871575,0.00004392429,0.00044620127,0.000038165403,0.00009070687],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00011360995,0.00026121034,0.0002615784,0.00018780566,0.000041223397,0.000084788844,0.00027001812,0.00036025984,0.000055788572],"category_scores_gemma":[0.000008102709,0.0003062111,0.00014285654,0.00028431733,0.000024471827,0.000059934733,0.0002404923,0.00053350703,0.0006200609],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000025385611,0.0000063682032,0.0001428816,0.00054942304,0.0001523893,0.00012893276,0.00024767313,0.96335477,0.000022891712,0.03435736,0.00075283763,0.0002819471],"study_design_scores_gemma":[0.000100166195,0.0000074164054,0.000057238358,0.0002952914,0.00010585249,0.000006150247,0.000067805966,0.98114073,0.000026943508,0.017409522,0.00048479182,0.00029810684],"about_ca_topic_score_codex":0.000101755024,"about_ca_topic_score_gemma":0.000068640715,"teacher_disagreement_score":0.25000906,"about_ca_system_score_codex":0.00041520537,"about_ca_system_score_gemma":0.00004622118,"threshold_uncertainty_score":0.999939},"labels":[],"label_agreement":null},{"id":"W4400873005","doi":"10.2139/ssrn.4901981","title":"Bayesian Input-State-Parameter Inference of Hydrodynamic Bearings: From Partial Displacement Measurements to Force Reconstruction","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Displacement (psychology); Inference; Bayesian inference; State (computer science); Bayesian probability; Computer science; Mathematics; Mechanics; Physics; Algorithm; Artificial intelligence","score_opus":0.013259185799944362,"score_gpt":0.243290626944319,"score_spread":0.23003144114437463,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400873005","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.73725176,0.0014384649,0.25722948,0.00006295286,0.002648858,0.00043700787,0.00003769474,0.00011067185,0.0007831414],"genre_scores_gemma":[0.99822533,0.00060682354,0.00040880026,0.000011709157,0.00031784023,0.000054113556,0.000023459374,0.00007893532,0.0002729914],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9965276,0.000101236954,0.0009985247,0.00038643795,0.0005585025,0.0014276919],"domain_scores_gemma":[0.99904364,0.00006669974,0.00023956523,0.0004024695,0.00007860247,0.00016900113],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0011557953,0.00041603105,0.0005941031,0.00027592428,0.000057657464,0.00013437723,0.0004239355,0.00023819997,0.00005017752],"category_scores_gemma":[0.00007400945,0.00039841566,0.00022539536,0.00015582843,0.000028391443,0.00008185295,0.00021667572,0.002790824,0.00007169654],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011505388,0.00006729557,0.003582569,0.00095743185,0.0043155784,0.000008059773,0.0042566033,0.8393467,0.0064398027,0.0006891909,0.00013875935,0.14008294],"study_design_scores_gemma":[0.0008117308,0.0003588513,0.00027707726,0.0038210405,0.00047974047,0.00019749263,0.0008314404,0.7051114,0.0032957522,0.28345644,0.00019113347,0.0011678862],"about_ca_topic_score_codex":0.0005271469,"about_ca_topic_score_gemma":0.001448164,"teacher_disagreement_score":0.28276727,"about_ca_system_score_codex":0.0019465627,"about_ca_system_score_gemma":0.00090024015,"threshold_uncertainty_score":0.99984676},"labels":[],"label_agreement":null},{"id":"W4401052513","doi":"10.1061/jhend8.hyeng-13675","title":"Characterizing Flow Patterns and Velocities in a Backwater Valve Using Fluorescent Particle Tracers for Image Velocimetry","year":2024,"lang":"en","type":"article","venue":"Journal of Hydraulic Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Chiropractic Association; University of Guelph","funders":"","keywords":"Particle image velocimetry; Particle tracking velocimetry; Velocimetry; Geology; Particle (ecology); Flow (mathematics); Mechanics; Turbulence; Physics; Oceanography","score_opus":0.012233616338291205,"score_gpt":0.22761977035012693,"score_spread":0.21538615401183572,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401052513","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87957793,0.0024419709,0.11661873,0.00008744683,0.0010096539,0.00014928971,0.000010395476,0.00008079435,0.000023789242],"genre_scores_gemma":[0.9930141,0.00015854709,0.006347328,0.000019194496,0.00037430486,0.0000093154395,0.0000017733369,0.000069039525,0.0000063826847],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987425,0.0000156563,0.0006060981,0.000121686826,0.00017106622,0.0003429686],"domain_scores_gemma":[0.99958485,0.00013381078,0.000046992805,0.00009056034,0.000029114384,0.00011468026],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004553715,0.00020522141,0.00036581582,0.0002520604,0.000024283923,0.0001435445,0.00009821688,0.00007785645,0.000014362419],"category_scores_gemma":[0.000036502708,0.00018691397,0.0001530878,0.0001608804,0.000013231895,0.0004166554,0.000017541137,0.00025647372,0.0000031861691],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029210223,0.000036480316,0.0013971749,0.0060018557,0.0006479817,0.00040666832,0.015824795,0.63614804,0.31694272,0.000053334887,0.00025557465,0.022256132],"study_design_scores_gemma":[0.0003817134,0.000038835307,0.0020333482,0.0013632918,0.00004696719,0.00034475565,0.0003723918,0.97866297,0.015467272,0.000012410574,0.0010581968,0.00021785987],"about_ca_topic_score_codex":0.00001134019,"about_ca_topic_score_gemma":0.0000021438425,"teacher_disagreement_score":0.3425149,"about_ca_system_score_codex":0.00016461228,"about_ca_system_score_gemma":0.000023100063,"threshold_uncertainty_score":0.76221305},"labels":[],"label_agreement":null},{"id":"W4401214356","doi":"10.1007/s40997-024-00795-6","title":"A Novel Pneumatic Stepper Actuator Using Constant Air Pressure","year":2024,"lang":"en","type":"article","venue":"Iranian Journal of Science and Technology Transactions of Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Actuator; Constant (computer programming); Pneumatic actuator; Stepper motor; Stepper; Control theory (sociology); Engineering; Mechanical engineering; Control engineering; Automotive engineering; Computer science; Materials science; Electrical engineering; Nanotechnology; Control (management); Artificial intelligence","score_opus":0.010562389740441342,"score_gpt":0.21881450667008084,"score_spread":0.2082521169296395,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401214356","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19832551,0.0014877615,0.79900545,0.00016230012,0.00075322704,0.00008424649,0.0000078138355,0.00014410567,0.0000295797],"genre_scores_gemma":[0.9863614,0.00007291663,0.0135104535,0.000003382567,0.000027862894,0.000002126239,3.105402e-8,0.000017848242,0.0000039694123],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988652,0.0000040962987,0.00047748952,0.000121461286,0.00030846198,0.00022332321],"domain_scores_gemma":[0.99950784,0.000071288574,0.000047489564,0.00013326772,0.00013219437,0.00010793306],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00058206957,0.00013189088,0.00030233205,0.00081031263,0.000065447224,0.000029125424,0.00026722142,0.00013202507,0.0000142978415],"category_scores_gemma":[0.00006884695,0.00011167579,0.000060464205,0.0011078075,0.00025120983,0.00035823684,0.000008106271,0.00037049438,0.0000012426541],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000024465003,0.000016694805,0.0000019988565,0.00047150778,0.00013643563,0.000016409675,0.00031150912,0.0806003,0.9074407,0.0022057025,0.0000032963023,0.0087929545],"study_design_scores_gemma":[0.00026025888,0.00012224694,0.000007013242,0.0010954567,0.00012121791,0.0021086633,0.00051695056,0.9489121,0.046037976,0.00018140626,0.00048430747,0.00015239566],"about_ca_topic_score_codex":0.000001981563,"about_ca_topic_score_gemma":5.2299373e-7,"teacher_disagreement_score":0.8683118,"about_ca_system_score_codex":0.000048844333,"about_ca_system_score_gemma":0.00012340376,"threshold_uncertainty_score":0.45540068},"labels":[],"label_agreement":null},{"id":"W4401422075","doi":"10.1007/978-3-031-60255-9_12","title":"Identification of the Elements of an Industrial Rubber of Unknown Formulation","year":2024,"lang":"en","type":"book-chapter","venue":"Springer proceedings in earth and environmental sciences","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Identification (biology); Natural rubber; Forensic engineering; Engineering; Polymer science; Materials science; Composite material; Biology","score_opus":0.016007398393589816,"score_gpt":0.20210854487258953,"score_spread":0.18610114647899972,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401422075","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95978516,0.0002674833,0.0000034727777,0.00000405817,0.00021696035,0.00022365703,0.000016834101,0.0000071156633,0.039475244],"genre_scores_gemma":[0.9973785,0.000093034665,0.000035688085,0.0000011490799,0.00003491729,0.0000030076833,0.0000020065017,0.0000087379685,0.0024429196],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990365,0.0000016713113,0.00044690966,0.0001389004,0.0002906577,0.00008539664],"domain_scores_gemma":[0.9997305,0.000008344809,0.00017841934,0.000056887657,0.0000035762585,0.000022263108],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003425706,0.00010144152,0.00016104839,0.0000908942,0.000023940665,0.000013118984,0.00013482806,0.00009911027,0.00003319556],"category_scores_gemma":[0.000004744376,0.000075806565,0.000034031702,0.000052116724,0.00018644883,0.00013854147,0.000046549638,0.00009312902,0.0000018337474],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000054467506,0.00018050114,0.19246534,0.0051020645,0.0003266873,0.0000014347986,0.014379364,0.011932212,0.5066531,0.10335404,0.00014056519,0.16541027],"study_design_scores_gemma":[0.0028073718,0.0012792064,0.17036101,0.009852476,0.000511337,0.000039899565,0.0049551027,0.21292302,0.50110567,0.044444975,0.049217146,0.0025028004],"about_ca_topic_score_codex":0.000011891913,"about_ca_topic_score_gemma":0.00000767992,"teacher_disagreement_score":0.20099081,"about_ca_system_score_codex":0.000016841856,"about_ca_system_score_gemma":0.000006569488,"threshold_uncertainty_score":0.3091302},"labels":[],"label_agreement":null},{"id":"W4401431252","doi":"10.1061/jsendh.steng-13500","title":"Real-Time Aeroelastic Hybrid Simulation Method for a Flexible Bridge Deck Section Model","year":2024,"lang":"en","type":"article","venue":"Journal of Structural Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hudbay Minerals (Canada)","funders":"","keywords":"Aeroelasticity; Section (typography); Bridge (graph theory); Structural engineering; Deck; Computer science; Bridge deck; Flutter; Engineering; Aerospace engineering; Aerodynamics","score_opus":0.015390724558678709,"score_gpt":0.2777727324341801,"score_spread":0.26238200787550137,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401431252","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28702536,0.00030368599,0.7109369,0.0000114597615,0.0013314508,0.00009702497,0.000009559136,0.00023343999,0.00005109314],"genre_scores_gemma":[0.9537537,0.000014581265,0.04525517,0.0000024275203,0.0008504838,0.0000048005936,0.000004109823,0.00005799913,0.000056745128],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99902403,0.000009156057,0.00048656022,0.00009531236,0.00018132798,0.00020362505],"domain_scores_gemma":[0.99946564,0.00023316783,0.00005716741,0.000082413215,0.00006989792,0.00009169991],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025427452,0.00017161263,0.00028352,0.0002093202,0.00003066601,0.00008199165,0.000090629386,0.00006304083,0.00001760032],"category_scores_gemma":[0.000052145304,0.00014966022,0.00015880508,0.00013171945,0.0000037872983,0.0003336232,0.000007761812,0.00019377701,0.000005364268],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000075580697,7.020294e-7,0.0000020034397,0.00038660842,0.0000767735,0.000006268944,0.0002053997,0.90353936,0.093719214,0.00005871986,0.000287768,0.0017096086],"study_design_scores_gemma":[0.00019153762,0.000042423602,0.0001955843,0.00026717884,0.000059379377,0.0003435891,0.0000067332853,0.9957859,0.0023630462,0.00020994525,0.0003801903,0.00015452955],"about_ca_topic_score_codex":0.0000036915742,"about_ca_topic_score_gemma":1.8550699e-7,"teacher_disagreement_score":0.6667283,"about_ca_system_score_codex":0.00017319818,"about_ca_system_score_gemma":0.000027893013,"threshold_uncertainty_score":0.61029667},"labels":[],"label_agreement":null},{"id":"W4401448137","doi":"10.1016/j.jcsr.2024.108950","title":"Real-time hybrid simulation to capture column buckling in steel frames under fire","year":2024,"lang":"en","type":"article","venue":"Journal of Constructional Steel Research","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"State Key Laboratory of Bridge Engineering Structural Dynamics; American Association of University Women","keywords":"Buckling; Structural engineering; Column (typography); Steel frame; Engineering; Materials science; Connection (principal bundle)","score_opus":0.03273341478051418,"score_gpt":0.33462240543809413,"score_spread":0.30188899065757996,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401448137","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9862292,0.0011042953,0.003829291,0.0006399638,0.0010563408,0.00023586501,0.000019766825,0.00005731127,0.006827994],"genre_scores_gemma":[0.99742806,0.000096445736,0.0009724608,0.000014624885,0.0005987844,0.0000067851893,0.0000026316407,0.000029985524,0.0008501948],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99777865,0.000144117,0.0005969385,0.00013825779,0.0010293926,0.00031265663],"domain_scores_gemma":[0.99827206,0.0010569888,0.000041187526,0.00011526212,0.00033608577,0.00017841076],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001416308,0.000121233126,0.0002701158,0.00051275536,0.0000786514,0.00017772296,0.00017309174,0.00010680755,0.000438891],"category_scores_gemma":[0.00016720829,0.000111126414,0.00009046821,0.00054287736,0.00006618617,0.00024609425,0.00003040661,0.0007603889,0.00015846908],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000315494,0.0000129493565,0.00030479152,0.00017211575,0.00008153099,0.00011534324,0.00042150318,0.97561085,0.008547877,0.000829598,0.00608441,0.00778746],"study_design_scores_gemma":[0.0005020667,0.00012365181,0.0040869564,0.0015259848,0.000015455313,0.0010448826,0.0015675068,0.9588895,0.00059282075,0.0025842455,0.028805971,0.00026097446],"about_ca_topic_score_codex":0.00006069015,"about_ca_topic_score_gemma":0.00001085646,"teacher_disagreement_score":0.022721563,"about_ca_system_score_codex":0.00042931852,"about_ca_system_score_gemma":0.00029002075,"threshold_uncertainty_score":0.48055488},"labels":[],"label_agreement":null},{"id":"W4401458172","doi":"10.1115/omae2024-124607","title":"A Critical Review of the Correlations Used for Predicting the Onset of the Transition Flow Regime in Pipe Flow of Yield Stress Fluids","year":2024,"lang":"en","type":"review","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Flow (mathematics); Yield (engineering); Mechanics; Stress (linguistics); Statistical physics; Thermodynamics; Physics; Philosophy","score_opus":0.04540720883030303,"score_gpt":0.2991332716305222,"score_spread":0.2537260628002192,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401458172","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000006136635,0.9825746,0.012228531,0.00042414299,0.000865221,0.0021972074,0.0007363274,0.000032738204,0.0009351049],"genre_scores_gemma":[0.0062918984,0.99288195,0.00017406658,0.00003119411,0.000095092284,0.00031855985,0.000038266426,0.000049026687,0.000119968834],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.99790204,0.00022568832,0.0012911664,0.00014516735,0.0002835998,0.00015232977],"domain_scores_gemma":[0.997176,0.0019862172,0.00013297517,0.00060906436,0.000073158684,0.00002257784],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008532072,0.00023018781,0.0011122897,0.00005665449,0.000039029328,0.000009695525,0.00040704675,0.00020121809,0.000050761388],"category_scores_gemma":[0.0007467042,0.00010226289,0.00070852303,0.00052255933,0.000086339096,0.00003659638,0.000032690754,0.00036070877,0.0000023920384],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000017466888,0.000047328962,0.0000065538766,0.9242722,0.00033203274,6.4601744e-7,0.002148276,0.0035388079,0.000005304472,0.0007766634,0.009113883,0.059756596],"study_design_scores_gemma":[0.00010083004,0.000028357506,0.0000045116244,0.7707137,0.0022830807,0.000034537366,0.00020105741,0.17701432,0.00003170685,0.0000987295,0.049301337,0.00018785452],"about_ca_topic_score_codex":0.00003974787,"about_ca_topic_score_gemma":0.00006218969,"teacher_disagreement_score":0.17347552,"about_ca_system_score_codex":0.000039615563,"about_ca_system_score_gemma":0.00013428189,"threshold_uncertainty_score":0.41701597},"labels":[],"label_agreement":null},{"id":"W4401480258","doi":"10.1016/j.jmbbm.2024.106685","title":"Alveolar wall hyperelastic material properties determined using alveolar cluster model with experimental stress-stretch and pressure-volume data","year":2024,"lang":"en","type":"article","venue":"Journal of the mechanical behavior of biomedical materials/Journal of mechanical behavior of biomedical materials","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Hyperelastic material; Alveolar Wall; Materials science; Tension (geology); Finite element method; Surface tension; Structural engineering; Stress (linguistics); Pulmonary alveolus; Mechanics; Biomedical engineering; Lung; Composite material; Engineering; Medicine; Ultimate tensile strength; Thermodynamics; Respiratory disease","score_opus":0.03343204263925432,"score_gpt":0.26333754162491096,"score_spread":0.22990549898565665,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401480258","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98403245,0.0010324499,0.0048246267,0.00028898366,0.007213482,0.00081346673,0.0017386797,0.000054711192,0.000001131298],"genre_scores_gemma":[0.99182725,0.00015110684,0.00677312,0.00003324696,0.0009626814,0.000027041244,0.00004327578,0.00016606208,0.000016218359],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9898849,0.0006674404,0.005235967,0.0005535422,0.0028761593,0.0007819845],"domain_scores_gemma":[0.99572796,0.00023113642,0.0018162834,0.0009455391,0.00041317567,0.0008658964],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0037482835,0.00081498246,0.0027497353,0.0005039679,0.00011295164,0.00030063748,0.00240792,0.0009319497,0.001165528],"category_scores_gemma":[0.00037024633,0.00048232047,0.00043122555,0.0003881192,0.0008455206,0.00077623327,0.00094193517,0.0007298031,0.0000050990634],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010451113,0.0008657463,0.000022935537,0.0014697833,0.00049166183,0.0003242245,0.00021013223,0.00006550268,0.99435157,0.00004736013,0.0002735762,0.00083239004],"study_design_scores_gemma":[0.0027513895,0.002570941,0.00011723288,0.005479882,0.0037743119,0.0047687376,0.00022424813,0.013810968,0.96547043,0.00009694031,0.00031507033,0.00061987253],"about_ca_topic_score_codex":0.00006432625,"about_ca_topic_score_gemma":0.0000016213245,"teacher_disagreement_score":0.02888117,"about_ca_system_score_codex":0.00017073122,"about_ca_system_score_gemma":0.00045902043,"threshold_uncertainty_score":0.99976283},"labels":[],"label_agreement":null},{"id":"W4401609349","doi":"10.1109/coins61597.2024.10622240","title":"Industrial Pump Condition Monitoring with Audio Samples: a Low-Rank Linear Autoencoder Feature Extraction Approach","year":2024,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Autoencoder; Feature extraction; Computer science; Rank (graph theory); Condition monitoring; Pattern recognition (psychology); Artificial intelligence; Extraction (chemistry); Speech recognition; Mathematics; Engineering; Chromatography; Chemistry; Deep learning","score_opus":0.03131962764727806,"score_gpt":0.25518367034289413,"score_spread":0.22386404269561608,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401609349","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15675223,0.00059035124,0.79592705,0.00015260883,0.004219406,0.0007437985,0.000030257163,0.00279738,0.03878695],"genre_scores_gemma":[0.99207354,0.000023606694,0.0038956187,0.000007109504,0.0019652783,0.000079407655,0.000057294164,0.00005495984,0.0018431628],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99906963,0.000027182152,0.00020223005,0.00022037992,0.00025105994,0.00022951754],"domain_scores_gemma":[0.99961627,0.00008210629,0.000020378122,0.00017488988,0.000023628649,0.000082747225],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016787759,0.00019574935,0.00019995694,0.00010913637,0.000059174912,0.00013316747,0.00007664758,0.00024035257,0.000111581125],"category_scores_gemma":[0.000013303877,0.00014864093,0.000053851974,0.00028283655,0.000017872218,0.0002949193,0.000007571868,0.00041566897,0.00011811796],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007518267,0.00012364208,0.0026771368,0.0030376916,0.0011538407,0.00013282256,0.0071600564,0.8981631,0.01096027,0.0011608512,0.048342314,0.027013108],"study_design_scores_gemma":[0.0006876445,0.000066671055,0.0006425474,0.0009244273,0.000089120214,0.00023825177,0.0014141714,0.9579515,0.004200428,0.000030927644,0.03326262,0.0004917178],"about_ca_topic_score_codex":0.00006016621,"about_ca_topic_score_gemma":0.0000040797026,"teacher_disagreement_score":0.8353213,"about_ca_system_score_codex":0.00011566953,"about_ca_system_score_gemma":0.000039732586,"threshold_uncertainty_score":0.60614014},"labels":[],"label_agreement":null},{"id":"W4401629182","doi":"10.1063/5.0215366","title":"The interplay between gravity and centrifugal forces in the continuous circular hydraulic jump","year":2024,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"RES’EAU-WaterNET","keywords":"Physics; Hydraulic jump; Jump; Mechanics; Centrifugal force; Classical mechanics; Gravity force; Stratified flows; Flow (mathematics); Stratified flow; Turbulence","score_opus":0.009334944434563593,"score_gpt":0.2455456385677951,"score_spread":0.2362106941332315,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401629182","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97946084,0.005284137,0.01021878,0.00021944914,0.0003886716,0.0002655938,0.000017627175,0.00007171571,0.0040732143],"genre_scores_gemma":[0.99959856,0.00011201766,0.00001090835,0.0000139806125,0.00021496075,0.00001520675,0.0000062484555,0.000014503118,0.00001362345],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99930316,0.000050972634,0.00022145064,0.00009809428,0.0001563827,0.00016993484],"domain_scores_gemma":[0.99937594,0.0003737646,0.00001410746,0.00019989314,0.000011433334,0.000024833644],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003639882,0.00010804023,0.000185501,0.000021540141,0.000044435626,0.00007958732,0.00020729438,0.0000373871,0.000001921331],"category_scores_gemma":[0.00001443706,0.00006448517,0.00006119513,0.00016316526,0.00006643477,0.00007843002,0.00002360853,0.00014775914,0.000009366883],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033650467,0.00018927961,0.13089886,0.007154879,0.0023398518,0.000120664045,0.14947683,0.008901426,0.04639195,0.09635078,0.028354757,0.52978706],"study_design_scores_gemma":[0.0019601048,0.00038677116,0.068960376,0.0027168856,0.00052761263,0.00008973304,0.0069986414,0.5516878,0.026105393,0.10283798,0.23591033,0.0018183864],"about_ca_topic_score_codex":0.00006742852,"about_ca_topic_score_gemma":0.0000064262954,"teacher_disagreement_score":0.54278636,"about_ca_system_score_codex":0.000015701118,"about_ca_system_score_gemma":0.000009169805,"threshold_uncertainty_score":0.26296288},"labels":[],"label_agreement":null},{"id":"W4401934198","doi":"10.18280/mmep.110821","title":"Numerical Analysis Method for Evaluating the Response of Steel Structures Equipped with Different Friction Dampers Configuration: A Case Study","year":2024,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Damper; Structural engineering; Engineering; Materials science; Computer science","score_opus":0.05005907225746161,"score_gpt":0.30666925231966535,"score_spread":0.25661018006220376,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401934198","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38644707,0.00018665052,0.61270726,0.000018685521,0.00004559128,0.0004433379,0.0000032781409,0.0001301168,0.000018007548],"genre_scores_gemma":[0.9717947,0.0000035903684,0.02787615,0.0000014712838,0.000029301835,0.00023213874,0.0000025544523,0.00003735503,0.000022693712],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988547,0.00007960547,0.00044418633,0.00020664453,0.0002257111,0.00018913334],"domain_scores_gemma":[0.998286,0.0013155275,0.000033382436,0.00026272243,0.000039660743,0.000062715495],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010455603,0.00020483194,0.00040269503,0.00014323536,0.00007689832,0.00010329255,0.000085711334,0.000058930844,0.000007957394],"category_scores_gemma":[0.00005817949,0.00012073509,0.000088663044,0.00033818127,0.0000146828315,0.000051382267,0.000012781991,0.00014325036,5.044713e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028210801,0.000020060861,0.0000064895485,0.0012392062,0.00073157164,0.000009688485,0.0093471045,0.9861936,0.00093453546,0.001056021,0.0000025115696,0.00043102136],"study_design_scores_gemma":[0.00020628147,0.00028518253,0.000009895381,0.00018614082,0.0006473453,0.00016199263,0.001299021,0.9962855,0.00014592493,0.0006146523,0.000008574043,0.00014948363],"about_ca_topic_score_codex":0.00002721322,"about_ca_topic_score_gemma":0.0000014666911,"teacher_disagreement_score":0.58534765,"about_ca_system_score_codex":0.000029109502,"about_ca_system_score_gemma":0.000010159607,"threshold_uncertainty_score":0.4923434},"labels":[],"label_agreement":null},{"id":"W4402050526","doi":"10.11159/jffhmt.2024.027","title":"Numerical Analysis of Control Valve with Perforated Cage under Different Inlet Pressure Conditions","year":2024,"lang":"en","type":"article","venue":"Journal of Fluid Flow Heat and Mass Transfer","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"RIKEN","keywords":"Cage; Inlet; Control theory (sociology); Mechanics; Materials science; Engineering; Structural engineering; Control (management); Mechanical engineering; Computer science; Physics","score_opus":0.006836833835934515,"score_gpt":0.2095668217092261,"score_spread":0.2027299878732916,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402050526","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.51014054,0.0034081524,0.4857284,0.00014193394,0.000191809,0.00009676111,0.00008266259,0.000026852102,0.00018289161],"genre_scores_gemma":[0.9995758,0.00021447471,0.000047894726,0.000023534018,0.00007202111,0.0000047324806,0.000009421437,0.000018668474,0.00003343451],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990939,0.0000480818,0.0004149176,0.00008226785,0.00022391044,0.00013691685],"domain_scores_gemma":[0.9996088,0.00011343913,0.000009390888,0.00008351823,0.00006761205,0.00011723849],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012571298,0.00014629686,0.0005495623,0.00023685857,0.000028978387,0.00003940974,0.000057616213,0.00007686237,0.0002114552],"category_scores_gemma":[0.0000023748719,0.00009256675,0.00023489232,0.00030768945,0.00003406845,0.00010497009,0.0000011356534,0.0001888885,0.0000011980125],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000990394,0.00005163868,0.0033639884,0.0007023993,0.014884634,0.000049414564,0.002097394,0.9397164,0.0376409,0.00021717415,0.00083527644,0.000341764],"study_design_scores_gemma":[0.0010622022,0.00023452066,0.008730202,0.0002762215,0.0049579255,0.00006746939,0.0001652802,0.9820873,0.0013915942,0.000026332355,0.000846578,0.00015438457],"about_ca_topic_score_codex":0.000008253101,"about_ca_topic_score_gemma":0.000008957497,"teacher_disagreement_score":0.4894353,"about_ca_system_score_codex":0.000019592078,"about_ca_system_score_gemma":0.00002608268,"threshold_uncertainty_score":0.37747625},"labels":[],"label_agreement":null},{"id":"W4402052537","doi":"10.1007/s11424-024-3256-3","title":"A LESO Based Backstepping Controller Considering Coal Seam Hardness for Rotary Speed in Coal Mine Tunnel Drilling Process","year":2024,"lang":"en","type":"article","venue":"Journal of Systems Science and Complexity","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Drilling; Backstepping; Coal mining; Process (computing); Coal; Controller (irrigation); Mining engineering; Petroleum engineering; Engineering; Automotive engineering; Geology; Mechanical engineering; Computer science; Control (management); Waste management; Artificial intelligence","score_opus":0.06311254887897949,"score_gpt":0.2834535609641223,"score_spread":0.22034101208514278,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402052537","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93398374,0.002908718,0.05943133,0.00017436527,0.002305356,0.000626416,0.00001644121,0.00006552998,0.00048811224],"genre_scores_gemma":[0.99928313,0.000010478294,0.00029957845,0.00003370489,0.00031861453,0.000013280775,7.76774e-7,0.000018482855,0.000021958105],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99798393,0.000043755834,0.00082532706,0.00020944532,0.0005650286,0.00037253558],"domain_scores_gemma":[0.99904865,0.00025168975,0.00013889233,0.000103367056,0.00027717513,0.00018022122],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027554906,0.00018415696,0.00058662915,0.00036935275,0.00015175313,0.00036794823,0.0002478359,0.00006118077,0.0000050583085],"category_scores_gemma":[0.00011930069,0.00014887309,0.000079893434,0.00040633813,0.00022249977,0.00051863084,0.000019666059,0.00020757085,0.0000024547808],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020165385,0.00010912754,0.0132685825,0.012367623,0.00026046624,0.0002725736,0.0089324005,0.9239136,0.03602324,0.0015099732,0.0018232253,0.0013175624],"study_design_scores_gemma":[0.0010146355,0.000077492594,0.0013513654,0.002535862,0.000022001826,0.00038800167,0.002601701,0.9904416,0.0002546993,0.00018612556,0.00093811937,0.00018838739],"about_ca_topic_score_codex":0.00010121526,"about_ca_topic_score_gemma":0.000029899906,"teacher_disagreement_score":0.06652804,"about_ca_system_score_codex":0.00016606717,"about_ca_system_score_gemma":0.00031118956,"threshold_uncertainty_score":0.6070869},"labels":[],"label_agreement":null},{"id":"W4402306132","doi":"10.1016/j.ifacol.2024.08.366","title":"Control Valve Stiction Detection using Learning Vector Quantization Neural Network","year":2024,"lang":"en","type":"article","venue":"IFAC-PapersOnLine","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Stiction; Learning vector quantization; Artificial neural network; Quantization (signal processing); Artificial intelligence; Computer science; Vector quantization; Control theory (sociology); Control (management); Machine learning; Materials science; Computer vision; Nanotechnology; Microelectromechanical systems","score_opus":0.011874205575074924,"score_gpt":0.22876451394063627,"score_spread":0.21689030836556134,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402306132","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.55020237,0.0016383351,0.44270596,0.000050787196,0.0037061996,0.00023331499,0.0000074149893,0.0011425454,0.00031306365],"genre_scores_gemma":[0.9945259,0.000032532404,0.003447456,0.000025904148,0.0017837853,0.0000114597615,0.000028369317,0.00006463728,0.00007993189],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99897164,0.000077937635,0.00029200164,0.00019612265,0.00017898316,0.0002832956],"domain_scores_gemma":[0.9996272,0.00013446574,0.000035232366,0.000104163744,0.00003150436,0.00006748239],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021956027,0.00018559181,0.00021005412,0.00008223309,0.00013315496,0.00010797951,0.000054970435,0.00012219258,0.000064525935],"category_scores_gemma":[0.000049852162,0.00017981268,0.00011874805,0.0003397284,0.000014708862,0.00018842777,0.0000070116994,0.00027503425,0.00008050692],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006773499,0.0000044509557,0.00037341096,0.00014871951,0.00009850142,0.0000066955686,0.0003449554,0.9635219,0.024303885,0.000038035712,0.0000045342895,0.01114812],"study_design_scores_gemma":[0.00021524496,0.000045084093,0.0008552228,0.00017546715,0.00008943467,0.000047175534,0.00010524247,0.9970397,0.00019396635,0.000009808081,0.0010380016,0.00018569204],"about_ca_topic_score_codex":0.000082030245,"about_ca_topic_score_gemma":0.000041508785,"teacher_disagreement_score":0.44432354,"about_ca_system_score_codex":0.00012891466,"about_ca_system_score_gemma":0.000014742578,"threshold_uncertainty_score":0.7332548},"labels":[],"label_agreement":null},{"id":"W4402413387","doi":"10.1115/fedsm2024-131123","title":"Evaluating the Role of Ejector Nozzle Angle Deviation on the Performance of an Industrial Stack Ejector System","year":2024,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Injector; Nozzle; Stack (abstract data type); Mechanical engineering; Materials science; Automotive engineering; Computer science; Engineering; Operating system","score_opus":0.04773889008900619,"score_gpt":0.2724131902140494,"score_spread":0.22467430012504322,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402413387","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9899798,0.00021332632,0.00015300924,0.0000204435,0.0005511657,0.0003733842,0.0000124504595,0.00013375748,0.008562679],"genre_scores_gemma":[0.9995243,0.0000028378374,0.00004431481,0.0000047717144,0.00025737955,0.00003355769,0.0000038433604,0.00001944097,0.00010954871],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99903065,0.000110586065,0.00034077483,0.000094664036,0.0003048399,0.00011848342],"domain_scores_gemma":[0.9992862,0.00032420421,0.000053344225,0.00027704233,0.000037284266,0.000021956861],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00091851724,0.00009919545,0.0001538836,0.000043382424,0.00004743361,0.000030175393,0.00016568981,0.00006499852,0.00013267866],"category_scores_gemma":[0.00004523671,0.00005135522,0.000045787405,0.00021885161,0.000016407435,0.000090389134,0.000013062806,0.00012251278,0.00004079988],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000087926936,0.000082293474,0.0033306854,0.0039019766,0.00053952466,0.000001021263,0.015838344,0.5327023,0.34205917,0.01309039,0.0016821938,0.08668413],"study_design_scores_gemma":[0.00009439798,0.00019423048,0.00020843893,0.00038053445,0.000019842082,0.0000022337128,0.0018153659,0.94665253,0.049993932,0.0000052953424,0.0005699183,0.000063251224],"about_ca_topic_score_codex":0.000102329715,"about_ca_topic_score_gemma":0.000011768418,"teacher_disagreement_score":0.41395023,"about_ca_system_score_codex":0.00006103426,"about_ca_system_score_gemma":0.00004203428,"threshold_uncertainty_score":0.2094205},"labels":[],"label_agreement":null},{"id":"W4402501790","doi":"10.11159/icceia24.110","title":"Effect of Distance on Hydraulic Efficiencies of Successively Located Grate Inlets","year":2024,"lang":"en","type":"article","venue":"Proceedings of the World Congress on New Technologies","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Inlet; Environmental science; Marine engineering; Petroleum engineering; Mechanics; Geology; Engineering; Physics; Geomorphology","score_opus":0.007089427628276036,"score_gpt":0.22786106827981803,"score_spread":0.220771640651542,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402501790","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9864017,0.0019308993,0.000047697315,0.0006746807,0.0007584394,0.00048229666,0.000011619053,0.001203921,0.008488744],"genre_scores_gemma":[0.9989603,0.000083961175,0.00003140504,0.0000054310194,0.000013338596,0.000032598426,3.5762775e-7,0.000028566677,0.0008440468],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9987953,0.0000075374737,0.00043064143,0.00021186947,0.0003300699,0.0002245837],"domain_scores_gemma":[0.9991701,0.00032655778,0.00019425007,0.00022845897,0.000059206195,0.00002142628],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025848698,0.00024761842,0.000482716,0.0003755329,0.000033813656,0.000034277677,0.00085636927,0.000109593435,0.0000031424097],"category_scores_gemma":[0.00030297917,0.0001520868,0.00011687347,0.0012537834,0.00033177398,0.000096971584,0.000102556805,0.00026174053,0.0000062905897],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00066681346,0.00022101564,0.01510178,0.033134114,0.0012204865,0.000016276288,0.002286725,0.023802275,0.40684012,0.12090563,0.06738446,0.3284203],"study_design_scores_gemma":[0.0002126609,0.0002837632,0.00018788692,0.0042587365,0.000037606304,0.0000029713628,0.00017065946,0.0072762175,0.98350376,0.0008306782,0.0030788705,0.00015617933],"about_ca_topic_score_codex":0.000017154644,"about_ca_topic_score_gemma":0.000008259332,"teacher_disagreement_score":0.5766637,"about_ca_system_score_codex":0.000047718117,"about_ca_system_score_gemma":0.000017466038,"threshold_uncertainty_score":0.62019193},"labels":[],"label_agreement":null},{"id":"W4402504545","doi":"10.1139/tcsme-2024-0079","title":"Performance analysis of a high-frequency two-stage proportional valve piloted by two high-speed on/off valve arrays","year":2024,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Fundamental Research Funds for the Central Universities; National Natural Science Foundation of China","keywords":"Stage (stratigraphy); Physics; Materials science; Engineering; Mathematics; Acoustics; Geology","score_opus":0.01014355580106419,"score_gpt":0.2134366061103957,"score_spread":0.2032930503093315,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402504545","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.390634,0.00044278704,0.6032569,0.00028736822,0.0016291086,0.0008487244,0.002323808,0.0003595428,0.00021777155],"genre_scores_gemma":[0.9968495,0.00003466871,0.00273795,0.000026323363,0.00005396205,0.0000637709,0.00006398469,0.00005751605,0.00011232106],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986033,0.0000118142425,0.00050581514,0.00021899432,0.0003000261,0.0003600884],"domain_scores_gemma":[0.99917865,0.00016143125,0.000049951206,0.00034842317,0.0000594506,0.00020207805],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030247803,0.00022835612,0.00042539305,0.00018016892,0.00012185194,0.00002494477,0.00028590034,0.00013575809,0.00013920681],"category_scores_gemma":[0.000015820426,0.00020313395,0.0013139594,0.0010709594,0.00003756657,0.00010546806,0.000003463021,0.00031133415,0.0000034141453],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000022846507,0.0000143674115,0.0000032486896,0.0004031747,0.0030891937,2.9201678e-7,0.00028053002,0.97965026,0.0121193575,0.003469526,0.0001740345,0.0007937365],"study_design_scores_gemma":[0.00031165598,0.000048172154,0.000047510483,0.00017024257,0.0010058271,0.000002409202,0.000054531538,0.98762095,0.009829465,0.0000677477,0.00062293047,0.00021858474],"about_ca_topic_score_codex":0.010199219,"about_ca_topic_score_gemma":0.0047015673,"teacher_disagreement_score":0.60621554,"about_ca_system_score_codex":0.00047036994,"about_ca_system_score_gemma":0.00015898154,"threshold_uncertainty_score":0.99639195},"labels":[],"label_agreement":null},{"id":"W4402557280","doi":"10.1016/j.apor.2024.104234","title":"Development and verification of real-time hybrid model test delay compensation method for monopile-type offshore wind turbines","year":2024,"lang":"en","type":"article","venue":"Applied Ocean Research","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Science Foundation of Guangdong Province; Queen's University; Key Technologies Research and Development Program; National Natural Science Foundation of China; Queen's University Belfast; Department for the Economy","keywords":"Offshore wind power; Marine engineering; Submarine pipeline; Compensation (psychology); Wind power; Engineering; Environmental science; Computer science; Geotechnical engineering; Electrical engineering","score_opus":0.05646595830576212,"score_gpt":0.3280868595102029,"score_spread":0.27162090120444077,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402557280","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8959367,0.00033833145,0.0915367,0.00007627085,0.00009831021,0.0013831161,0.000037185288,0.00024717173,0.010346208],"genre_scores_gemma":[0.95901585,0.00005917724,0.04036932,0.0000025584645,0.000054531476,0.0000336826,0.000093887866,0.00003901948,0.00033196306],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989518,0.000024921292,0.00030489388,0.00021429833,0.0002810138,0.00022305506],"domain_scores_gemma":[0.99901783,0.0006006966,0.000018716963,0.00018548654,0.00011157687,0.00006569782],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012193595,0.00011007996,0.00018860103,0.00016577463,0.00007180976,0.000049256072,0.00011450124,0.00006155206,0.000009803292],"category_scores_gemma":[0.000040964936,0.00010196842,0.000018463514,0.00022811041,0.00003452757,0.00004612861,0.000028553764,0.00012089911,0.000035141842],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014463716,0.000112447044,0.00024250768,0.0066679306,0.0003740742,0.0000078574185,0.014242459,0.19903702,0.5818666,0.023546824,0.03961884,0.1341388],"study_design_scores_gemma":[0.00013799308,0.000022904038,0.00017386259,0.00007730284,0.000008392817,0.000004094651,0.00016341297,0.96565354,0.02942229,0.000703406,0.0035260525,0.00010672928],"about_ca_topic_score_codex":0.00001033242,"about_ca_topic_score_gemma":0.0000015976095,"teacher_disagreement_score":0.7666165,"about_ca_system_score_codex":0.000071525064,"about_ca_system_score_gemma":0.000087725544,"threshold_uncertainty_score":0.41581514},"labels":[],"label_agreement":null},{"id":"W4402630909","doi":"10.1016/j.mechmachtheory.2024.105797","title":"A new iterative identification algorithm for estimating the LuGre friction model parameters","year":2024,"lang":"en","type":"article","venue":"Mechanism and Machine Theory","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"National Research Council Canada","keywords":"Identification (biology); Algorithm; Computer science; System identification; Control theory (sociology); Mathematics; Artificial intelligence; Data mining; Control (management)","score_opus":0.013687564522774334,"score_gpt":0.23562607123532867,"score_spread":0.22193850671255433,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402630909","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0011879506,0.0008643893,0.99594665,0.000065772416,0.0008262262,0.00032890032,0.000033027838,0.00025069682,0.00049640983],"genre_scores_gemma":[0.8657887,0.00003057372,0.13196667,0.000055003726,0.00019251132,0.0001391082,0.000032786753,0.000042779164,0.0017519025],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99950033,0.00003518696,0.00016173901,0.0001277597,0.00006776862,0.00010723557],"domain_scores_gemma":[0.99966055,0.00016141975,0.000018477096,0.000113451424,0.000009550422,0.000036554437],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00050433783,0.000107984066,0.00009781095,0.000044165332,0.00010545295,0.000120149285,0.00006395578,0.000039421564,0.000009149105],"category_scores_gemma":[0.000015993357,0.000073677475,0.000039132214,0.000062672734,0.000007963224,0.00010918463,0.000011614925,0.00007850036,0.000010301856],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000032093892,0.0000028898016,7.440856e-8,0.00017779965,0.000072616065,9.2316196e-7,0.0060874876,0.046687923,0.002357382,0.22562757,0.0007246847,0.7182574],"study_design_scores_gemma":[0.00006410715,0.000009613465,2.5081417e-7,0.000046186735,0.00003004582,0.0000104758365,0.00015227606,0.7328021,0.0008486931,0.26588616,0.00008601241,0.00006411467],"about_ca_topic_score_codex":0.000019161578,"about_ca_topic_score_gemma":0.0000020449331,"teacher_disagreement_score":0.8646007,"about_ca_system_score_codex":0.000021039197,"about_ca_system_score_gemma":0.00000982153,"threshold_uncertainty_score":0.300448},"labels":[],"label_agreement":null},{"id":"W4402874956","doi":"10.1007/978-3-031-70428-4_11","title":"Fatigue Life Analysis and Topological Optimization of a High-Pressure Centrifugal Pump","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in mechanical engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Cégep de l'Abitibi Témiscamingue; Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"Centrifugal pump; Topology (electrical circuits); Mathematics; Mechanics; Physics; Combinatorics","score_opus":0.00992979430038323,"score_gpt":0.20534009049615368,"score_spread":0.19541029619577044,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402874956","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0002972537,0.0040214593,0.9924642,0.00006230182,0.00056437834,0.0002462641,0.00005121354,0.00027758235,0.0020153476],"genre_scores_gemma":[0.9912874,0.0003916716,0.007594133,0.000019339954,0.00022110411,0.000015474543,0.00005618914,0.000097734875,0.00031693422],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984759,0.000011709504,0.00062546326,0.00035832328,0.00026388644,0.00026468598],"domain_scores_gemma":[0.9991664,0.00031883863,0.000061603736,0.0002906032,0.000027938075,0.00013461392],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00016848849,0.00041959653,0.000975137,0.0004654052,0.000013493614,0.00003401387,0.00017261176,0.0008394618,0.00030486533],"category_scores_gemma":[0.00021804264,0.00038076277,0.00019467135,0.0002586544,0.00002187056,0.000036615456,0.000072413626,0.0007118963,0.0000047454723],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004120687,0.0000036710676,0.0000033514343,0.000716819,0.00082855625,0.000018767936,0.00006996671,0.9778467,0.00023565824,0.019754784,0.0000032958324,0.00051434804],"study_design_scores_gemma":[0.00014827393,0.000029848596,0.000006622014,0.00044127196,0.0007091427,0.000007736225,0.0000013906904,0.99383986,0.00071686105,0.0031885244,0.0005478189,0.00036263734],"about_ca_topic_score_codex":0.000034373046,"about_ca_topic_score_gemma":0.000020501273,"teacher_disagreement_score":0.99099016,"about_ca_system_score_codex":0.00005257037,"about_ca_system_score_gemma":0.000013532309,"threshold_uncertainty_score":0.99986446},"labels":[],"label_agreement":null},{"id":"W4402955993","doi":"10.1016/j.ijmecsci.2024.109753","title":"Experiment-in-the-Loop system for fast and effective tuning of active vibration controllers","year":2024,"lang":"en","type":"article","venue":"International Journal of Mechanical Sciences","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Control theory (sociology); Vibration; Loop (graph theory); Active vibration control; Vibration control; Control engineering; Computer science; Engineering; Control (management); Physics; Acoustics; Mathematics; Artificial intelligence","score_opus":0.013912915811657146,"score_gpt":0.28199364714507497,"score_spread":0.2680807313334178,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402955993","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.69552046,0.0009208551,0.29798073,0.0006692978,0.003076776,0.00037545883,0.000010505255,0.000021404929,0.0014245445],"genre_scores_gemma":[0.99948835,0.000012871274,0.0003349292,0.000011383506,0.0001342094,0.000012146633,2.4000465e-7,0.0000028499965,0.0000030334938],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99924356,0.00004630496,0.00026950025,0.000058382673,0.0003172072,0.00006504842],"domain_scores_gemma":[0.99923855,0.0005934454,0.00006701792,0.000020305159,0.00005871171,0.000021985588],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00090940594,0.00004895559,0.0001251094,0.00010555372,0.000021546406,0.00006827831,0.00019606814,0.000024362098,0.000003966339],"category_scores_gemma":[0.0000695862,0.000030150457,0.00005019526,0.00008618033,0.000030732517,0.00019172982,0.000008663983,0.00006012974,5.761256e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003421157,0.00009960244,0.00014325249,0.0005648654,0.0009446216,0.00009805762,0.020278981,0.06665963,0.5297059,0.122351356,0.00043663275,0.258375],"study_design_scores_gemma":[0.0008793106,0.0003930945,0.00018724719,0.0012074544,0.000024776793,0.00023419158,0.01150205,0.93348604,0.050586604,0.0011059943,0.0002985292,0.000094692456],"about_ca_topic_score_codex":0.000008173545,"about_ca_topic_score_gemma":0.0000033219078,"teacher_disagreement_score":0.8668264,"about_ca_system_score_codex":0.000060089544,"about_ca_system_score_gemma":0.00002142939,"threshold_uncertainty_score":0.122949995},"labels":[],"label_agreement":null},{"id":"W4403121638","doi":"10.4050/f-0072-2016-11401","title":"525 Hydraulic System Optimization for Fly-By-Wire Control","year":2016,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Bell Helicopter Textron (Canada)","funders":"","keywords":"On the fly; Hydraulic machinery; Computer science; Control system; Environmental science; Electrical engineering; Engineering; Mechanical engineering; Operating system","score_opus":0.004908240816087573,"score_gpt":0.17715376754578674,"score_spread":0.17224552672969917,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403121638","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0013175114,0.00015853395,0.97330815,0.00022682926,0.0005125471,0.0005087852,0.000039291906,0.00069184386,0.023236528],"genre_scores_gemma":[0.9961289,0.000010016898,0.0011637366,0.000061636994,0.00015274384,0.00017017961,0.000008584034,0.000039440325,0.0022647341],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992506,0.00002031266,0.0002760999,0.00012794873,0.00010383299,0.00022118667],"domain_scores_gemma":[0.9994989,0.00016141843,0.000031365325,0.00019330255,0.000035494642,0.00007952621],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001540553,0.00013210837,0.00021660603,0.000035816993,0.000042474312,0.000023677136,0.000103406455,0.00009084196,0.000112072616],"category_scores_gemma":[0.00002398926,0.00008452295,0.0000600975,0.00005562249,0.000010250501,0.000102729915,0.0000044729873,0.000020458308,0.00015669678],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003517612,0.000033566863,0.00038888943,0.0017119441,0.00038284226,0.0000033239041,0.00039437567,0.6107705,0.014608048,0.006025398,0.327632,0.038013875],"study_design_scores_gemma":[0.0013118798,0.000026374724,0.000009327885,0.00016082976,0.000018996356,0.00000848614,0.000082634186,0.9706946,0.0012239607,0.000010391557,0.026266323,0.00018619157],"about_ca_topic_score_codex":0.00001253938,"about_ca_topic_score_gemma":0.0000018505738,"teacher_disagreement_score":0.9948114,"about_ca_system_score_codex":0.00008508287,"about_ca_system_score_gemma":0.000007912095,"threshold_uncertainty_score":0.3446746},"labels":[],"label_agreement":null},{"id":"W4403138831","doi":"10.1051/meca/2024020","title":"Harmonic modal analysis of hydroelectric runner in steady-state conditions: a Bayesian approach","year":2024,"lang":"en","type":"article","venue":"Mechanics & Industry","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hydro One (Canada); Hydro-Québec; Université de Montréal","funders":"Mitacs; Hydro-Québec","keywords":"Harmonics; Modal analysis; Modal; Hydroelectricity; Rotor (electric); Computer science; Francis turbine; Harmonic analysis; Power (physics); Control theory (sociology); Turbine; Structural engineering; Engineering; Finite element method; Mechanical engineering; Electronic engineering; Voltage; Physics; Electrical engineering; Artificial intelligence","score_opus":0.013317047866300356,"score_gpt":0.23326684442092963,"score_spread":0.21994979655462926,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403138831","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7794763,0.001965099,0.20998645,0.00005758226,0.000486074,0.00042495824,0.00013890004,0.0004494204,0.007015261],"genre_scores_gemma":[0.9992953,0.00003632042,0.00012864149,0.000015621328,0.000037961643,0.000071287934,0.00006124201,0.00004003805,0.00031361848],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987046,0.000054824028,0.0004760935,0.00023247937,0.00022710211,0.00030488946],"domain_scores_gemma":[0.9995179,0.00006274568,0.000037286783,0.00028373365,0.000018471233,0.00007984324],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035673118,0.00018267774,0.00040886577,0.00087270833,0.000022737591,0.00004137371,0.0001778767,0.00033948384,0.00016571046],"category_scores_gemma":[0.0000140287975,0.0001812291,0.00013948447,0.0027963996,0.000009118226,0.0001033141,0.00002034306,0.0006797504,0.000025023171],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000055280193,0.00011486121,0.0003573984,0.00076233124,0.002656328,0.000082807564,0.003303061,0.96937,0.0073355157,0.009067144,0.0014938576,0.0054511363],"study_design_scores_gemma":[0.0001185517,0.000016609476,0.00008099565,0.00009663391,0.00025596796,0.00001046616,0.00033986077,0.99672645,0.0007970739,0.0011586901,0.00022025451,0.0001784185],"about_ca_topic_score_codex":0.00009936653,"about_ca_topic_score_gemma":0.000023491748,"teacher_disagreement_score":0.21981901,"about_ca_system_score_codex":0.00014093223,"about_ca_system_score_gemma":0.000058917743,"threshold_uncertainty_score":0.73903084},"labels":[],"label_agreement":null},{"id":"W4403264983","doi":"10.1007/978-3-031-61519-1_16","title":"Development of a Computational Fluid Dynamics Model for Archimedes Screw Pumps","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Dynamics (music); Computer science; Computational fluid dynamics; Mechanical engineering; Mechanics; Engineering; Physics; Acoustics","score_opus":0.014939357505985913,"score_gpt":0.2132480781905663,"score_spread":0.1983087206845804,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403264983","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00019033116,0.0016714588,0.98081744,0.000017469627,0.0004778461,0.00040381908,0.000111782436,0.00025951615,0.016050335],"genre_scores_gemma":[0.8607017,0.000045532994,0.13596031,0.00001560102,0.00023588726,0.00012450405,0.00037750334,0.00036355227,0.0021754073],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985448,0.0000017664477,0.00066506973,0.00025778843,0.0002492281,0.00028135136],"domain_scores_gemma":[0.9993427,0.00031972618,0.000050519502,0.00018658854,0.00003771778,0.0000627479],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00016151964,0.00043352466,0.00056372356,0.00037840614,0.000020014595,0.000024294794,0.00018406572,0.00033591987,0.000018034285],"category_scores_gemma":[0.00003741415,0.000454546,0.00014286899,0.000062312414,0.00001741412,0.000030204172,0.00004146166,0.00037691716,0.00001133583],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000026275225,0.0000031240536,4.7911766e-7,0.0030337712,0.00017095127,0.0000033461486,0.0012445798,0.97908425,0.00011282113,0.010607596,0.000017626044,0.0057188333],"study_design_scores_gemma":[0.000134562,0.000007563622,0.0000012739933,0.0019446514,0.000030820007,0.000010061488,0.0000018005564,0.9787902,0.00016203485,0.016296584,0.0022161505,0.00040429525],"about_ca_topic_score_codex":0.0000022901636,"about_ca_topic_score_gemma":0.0003685754,"teacher_disagreement_score":0.86051136,"about_ca_system_score_codex":0.00030522296,"about_ca_system_score_gemma":0.00008807417,"threshold_uncertainty_score":0.9997906},"labels":[],"label_agreement":null},{"id":"W4403266474","doi":"10.3397/in_2024_3690","title":"Pros and cons of equipping Harmonic Acoustic Pneumatic Sources (HAPS) with quarter wave tube: analytical model versus experimental validation","year":2024,"lang":"en","type":"article","venue":"NOISE-CON proceedings","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Acoustics; Quarter (Canadian coin); Tube (container); cons; Harmonic; Computer science; Engineering; Mechanical engineering; Physics","score_opus":0.027224488138956608,"score_gpt":0.24509301160166572,"score_spread":0.2178685234627091,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403266474","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9891872,0.000506446,0.0050533502,0.00006683867,0.00016718674,0.0004011947,0.000006814437,0.00030527677,0.0043056966],"genre_scores_gemma":[0.9993584,0.000013508183,0.00032853204,0.000009607979,0.000060372546,0.000080923564,0.0000047753074,0.000050063052,0.00009380422],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99882007,0.000005618688,0.0003821655,0.0002658148,0.00025475872,0.00027156656],"domain_scores_gemma":[0.9996174,0.000085194246,0.00004893284,0.000085588785,0.00005573228,0.00010716916],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018114498,0.00023194213,0.00031920618,0.00014441156,0.00005347033,0.00016306272,0.00008109542,0.00010078801,0.000039482762],"category_scores_gemma":[0.000023698489,0.00019442555,0.00004969248,0.00019172381,0.00009226,0.0003342488,0.000024856929,0.00015863945,0.000017102544],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000379718,0.00018170552,0.001359369,0.015615138,0.001461579,0.00002819425,0.10246243,0.06299981,0.8019749,0.0070272055,0.0044932975,0.002016642],"study_design_scores_gemma":[0.0006059575,0.00018336043,0.00003578271,0.00067145337,0.00012967616,0.000045886944,0.003193256,0.9686016,0.02619281,0.00007132504,0.00003277977,0.00023612483],"about_ca_topic_score_codex":0.000007666504,"about_ca_topic_score_gemma":7.477392e-7,"teacher_disagreement_score":0.9056018,"about_ca_system_score_codex":0.00008337101,"about_ca_system_score_gemma":0.000036748184,"threshold_uncertainty_score":0.7928444},"labels":[],"label_agreement":null},{"id":"W4403275622","doi":"10.1061/jsendh.steng-13653","title":"Numerically Stable Integrated Simulation Method for Coupled Dynamic Systems","year":2024,"lang":"en","type":"article","venue":"Journal of Structural Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hudbay Minerals (Canada); University of Toronto","funders":"","keywords":"Computer science; Dynamic simulation; Simulation","score_opus":0.007363363308923382,"score_gpt":0.264436274498507,"score_spread":0.2570729111895836,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403275622","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.054319292,0.0026774306,0.9390741,0.000015665979,0.0034855742,0.00017913009,0.000012751977,0.00019854687,0.000037511236],"genre_scores_gemma":[0.9765572,0.000015629235,0.023025682,0.00000249348,0.00026775833,0.0000066194,0.0000060759003,0.00005412054,0.00006441816],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988966,0.000013778897,0.00060266216,0.00008532892,0.0001911914,0.000210447],"domain_scores_gemma":[0.99928385,0.00035953723,0.000067763605,0.000084149775,0.0001152943,0.00008938015],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032964576,0.00017713543,0.00036392105,0.00019413322,0.000023977567,0.00016398454,0.0001224527,0.00008284153,0.00001731172],"category_scores_gemma":[0.00007987312,0.00013667435,0.00012887814,0.000245273,0.00000441924,0.00026298262,0.0000061045666,0.00023072487,0.0000030239792],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006142067,6.9051555e-7,0.0000027971475,0.0006685784,0.0001619456,0.000009722711,0.00018707324,0.9754715,0.019971194,0.00016163477,0.00009045523,0.0032682817],"study_design_scores_gemma":[0.00018482529,0.000041895055,0.00004510123,0.00042001362,0.00004529045,0.00019246091,0.00008420842,0.99276674,0.00013359204,0.000038242262,0.00589677,0.0001508891],"about_ca_topic_score_codex":0.000011835787,"about_ca_topic_score_gemma":4.046306e-7,"teacher_disagreement_score":0.92223793,"about_ca_system_score_codex":0.00021536343,"about_ca_system_score_gemma":0.00003130333,"threshold_uncertainty_score":0.5573418},"labels":[],"label_agreement":null},{"id":"W4403279694","doi":"10.1109/icem60801.2024.10700242","title":"Mechanical Design Considerations of a Light-Weight Rotor for Brushless Double Fed Machines","year":2024,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Rotor (electric); DC motor; Computer science; Automotive engineering; Control theory (sociology); Mechanical engineering; Engineering; Electrical engineering; Artificial intelligence","score_opus":0.036413598375370095,"score_gpt":0.26166984630009704,"score_spread":0.22525624792472695,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403279694","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00364278,0.0005782719,0.9816867,0.00044200537,0.00094818394,0.0009705674,0.000015730522,0.00052319333,0.011192586],"genre_scores_gemma":[0.9863032,0.000007816708,0.012283799,0.000023302193,0.00013956055,0.0002594229,0.0000041740304,0.00003076125,0.00094796513],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993617,0.00001690167,0.00029144515,0.00011208274,0.0000881289,0.0001297427],"domain_scores_gemma":[0.99943054,0.00033879734,0.0000117756945,0.00013838729,0.000030301857,0.000050216942],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018949597,0.00010555748,0.00020091308,0.00005853452,0.000035267298,0.000053551503,0.00005705923,0.000071700684,0.0003684724],"category_scores_gemma":[0.000018983903,0.00008023596,0.00007574024,0.000083774474,0.0000071115037,0.00006928295,0.000008492242,0.000048097554,0.000050851486],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007894469,0.00009165894,0.000018328996,0.0034535984,0.0008095236,0.00002440499,0.0031529972,0.020952936,0.15967906,0.5776172,0.23021778,0.0039035548],"study_design_scores_gemma":[0.0004395101,0.000058167643,0.0000022942972,0.00013456815,0.000038633825,0.000026268197,0.00003971522,0.8670885,0.11440049,0.0055011795,0.012107299,0.00016337336],"about_ca_topic_score_codex":0.00002861024,"about_ca_topic_score_gemma":0.000028821416,"teacher_disagreement_score":0.9826604,"about_ca_system_score_codex":0.000018317302,"about_ca_system_score_gemma":0.000033764838,"threshold_uncertainty_score":0.40345144},"labels":[],"label_agreement":null},{"id":"W4403335853","doi":"10.3390/machines12100719","title":"Compensation Function Observer-Based Backstepping Sliding-Mode Control of Uncertain Electro-Hydraulic Servo System","year":2024,"lang":"en","type":"article","venue":"Machines","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"Basic and Applied Basic Research Foundation of Guangdong Province; Natural Science Foundation of Hunan Province; National Natural Science Foundation of China","keywords":"Control theory (sociology); Backstepping; Compensation (psychology); Observer (physics); Servo; Servomechanism; State observer; Sliding mode control; Control engineering; Computer science; Control (management); Engineering; Adaptive control; Physics; Artificial intelligence; Psychology; Nonlinear system","score_opus":0.011893050893268546,"score_gpt":0.22779540051311106,"score_spread":0.2159023496198425,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403335853","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38159823,0.0029424953,0.6044681,0.0001698053,0.0023722989,0.00060064567,0.00004300302,0.0015989488,0.00620645],"genre_scores_gemma":[0.99938107,0.000004499224,0.00010794291,0.000043628075,0.00023814791,0.00004655264,0.000051725034,0.000051175943,0.00007524342],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987796,0.00009671595,0.00046341176,0.00019489546,0.00023112897,0.00023427025],"domain_scores_gemma":[0.9994081,0.00020543754,0.00005633118,0.00022732701,0.00004654229,0.000056260036],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032187338,0.00021660578,0.00035970288,0.00015059893,0.0000571561,0.00006755375,0.00012205875,0.000099848156,0.00003774742],"category_scores_gemma":[0.000018982424,0.00019054895,0.00011952874,0.000318449,0.00001122131,0.00012119952,0.00000723424,0.00013597502,0.000072484465],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003421314,0.000016851403,0.0028716698,0.006331502,0.00026608675,0.000011407945,0.00043660734,0.9268157,0.053133365,0.004436843,0.00092944346,0.00471633],"study_design_scores_gemma":[0.00039539297,0.00005334391,0.001078007,0.0007105751,0.00007223691,0.000011945565,0.00007088119,0.9937835,0.0014188983,0.000060292652,0.0021632432,0.0001816939],"about_ca_topic_score_codex":0.0004343798,"about_ca_topic_score_gemma":0.000050456783,"teacher_disagreement_score":0.6177829,"about_ca_system_score_codex":0.00015030048,"about_ca_system_score_gemma":0.000032606622,"threshold_uncertainty_score":0.777036},"labels":[],"label_agreement":null},{"id":"W4403430913","doi":"10.9734/arjom/2024/v20i10849","title":"Adaptive Position Control of Electrohydraulic Servo Systems with Parameter Uncertainty using Artificial Bee Colony Optimization Algorithm","year":2024,"lang":"en","type":"article","venue":"Asian Research Journal of Mathematics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canada Malting (Canada)","funders":"","keywords":"Artificial bee colony algorithm; Position (finance); Servomechanism; Control theory (sociology); Computer science; Control engineering; Control (management); Engineering; Artificial intelligence; Business","score_opus":0.03902988567996948,"score_gpt":0.3005499901185127,"score_spread":0.26152010443854323,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403430913","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.021940194,0.0009782756,0.9757502,0.00010134929,0.0001757018,0.00047385716,0.000019567102,0.00003715189,0.00052369694],"genre_scores_gemma":[0.9660148,0.000041481442,0.033648584,0.0000031093186,0.00021608669,0.000011338795,0.0000024582478,0.000047193775,0.000014951697],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99756855,0.000250463,0.00080502074,0.00010606936,0.00092732575,0.00034257147],"domain_scores_gemma":[0.99839985,0.0005892429,0.00018516401,0.00014347234,0.0005554994,0.00012676683],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018758478,0.00015869508,0.00047360745,0.0004363602,0.000067814355,0.00015636517,0.00019149766,0.00011463605,0.000019569236],"category_scores_gemma":[0.00010063852,0.00011885238,0.00009503771,0.0005737543,0.000086282394,0.0002303118,0.000011879377,0.00045445305,0.000007550576],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003742284,0.00007361083,0.0000028858292,0.0009423167,0.0004911517,0.0001245037,0.001688666,0.9896708,0.0028576672,0.0012970016,0.00019347387,0.002620463],"study_design_scores_gemma":[0.0002643634,0.0005312408,0.000001905082,0.0019424501,0.000088301946,0.0007256475,0.002333251,0.99203944,0.00073807844,0.0011923129,0.000031659056,0.00011134375],"about_ca_topic_score_codex":0.000025674313,"about_ca_topic_score_gemma":0.000003915819,"teacher_disagreement_score":0.9440746,"about_ca_system_score_codex":0.00027568906,"about_ca_system_score_gemma":0.00019711276,"threshold_uncertainty_score":0.48466593},"labels":[],"label_agreement":null},{"id":"W4403737695","doi":"10.1002/eqe.4256","title":"Model reference adaptive hierarchical control framework for shake table tests","year":2024,"lang":"en","type":"article","venue":"Earthquake Engineering & Structural Dynamics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Earthquake shaking table; Shake; Table (database); Computer science; Engineering; Structural engineering; Data mining; Mechanical engineering","score_opus":0.014406914453635181,"score_gpt":0.23374490503212347,"score_spread":0.2193379905784883,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403737695","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1593884,0.0006141504,0.83620214,0.00005481643,0.0013065673,0.00042465635,0.00047486674,0.0011844744,0.00034991626],"genre_scores_gemma":[0.9644845,0.000016925018,0.034648985,0.000021023152,0.0003058536,0.00010011344,0.00008521008,0.00011838985,0.00021899048],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99843967,0.000012332458,0.00039862053,0.00033622433,0.00023104144,0.0005820836],"domain_scores_gemma":[0.9989582,0.0004894198,0.000022975535,0.00030336712,0.000057936002,0.0001681374],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00013777551,0.00037889995,0.00039951285,0.000122358,0.00006172414,0.00015831781,0.00024388346,0.00026305555,0.00002405912],"category_scores_gemma":[0.00012973057,0.00035271805,0.0001097194,0.00032550248,0.000029945122,0.00019397607,0.000022642278,0.00061092566,0.000030463643],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008409242,0.000001642008,0.000023947912,0.00031920077,0.000105425876,0.000007844819,0.000256255,0.83877915,0.00008082243,0.1083003,0.000114807524,0.05200219],"study_design_scores_gemma":[0.00020064584,0.000046844627,0.005569911,0.00029682124,0.000032938897,0.000034170087,0.000017927796,0.98592347,0.0000065743034,0.0066057914,0.0008497856,0.00041513503],"about_ca_topic_score_codex":0.000010560623,"about_ca_topic_score_gemma":0.00002723883,"teacher_disagreement_score":0.8050961,"about_ca_system_score_codex":0.00015237772,"about_ca_system_score_gemma":0.000053869077,"threshold_uncertainty_score":0.9998925},"labels":[],"label_agreement":null},{"id":"W4403780126","doi":"10.48550/arxiv.2409.14610","title":"An Empirical Study of Refactoring Engine Bugs","year":2024,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Code refactoring; Computer science; Empirical research; Programming language; Software engineering; Software; Mathematics; Statistics","score_opus":0.08149237320390153,"score_gpt":0.21911563873193765,"score_spread":0.1376232655280361,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403780126","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98727936,0.00011147677,0.0065258336,0.0000034798265,0.0011903493,0.0003315373,0.00001878713,0.0005257091,0.0040134722],"genre_scores_gemma":[0.99936646,0.000036670437,0.000028094957,0.0000024233896,0.0001587173,0.0000013994849,0.00001049593,0.000055601322,0.0003401484],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99883,0.00007631396,0.00029362502,0.0004805387,0.000094585135,0.00022489393],"domain_scores_gemma":[0.9988848,0.00005977231,0.00006230586,0.00080121186,0.000047246012,0.00014467795],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00018325039,0.00029360098,0.00046825132,0.00025708476,0.000028640907,0.000030666273,0.00047136034,0.00025405354,0.000053451495],"category_scores_gemma":[0.000009565643,0.00031980991,0.000120630066,0.00034307866,0.000023832607,0.00006510118,0.00030909744,0.00060644344,0.00007486275],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007840781,0.00013872048,0.008794863,0.00068902696,0.00031403697,0.00019637423,0.0033742066,0.9857352,0.00010605444,0.00021200553,0.0001988068,0.00023289911],"study_design_scores_gemma":[0.00044846247,0.00019026117,0.0033907956,0.000355991,0.000282575,0.000004484085,0.0027513178,0.98988736,0.00016408486,0.0015148709,0.00045048213,0.0005592907],"about_ca_topic_score_codex":0.00022083936,"about_ca_topic_score_gemma":0.00005840159,"teacher_disagreement_score":0.012087094,"about_ca_system_score_codex":0.00016399813,"about_ca_system_score_gemma":0.00004131744,"threshold_uncertainty_score":0.9999254},"labels":[],"label_agreement":null},{"id":"W4403863517","doi":"10.1109/access.2024.3487916","title":"Physics-Based Reliability Modeling for Control Applications: Adaptative Control Allocation","year":2024,"lang":"en","type":"article","venue":"IEEE Access","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada; MultiCare Institute for Research and Innovation","keywords":"Reliability (semiconductor); Control (management); Computer science; Physics; Reliability engineering; Engineering; Artificial intelligence","score_opus":0.030766271950020685,"score_gpt":0.2972949309879563,"score_spread":0.2665286590379356,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403863517","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0028057296,0.00050649646,0.9934025,0.00017077662,0.00049029506,0.0015259607,0.00008738438,0.00050073507,0.00051012763],"genre_scores_gemma":[0.9960355,0.0000074434674,0.0005103643,0.00011380013,0.00042657604,0.002825729,0.000023023442,0.0000388244,0.000018727082],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914944,0.000029726838,0.0002998313,0.0002177354,0.00012792909,0.00017531488],"domain_scores_gemma":[0.99912,0.00044334415,0.000026563439,0.00024754083,0.00011249215,0.000050050825],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028823764,0.00013942237,0.00020888704,0.00004056956,0.000058813683,0.00013691063,0.00020195659,0.000067165645,0.000007650559],"category_scores_gemma":[0.000024350646,0.0001298496,0.00008733169,0.00016303945,0.000017606071,0.00028017443,0.0000028296402,0.000087894165,0.000039597446],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010575394,0.000012704262,0.000017227714,0.00047589059,0.000054803364,2.1023992e-7,0.00014303713,0.98940456,0.0006343887,0.0005334591,0.0003307366,0.008382434],"study_design_scores_gemma":[0.0005681439,0.000012246396,0.000009284078,0.00008697778,0.000049965645,3.4078963e-7,0.000025017069,0.99341285,0.00060080277,0.0032423087,0.0018487542,0.00014329927],"about_ca_topic_score_codex":0.00004761521,"about_ca_topic_score_gemma":0.0000068272498,"teacher_disagreement_score":0.9932298,"about_ca_system_score_codex":0.00009694455,"about_ca_system_score_gemma":0.000051030514,"threshold_uncertainty_score":0.52951133},"labels":[],"label_agreement":null},{"id":"W4403978269","doi":"10.18699/ssmj20240514","title":"On the setting up of numerical modeling of heart valve prostheses","year":2024,"lang":"en","type":"article","venue":"Сибирский научный медицинский журнал","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Heart valve; Cardiology; Internal medicine; Medicine; Computer science","score_opus":0.020610365643611434,"score_gpt":0.24137348838569345,"score_spread":0.220763122742082,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403978269","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84945613,0.0060196556,0.08198305,0.0020431457,0.0039033042,0.0016923047,0.00011687844,0.0013849648,0.053400546],"genre_scores_gemma":[0.9990441,0.000029793358,0.0003303586,0.00007270351,0.00017156452,0.000052136893,0.000006017129,0.000082130915,0.00021116761],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981086,0.000101489975,0.0006707831,0.00026739895,0.00048266226,0.00036906885],"domain_scores_gemma":[0.9983228,0.0009560732,0.000060693685,0.0005119549,0.00006494057,0.00008355006],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006776787,0.00027744396,0.0004749693,0.0001439505,0.00006571674,0.00005042816,0.00030470383,0.00012784905,0.00017635034],"category_scores_gemma":[0.00021609578,0.00019380229,0.0003199856,0.00044052736,0.0000658925,0.00011265744,0.000048725975,0.0003217716,0.00014413506],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000037296206,0.00012690511,0.0011606594,0.0038453108,0.0008904945,0.00001584578,0.013294225,0.8839876,0.013953485,0.046240453,0.02955829,0.006889434],"study_design_scores_gemma":[0.00013431453,0.00008565574,0.00008434547,0.0011063885,0.0000495091,0.000026275213,0.00055439654,0.98733824,0.005070505,0.0014476617,0.0038604871,0.00024224438],"about_ca_topic_score_codex":0.00005317653,"about_ca_topic_score_gemma":0.0000020106736,"teacher_disagreement_score":0.14958797,"about_ca_system_score_codex":0.000053347787,"about_ca_system_score_gemma":0.00006367186,"threshold_uncertainty_score":0.7903028},"labels":[],"label_agreement":null},{"id":"W4404056574","doi":"10.1109/tase.2024.3486040","title":"Motion Planners for Path or Waypoint Following and End-Effector Sway Damping With Dynamic Programming","year":2024,"lang":"en","type":"article","venue":"IEEE Transactions on Automation Science and Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Waypoint; Path (computing); Robot end effector; Computer science; Motion planning; Motion (physics); Simulation; Control theory (sociology); Engineering; Robot; Real-time computing; Artificial intelligence; Control (management)","score_opus":0.009603150924573568,"score_gpt":0.23498597395234522,"score_spread":0.22538282302777166,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404056574","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.26576123,0.00007846665,0.73258793,0.0000297319,0.00058248197,0.00031269225,0.000006348717,0.0006200725,0.000021025971],"genre_scores_gemma":[0.99378693,0.000019910472,0.005956409,0.0000063208954,0.000020320058,0.00016330791,0.0000021128974,0.000027761955,0.000016918448],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991081,0.000005393904,0.00017712449,0.00022918238,0.00023662845,0.00024359515],"domain_scores_gemma":[0.999644,0.00013870827,0.000012606922,0.00009209686,0.000021978683,0.00009062587],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044216606,0.00015163084,0.00013842602,0.00031,0.00017952883,0.00026530962,0.00005619038,0.00004511762,0.0000030865895],"category_scores_gemma":[0.000012279256,0.00011867927,0.000031230193,0.0004887808,0.000034943358,0.0005493614,7.6601253e-7,0.00009760085,0.0000033328583],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008189022,0.000011378487,0.0000056150075,0.0011873778,0.00006741927,0.000008416452,0.002728421,0.689715,0.03104889,0.00005514415,0.000008170516,0.27515596],"study_design_scores_gemma":[0.00020194103,0.000076507655,0.00016872707,0.0005905106,0.000025669837,0.00004759105,0.00021388316,0.99548626,0.002667599,0.0000023831094,0.00035186316,0.00016704621],"about_ca_topic_score_codex":0.0000068349736,"about_ca_topic_score_gemma":0.000006992801,"teacher_disagreement_score":0.7280257,"about_ca_system_score_codex":0.00012091309,"about_ca_system_score_gemma":0.00003510328,"threshold_uncertainty_score":0.48396003},"labels":[],"label_agreement":null},{"id":"W4404076107","doi":"10.3390/app142210093","title":"Performance Verification and Evaluation of Semi-Active Actuator System Using Quarter Car Lab Simulation with RLDA Data","year":2024,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Kyungpook National University","keywords":"Computer science; Actuator; Quarter (Canadian coin); Simulation; Artificial intelligence; Geography","score_opus":0.06851373046946384,"score_gpt":0.2966788202585587,"score_spread":0.22816508978909483,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404076107","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9857659,0.00013482517,0.0105564585,0.0000045661473,0.000119697936,0.00024377144,0.000008960298,0.0000664454,0.0030993796],"genre_scores_gemma":[0.9995431,0.0000032338605,0.00038535646,0.0000012676312,0.000037903552,0.000012439543,0.000009575807,0.0000058404707,0.0000013050615],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992353,0.000020270376,0.0001458025,0.00017114295,0.00034920333,0.00007830034],"domain_scores_gemma":[0.9996744,0.00007254123,0.000035070254,0.0001676557,0.00003132668,0.0000190024],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008650011,0.00006513068,0.00009137156,0.000057629528,0.00006626527,0.00004899485,0.000103164915,0.000026302207,0.000004271003],"category_scores_gemma":[0.0000050126887,0.000048767844,0.000004291973,0.00025462266,0.000057558227,0.00030489688,0.00001121062,0.000030417883,0.0000050819303],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000428148,0.0000026841583,0.00019857574,0.0005295095,0.000026870608,1.239209e-7,0.0035965857,0.9635804,0.01814754,0.00026504186,0.000019968802,0.013628404],"study_design_scores_gemma":[0.00006554592,0.000012836396,0.000780786,0.00015680348,0.000036621917,0.000002886986,0.002253001,0.99496424,0.0016079152,0.0000045897273,0.000052279982,0.00006248372],"about_ca_topic_score_codex":0.000016711521,"about_ca_topic_score_gemma":0.0000039879487,"teacher_disagreement_score":0.031383835,"about_ca_system_score_codex":0.00005686954,"about_ca_system_score_gemma":0.00005766534,"threshold_uncertainty_score":0.1988695},"labels":[],"label_agreement":null},{"id":"W4404133018","doi":"10.1109/naps61145.2024.10741857","title":"Comparative Analysis of Learning-Based Methods for Transient Stability Assessment","year":2024,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta; McGill University","funders":"","keywords":"Computer science; Transient (computer programming); Stability (learning theory); Transient analysis; Machine learning; Transient response; Engineering; Electrical engineering; Programming language","score_opus":0.05669581714493487,"score_gpt":0.3996792637579971,"score_spread":0.34298344661306224,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404133018","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.023136036,0.00017183457,0.9633182,0.000026086554,0.00014788457,0.00023420801,0.0000145525855,0.00018441274,0.012766731],"genre_scores_gemma":[0.95992833,0.000001594604,0.03990686,0.0000035733613,0.000007969635,0.000060614446,0.000022918934,0.000006699026,0.00006142475],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992968,0.00011545367,0.00028466512,0.00011850262,0.00008480202,0.00009978878],"domain_scores_gemma":[0.9990102,0.00078501453,0.000014286649,0.00011916366,0.000035625384,0.000035688536],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00077132334,0.00008495812,0.00038647282,0.00013754489,0.000015890862,0.000017320206,0.000049653412,0.000033335087,0.00037090175],"category_scores_gemma":[0.000009838687,0.00006683595,0.00020940314,0.0004893589,0.000016446644,0.000025959102,0.0000023441846,0.000066302615,0.0000017480492],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000029407972,0.000021915059,0.00029790544,0.00057804264,0.0015928438,1.5851019e-7,0.0022823322,0.9855025,0.004645913,0.00091662805,0.00016717595,0.0039916765],"study_design_scores_gemma":[0.00007462524,0.000040496845,0.00092629244,0.000018407634,0.00041996597,6.329586e-8,0.0005255242,0.983013,0.007131998,0.00001642306,0.0077613364,0.00007190782],"about_ca_topic_score_codex":0.000022984323,"about_ca_topic_score_gemma":0.000029969866,"teacher_disagreement_score":0.9367923,"about_ca_system_score_codex":0.00005462349,"about_ca_system_score_gemma":0.000028009272,"threshold_uncertainty_score":0.40611142},"labels":[],"label_agreement":null},{"id":"W4404214155","doi":"10.1016/j.apor.2024.104304","title":"Real-time hybrid model tank testing for aero-hydro-servo-elastic assessment of a monopile offshore wind turbine","year":2024,"lang":"en","type":"article","venue":"Applied Ocean Research","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Fundamental Research Funds for the Central Universities; Key Technologies Research and Development Program; National Natural Science Foundation of China; National University's Basic Research Foundation of China; Ministry of Science and Technology of the People's Republic of China; Queen's University; Queen's University Belfast","keywords":"Offshore wind power; Turbine; Marine engineering; Submarine pipeline; Engineering; Servo; Environmental science; Geotechnical engineering; Mechanical engineering","score_opus":0.051962566743306536,"score_gpt":0.3272610385498306,"score_spread":0.27529847180652406,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404214155","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87626636,0.00031751598,0.027062265,0.00008295461,0.00019368863,0.002130215,0.00016887035,0.0006663141,0.09311182],"genre_scores_gemma":[0.9913688,0.000028381526,0.0072143464,0.0000040796695,0.00021458509,0.00010803756,0.00006221004,0.0001180664,0.0008815105],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976318,0.000042627802,0.00054790796,0.00039699159,0.00070260954,0.00067807804],"domain_scores_gemma":[0.997797,0.0013916602,0.000033408716,0.00045858897,0.00014614263,0.00017318],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014950621,0.00023642651,0.00042725072,0.0002868473,0.00011257002,0.00010144915,0.0003645906,0.00010167967,0.00005877386],"category_scores_gemma":[0.0000909011,0.00021817005,0.000083901214,0.00056453486,0.00008188704,0.00007425115,0.00010469631,0.00042038274,0.00008731127],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027625407,0.00008153313,0.00019160775,0.0044155237,0.0002619075,0.000029678105,0.0007604918,0.7895323,0.15853563,0.0048056063,0.03523588,0.0061222427],"study_design_scores_gemma":[0.00029480644,0.00009892675,0.00012384521,0.0003291192,0.000022951133,0.000009024108,0.000097869204,0.99379134,0.002509895,0.0019631782,0.0005575097,0.00020155676],"about_ca_topic_score_codex":0.000036088877,"about_ca_topic_score_gemma":0.0000015865467,"teacher_disagreement_score":0.20425904,"about_ca_system_score_codex":0.00018208049,"about_ca_system_score_gemma":0.00021501235,"threshold_uncertainty_score":0.8896717},"labels":[],"label_agreement":null},{"id":"W4404509905","doi":"10.1007/978-3-031-77627-4_7","title":"Design, Control, Assembly and Testing of a Camless Valve System","year":2024,"lang":"en","type":"book-chapter","venue":"Proceedings in automotive engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; Control (management); Artificial intelligence","score_opus":0.01541990589439908,"score_gpt":0.19218633758963966,"score_spread":0.1767664316952406,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404509905","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01021282,0.018706826,0.09959485,0.000020727986,0.0027917004,0.0031045962,0.00010276452,0.004714733,0.860751],"genre_scores_gemma":[0.99413157,0.000056215056,0.0024311577,0.000002770863,0.0002170519,0.00008250015,0.000002136496,0.00028147094,0.0027951386],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981594,0.0000040002906,0.0007759575,0.00039278498,0.00029159186,0.00037628438],"domain_scores_gemma":[0.99904376,0.00042636195,0.00014084036,0.000111889276,0.00016928936,0.00010784839],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00071040227,0.0005828506,0.0009806745,0.000560353,0.000020588175,0.00007418401,0.00019136468,0.00039826526,0.00000432053],"category_scores_gemma":[0.00015967515,0.000610718,0.00011381538,0.00016016158,0.00003346284,0.00012536735,0.00005882956,0.0006230165,0.000021210644],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036601283,0.00003073694,0.0004735697,0.12943414,0.0033080948,0.0003215042,0.010868695,0.6279713,0.01778756,0.20442547,0.0005724896,0.0047698556],"study_design_scores_gemma":[0.00036150045,0.00006293334,0.00010895499,0.018286044,0.00017985092,0.00015064067,0.00015177311,0.97827244,0.0008481845,0.0003255594,0.0005846062,0.00066748937],"about_ca_topic_score_codex":0.000009179473,"about_ca_topic_score_gemma":4.5573424e-7,"teacher_disagreement_score":0.9839187,"about_ca_system_score_codex":0.00033367932,"about_ca_system_score_gemma":0.000026987023,"threshold_uncertainty_score":0.99963444},"labels":[],"label_agreement":null},{"id":"W4404567735","doi":"10.3390/eng5040156","title":"Investigation of a Multiflow Ejector Equipped with Variable-Length Links for Thrust Vector Control Using Euler’s Methodology","year":2024,"lang":"en","type":"article","venue":"Eng—Advances in Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Ministry of Science and Higher Education of the Russian Federation","keywords":"Injector; Thrust; Variable (mathematics); Vector control; Control theory (sociology); Euler's formula; Control (management); Mathematics; Computer science; Physics; Mechanical engineering; Engineering; Mathematical analysis; Electrical engineering; Artificial intelligence","score_opus":0.034456413282227434,"score_gpt":0.2713071408323975,"score_spread":0.23685072755017006,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404567735","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06456794,0.0065880683,0.9258167,0.000011763795,0.0019327688,0.00051512936,0.000035943478,0.00037630546,0.00015536997],"genre_scores_gemma":[0.8589743,0.000087009576,0.14039716,0.0000068851327,0.0002893136,0.00014429049,0.000009184216,0.00008492838,0.0000069285506],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99862367,0.000056207973,0.0005401359,0.00025795805,0.00014910781,0.0003728958],"domain_scores_gemma":[0.9979747,0.001656174,0.00005301312,0.00020292013,0.000040786428,0.00007238549],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007061204,0.00026644618,0.0005007741,0.00026687045,0.000023472134,0.000026816931,0.000143112,0.00020708096,0.000019294626],"category_scores_gemma":[0.00028545555,0.000244148,0.00006028746,0.00044174644,0.00003279775,0.00033921385,0.000012527931,0.0003498282,0.0000019703657],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015940352,0.000003317436,0.00023115962,0.0024522091,0.00008906944,0.0000041459543,0.001036381,0.9215126,0.07203798,0.0009436849,0.0000065202153,0.0016669559],"study_design_scores_gemma":[0.0007045756,0.00006464634,0.0000895314,0.0010928801,0.00004374123,0.000015705798,0.0000844588,0.9873788,0.007885591,0.00008719353,0.002278867,0.0002740496],"about_ca_topic_score_codex":0.00002111764,"about_ca_topic_score_gemma":0.000013340361,"teacher_disagreement_score":0.79440635,"about_ca_system_score_codex":0.00014118926,"about_ca_system_score_gemma":0.000047229783,"threshold_uncertainty_score":0.9956066},"labels":[],"label_agreement":null},{"id":"W4405015916","doi":"10.1139/cjce-2024-0267","title":"Permeable friction course design with consideration of hydroplaning risk","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Course (navigation); Engineering; Forensic engineering; Geotechnical engineering; Civil engineering; Aerospace engineering","score_opus":0.008207884122018493,"score_gpt":0.1715786708229111,"score_spread":0.16337078670089258,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405015916","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.084923215,0.005959247,0.9052062,0.000030254047,0.0013013799,0.0001064106,0.000011021235,0.00007628804,0.002386],"genre_scores_gemma":[0.99877757,0.00005102907,0.00094683946,0.0000024644469,0.0001616511,0.0000019209876,9.87816e-7,0.000035310328,0.000022257314],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993182,0.000017619235,0.0003065736,0.000055166463,0.00012192644,0.00018051837],"domain_scores_gemma":[0.9994902,0.000105316685,0.00005173022,0.000077722085,0.000060158283,0.00021489088],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033190232,0.00011092088,0.00019470743,0.00026421106,0.00003540087,0.00006242088,0.00006198598,0.000054738044,0.0000812556],"category_scores_gemma":[0.00004184054,0.0000992621,0.000042893007,0.00018844806,0.000012684881,0.00019276101,0.0000011164459,0.00021397398,0.0000053195795],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000011367129,9.478157e-7,0.0003186827,0.00015469905,0.00012025065,0.00010245613,0.0010225191,0.9950386,0.0010406731,0.000107450556,0.0017041209,0.00038840683],"study_design_scores_gemma":[0.000134235,0.00007172481,0.0004186333,0.0009232143,0.00007660015,0.000659172,0.00015871355,0.9930687,0.0009622307,0.000033770684,0.0033615532,0.0001314545],"about_ca_topic_score_codex":0.0003699547,"about_ca_topic_score_gemma":0.007544329,"teacher_disagreement_score":0.9138543,"about_ca_system_score_codex":0.00011685818,"about_ca_system_score_gemma":0.00035921414,"threshold_uncertainty_score":0.42099127},"labels":[],"label_agreement":null},{"id":"W4405123144","doi":"10.3389/fmech.2024.1453739","title":"Energy management in pump-controlled actuators","year":2024,"lang":"en","type":"article","venue":"Frontiers in Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; University of Manitoba","keywords":"Hydraulic accumulator; Actuator; Energy (signal processing); Efficient energy use; Work (physics); Hydraulic machinery; Power (physics); Energy storage; Accumulator (cryptography); Valve actuator; Mechanical engineering; Hydrostatic equilibrium; Engineering; Electro-hydraulic actuator; Computer science; Automotive engineering; Electrical engineering","score_opus":0.003881970406223248,"score_gpt":0.18145492082547723,"score_spread":0.17757295041925397,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405123144","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0046062614,0.002391584,0.9830278,0.000034671557,0.0049436754,0.00024906296,0.0000015975139,0.0005697296,0.004175602],"genre_scores_gemma":[0.99107546,0.00034949707,0.007958327,0.000018610901,0.00011223397,0.00020067142,0.00000337785,0.00006684218,0.00021501059],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998715,0.000019586361,0.00045790354,0.00023008887,0.00018307565,0.0003943859],"domain_scores_gemma":[0.9996531,0.000060552902,0.000008975464,0.0001886759,0.0000034314348,0.0000852405],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033653216,0.0002194077,0.0004423552,0.0005102746,0.000008367227,0.00005495856,0.0001825841,0.00013463756,0.000026766826],"category_scores_gemma":[0.00001764178,0.00021523297,0.00009767584,0.0005000202,0.000004651653,0.000118571494,0.000030833966,0.00023765692,0.000017285032],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036394107,0.000038311522,0.00005432772,0.0011571508,0.0005065582,0.00078993686,0.0005305814,0.80822605,0.0006112385,0.04725894,0.0047456087,0.1360449],"study_design_scores_gemma":[0.0008376401,0.0000082164615,0.000019817428,0.00033322512,0.000014001472,0.00000581079,0.000073733085,0.9840191,0.00020794694,0.00088293024,0.013374017,0.0002235468],"about_ca_topic_score_codex":0.000016372778,"about_ca_topic_score_gemma":0.0000065946074,"teacher_disagreement_score":0.98646915,"about_ca_system_score_codex":0.00025000886,"about_ca_system_score_gemma":0.0000069281164,"threshold_uncertainty_score":0.8776946},"labels":[],"label_agreement":null},{"id":"W4405184032","doi":"10.1007/978-981-97-6976-6_20","title":"PID and ANFIS Control Design for Quarter-Car Passive Suspension System","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in electrical engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"PID controller; Quarter (Canadian coin); Suspension (topology); Control (management); Automotive engineering; Engineering; Control theory (sociology); Computer science; Control engineering; Temperature control; Geography; Mathematics; Artificial intelligence; Archaeology","score_opus":0.006868750275117418,"score_gpt":0.18419639801341225,"score_spread":0.17732764773829485,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405184032","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00006398042,0.009737286,0.98399633,0.00006573684,0.0009054355,0.0012670583,0.000034260655,0.00074236625,0.0031875721],"genre_scores_gemma":[0.9964082,0.00014152667,0.0016702514,0.000029854413,0.0007189605,0.00017995242,0.000023942332,0.00028976754,0.0005375246],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99817073,0.00001511826,0.00058757333,0.00045404994,0.000226795,0.00054571003],"domain_scores_gemma":[0.9980083,0.001490239,0.00005551206,0.00026132632,0.000041832685,0.00014277601],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00020904643,0.0006316973,0.00094072457,0.00042038615,0.00003449193,0.000076059354,0.00014875074,0.0007624739,0.0000078447165],"category_scores_gemma":[0.00012279849,0.00058396126,0.0001702252,0.00013209117,0.00001553964,0.000043502976,0.000015489351,0.0008061799,0.000026332942],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033924574,0.000005285255,0.0000015375249,0.0031731997,0.0003927996,0.000146078,0.00028428336,0.96429324,0.003255083,0.013818327,0.00049811625,0.014098118],"study_design_scores_gemma":[0.0005089015,0.00015951597,0.0000018183121,0.0013530303,0.0001458405,0.00012552824,0.000002029583,0.987874,0.0006795391,0.0015002224,0.007019017,0.0006305885],"about_ca_topic_score_codex":0.000006630553,"about_ca_topic_score_gemma":0.0000052272876,"teacher_disagreement_score":0.99634427,"about_ca_system_score_codex":0.00042801854,"about_ca_system_score_gemma":0.000027652011,"threshold_uncertainty_score":0.9996612},"labels":[],"label_agreement":null},{"id":"W4405445184","doi":"10.1088/1755-1315/1411/1/012026","title":"Pump start instability on a low head pump turbine and testing with partial deaeration","year":2024,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Andritz (Canada)","funders":"","keywords":"Head (geology); Turbine; Instability; Mechanics; Engineering; Physics; Mechanical engineering; Geology","score_opus":0.017203341200432352,"score_gpt":0.20013437690308256,"score_spread":0.1829310357026502,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405445184","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9972279,0.00009955247,0.00047899035,0.000081763195,0.00011729613,0.00015950756,0.000016107017,0.000093065515,0.0017257956],"genre_scores_gemma":[0.99956554,0.000054877302,0.00023386565,0.000023875376,0.00003428245,0.0000137185425,0.000005036493,0.000007709258,0.00006106717],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99909896,0.000014501266,0.0001370825,0.00028306324,0.0002283383,0.00023803662],"domain_scores_gemma":[0.99967706,0.000037995247,0.000012913323,0.0001232009,0.0000045812067,0.00014427243],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019210749,0.00013812924,0.000115681985,0.000037244507,0.0001745364,0.00024378221,0.00006331727,0.000030358739,0.00006512694],"category_scores_gemma":[0.000017204622,0.00010570157,0.000008050473,0.00013827659,0.00052910857,0.00053411385,0.00003154362,0.00009858142,0.000015419178],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000113733266,0.000089603454,0.027618982,0.0008266686,0.000042496857,0.0000755256,0.011343734,0.016885618,0.69120944,0.0017668407,0.00001669302,0.25001067],"study_design_scores_gemma":[0.0005615071,0.0012844587,0.19478293,0.0007447149,0.000022937109,0.0002755461,0.0024759634,0.5701997,0.22368543,0.00017740279,0.0049708686,0.0008185017],"about_ca_topic_score_codex":0.00005158559,"about_ca_topic_score_gemma":0.00007617832,"teacher_disagreement_score":0.55331415,"about_ca_system_score_codex":0.000028521643,"about_ca_system_score_gemma":0.000034737866,"threshold_uncertainty_score":0.43103847},"labels":[],"label_agreement":null},{"id":"W4405573643","doi":"10.3390/en17246397","title":"A New Approach for Measuring and Comparing the Energy Performances in Hydraulic Systems","year":2024,"lang":"en","type":"article","venue":"Energies","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Efficient energy use; Energy (signal processing); Variety (cybernetics); Computer science; Electronic circuit; Measure (data warehouse); Hydraulic machinery; Reliability engineering; Power (physics); Industrial engineering; Energy management; Control engineering; Engineering; Mechanical engineering; Electrical engineering; Mathematics; Data mining; Artificial intelligence","score_opus":0.02812977478571208,"score_gpt":0.21058331807771893,"score_spread":0.18245354329200686,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405573643","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6304515,0.103031024,0.19789574,0.0000995616,0.0024541412,0.00046966306,0.0000030668198,0.0009356178,0.06465967],"genre_scores_gemma":[0.99826825,0.0002840915,0.00028687023,0.0000058735086,0.00029336492,0.0001235235,0.0000031039053,0.00002378948,0.00071110815],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993842,0.000019102461,0.00019226148,0.00012703403,0.000098201264,0.00017916702],"domain_scores_gemma":[0.9997289,0.00010195749,0.000010723263,0.00011916504,0.000005111247,0.00003414224],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023877258,0.000115899325,0.00018097342,0.00008260788,0.000051041705,0.0001716869,0.00011195649,0.00004092338,0.0000019286751],"category_scores_gemma":[0.00000625694,0.00007915786,0.000030014255,0.00013369678,0.000015474292,0.000119270066,0.000019772899,0.00006578365,0.000002796362],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000018859919,0.0000015564173,0.00037747878,0.0006596762,0.000040867246,0.0000010328248,0.002247882,0.9837442,0.0001460111,0.0049411617,0.0018185157,0.0060197357],"study_design_scores_gemma":[0.00010483362,0.0000051539114,0.0001418092,0.00019689034,0.000008258186,0.000019224195,0.00084998336,0.9679462,0.0002266204,0.000046751466,0.030348103,0.00010618489],"about_ca_topic_score_codex":0.0006573587,"about_ca_topic_score_gemma":0.00006508547,"teacher_disagreement_score":0.36781675,"about_ca_system_score_codex":0.000030358882,"about_ca_system_score_gemma":0.0000149558555,"threshold_uncertainty_score":0.32279634},"labels":[],"label_agreement":null},{"id":"W4405846121","doi":"10.1109/icmra62519.2024.10809080","title":"Comparative Analysis of Reaching Laws in Sliding Mode Control for Electrohydraulic Active Suspension Systems under Complex Road Trajectories","year":2024,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Control theory (sociology); Sliding mode control; Active suspension; Suspension (topology); Computer science; Mode (computer interface); Control engineering; Control system; Control (management); Engineering; Physics; Nonlinear system; Mathematics; Actuator; Artificial intelligence; Electrical engineering","score_opus":0.0403891165089865,"score_gpt":0.3004407181273281,"score_spread":0.26005160161834157,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405846121","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5156197,0.00090267346,0.47210434,0.000036881065,0.00040668418,0.00091983203,0.000094144685,0.00032243624,0.009593303],"genre_scores_gemma":[0.99951917,0.000012431785,0.00013619826,0.0000100094585,0.000060482093,0.000096415526,0.00008098235,0.000025480002,0.00005884514],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985476,0.00011610323,0.00058990705,0.00024360533,0.00019600076,0.00030675007],"domain_scores_gemma":[0.998967,0.0006857286,0.000057072823,0.00018088431,0.00005439165,0.000054916716],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034185892,0.00022222189,0.00097032695,0.00055306347,0.00004600379,0.00007080311,0.00011256122,0.00009700245,0.000019878767],"category_scores_gemma":[0.000015654381,0.0001893862,0.00019665138,0.00093243876,0.000018716124,0.00018001666,0.000008301834,0.00014656837,0.000004337808],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033593315,0.000017517741,0.00010071998,0.00032658517,0.0021287764,0.0000022357713,0.00608503,0.91458046,0.05901789,0.017264547,0.00019725706,0.00024539203],"study_design_scores_gemma":[0.00036699994,0.000039393584,0.0012662433,0.00016324743,0.00038296112,0.0000031506509,0.0030469338,0.99147856,0.0027210785,0.00011063124,0.00022361439,0.00019717263],"about_ca_topic_score_codex":0.0023554089,"about_ca_topic_score_gemma":0.0023491012,"teacher_disagreement_score":0.48389944,"about_ca_system_score_codex":0.0002550475,"about_ca_system_score_gemma":0.000027176484,"threshold_uncertainty_score":0.7722946},"labels":[],"label_agreement":null},{"id":"W4406230929","doi":"10.1016/j.ijmecsci.2025.109930","title":"Dynamics analysis and multi-objective optimization for a dry friction damper","year":2025,"lang":"en","type":"article","venue":"International Journal of Mechanical Sciences","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Central South University; University of Calgary","keywords":"Dry friction; Damper; Dynamics (music); Structural engineering; Friction coefficient; Engineering; Materials science; Control theory (sociology); Computer science; Composite material; Physics; Control (management); Acoustics","score_opus":0.011826614812371758,"score_gpt":0.28454854183845435,"score_spread":0.2727219270260826,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406230929","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.028768668,0.000073641895,0.9694369,0.00038483462,0.00092960196,0.0000527165,0.000006808648,0.000011395327,0.00033546682],"genre_scores_gemma":[0.9626712,0.00006610251,0.037115235,0.00003866674,0.00006135408,0.0000032527785,0.0000016506629,0.0000021059532,0.000040409905],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99937314,0.00001890393,0.0002616928,0.000070529124,0.00021161539,0.000064114305],"domain_scores_gemma":[0.9995293,0.0001561335,0.00008022773,0.00002641298,0.0001781823,0.000029715704],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004895444,0.00004963721,0.00012433648,0.0002890755,0.000047101094,0.00006560724,0.00017843251,0.000038234797,0.00001829605],"category_scores_gemma":[0.00014663677,0.000038480637,0.0000755105,0.0003156989,0.00002464632,0.00019899185,0.000015686848,0.00005029489,3.1852286e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017949578,0.000033405075,0.0022456313,0.000014280727,0.00079152646,0.0000014982713,0.00019801872,0.9668201,0.00053110765,0.0105277635,0.00004988968,0.018768806],"study_design_scores_gemma":[0.0002238509,0.000031187905,0.00066365284,0.000033643566,0.00006602141,0.000004438185,0.0002461164,0.997082,0.00026979877,0.0012723986,0.00006905713,0.000037864007],"about_ca_topic_score_codex":0.000021527276,"about_ca_topic_score_gemma":0.00006329492,"teacher_disagreement_score":0.93390256,"about_ca_system_score_codex":0.000088699504,"about_ca_system_score_gemma":0.000024743196,"threshold_uncertainty_score":0.1569195},"labels":[],"label_agreement":null},{"id":"W4406371137","doi":"10.1002/eqe.4301","title":"Challenges and Lessons Learned From Pseudo‐Dynamic Hybrid Simulations on Ductile Steel Braced Frame Systems","year":2025,"lang":"en","type":"article","venue":"Earthquake Engineering & Structural Dynamics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; University of Toronto; Ontario Centres of Excellence","keywords":"Braced frame; Structural engineering; Frame (networking); Steel frame; Engineering; Computer science; Forensic engineering; Construction engineering; Civil engineering; Mechanical engineering","score_opus":0.018085265990778112,"score_gpt":0.24486308422027486,"score_spread":0.22677781822949675,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406371137","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9796511,0.0030725182,0.012015461,0.00036114047,0.0025192723,0.00037684847,0.00028563803,0.00082852674,0.00088951585],"genre_scores_gemma":[0.9983588,0.00046640553,0.0004120844,0.000012153619,0.0001261005,0.000024239836,0.00015645838,0.00007994753,0.00036384547],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983907,0.00004419239,0.0004593081,0.0004374592,0.00023330282,0.0004350798],"domain_scores_gemma":[0.99882317,0.0004137135,0.000058160378,0.00053779007,0.000041241918,0.00012590538],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009679044,0.0004368094,0.00051726954,0.00023585015,0.000118783886,0.00013481776,0.00021859973,0.00018860775,0.000013831085],"category_scores_gemma":[0.00009545916,0.00044593308,0.000083598876,0.00018544667,0.000036134537,0.00016674442,0.000050414703,0.0004629701,0.00002051248],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005477059,0.0000045013,0.000051627798,0.00021333015,0.00016085575,0.0000071670083,0.000309031,0.81457305,0.00035633508,0.006448648,0.00002380778,0.1778462],"study_design_scores_gemma":[0.00034147347,0.000026627664,0.13128382,0.00030495078,0.000033967106,0.000015784315,0.00017572456,0.8661832,0.000015672253,0.0005025028,0.00074835384,0.00036790592],"about_ca_topic_score_codex":0.00006848631,"about_ca_topic_score_gemma":0.00013783692,"teacher_disagreement_score":0.17747828,"about_ca_system_score_codex":0.0001648981,"about_ca_system_score_gemma":0.000021068648,"threshold_uncertainty_score":0.99979925},"labels":[],"label_agreement":null},{"id":"W4406419619","doi":"10.1016/0304-3908(75)90023-5","title":"10.1016/0304-3908(75)90023-5","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Drag; Mechanics; Environmental science; Geology; Physics","score_opus":0.0040453527835244375,"score_gpt":0.14412861250728032,"score_spread":0.14008325972375588,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406419619","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0008069734,0.0001045793,0.000021717433,0.000042428142,0.0000060884854,0.00015652161,0.000008999096,0.00047419127,0.9983785],"genre_scores_gemma":[0.0033334787,3.9105967e-7,0.000072653966,0.000014692637,0.00019741246,0.000025417849,0.000008656484,0.000041854582,0.99630547],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99923867,0.00001922816,0.00020704584,0.0001289873,0.00014368002,0.0002623646],"domain_scores_gemma":[0.9995079,0.00003821986,0.000009793548,0.0002882193,0.000012672389,0.0001431911],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00010448541,0.00014336417,0.00018984517,0.00004933679,0.00003559104,0.000031663945,0.00016936555,0.000069098016,0.9953103],"category_scores_gemma":[0.000010683758,0.00013901958,0.000048732836,0.00014893063,0.00001035948,0.000059725804,0.000011486548,0.000079837286,0.997553],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000049258488,0.000009139762,1.1594978e-7,0.00002949722,0.000026823354,0.000004667042,0.0000796134,0.011487684,0.00006626859,5.1180075e-7,0.49808365,0.4902071],"study_design_scores_gemma":[0.00011823209,0.000028613045,0.000012268678,0.00003583757,0.000007904495,0.000013982309,0.0000017466315,0.014350674,0.00006991239,0.0000029281732,0.98517984,0.00017807646],"about_ca_topic_score_codex":0.000020977091,"about_ca_topic_score_gemma":1.6070348e-7,"teacher_disagreement_score":0.49002904,"about_ca_system_score_codex":0.000034952867,"about_ca_system_score_gemma":0.000006475418,"threshold_uncertainty_score":0.56690544},"labels":[],"label_agreement":null},{"id":"W4406454864","doi":"10.1016/j.measurement.2025.116773","title":"Experimental study on the detection of vibrations of an operating turbine runner with sensors on the casing","year":2025,"lang":"en","type":"article","venue":"Measurement","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada; European Commission","keywords":"Casing; Turbine; Vibration; Acoustics; Engineering; Structural engineering; Mechanical engineering; Marine engineering; Physics","score_opus":0.040297895091185754,"score_gpt":0.24413482299598127,"score_spread":0.20383692790479552,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406454864","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99342394,0.000036481793,0.002330489,0.00008168524,0.00012163774,0.0005343618,8.2820986e-7,0.000025577909,0.0034449967],"genre_scores_gemma":[0.99985725,1.7883494e-7,0.000021593803,0.000021827176,0.000020292222,0.00005730255,2.638775e-7,0.000008584881,0.000012702056],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992309,0.000118635384,0.00019240066,0.000073942596,0.00031631475,0.00006778203],"domain_scores_gemma":[0.99963063,0.000050475654,0.000033070748,0.00022819542,0.00004633294,0.000011300304],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005329134,0.000082203514,0.00010292721,0.000034663426,0.00010588482,0.000015709345,0.00006744367,0.000014830743,0.000010931109],"category_scores_gemma":[0.000029255028,0.00004168275,0.000018431172,0.000117657786,0.0000142517065,0.000023402747,0.0000058991404,0.00006502042,0.0000014993589],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019780833,0.00031769671,0.00032369624,0.0000335027,0.00017324476,7.2429873e-7,0.011375653,0.20347229,0.7834202,0.000214446,0.000033680786,0.0006150934],"study_design_scores_gemma":[0.00027270516,0.00049484975,0.0025327713,0.00021077288,0.000020579151,9.833471e-7,0.01990036,0.048826378,0.9276467,0.0000021554486,0.000030024694,0.00006169766],"about_ca_topic_score_codex":0.00009298493,"about_ca_topic_score_gemma":0.00008464353,"teacher_disagreement_score":0.1546459,"about_ca_system_score_codex":0.00007123949,"about_ca_system_score_gemma":0.000011753718,"threshold_uncertainty_score":0.16997732},"labels":[],"label_agreement":null},{"id":"W4406512760","doi":"10.1016/s0967-0653(98)80918-6","title":"10.1016/s0967-0653(98)80918-6","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Cavitation; Volume of fluid method; Mechanics; Physics; Flow (mathematics)","score_opus":0.005512178618510738,"score_gpt":0.1581989482336621,"score_spread":0.15268676961515135,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406512760","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00026108976,0.00010579638,0.00001674537,0.00004103285,0.00000533695,0.00015160633,0.0000075979883,0.00044436095,0.99896646],"genre_scores_gemma":[0.0011142317,3.681534e-7,0.000068601315,0.000013230824,0.00019825334,0.00002445428,0.000008574255,0.00003967101,0.9985326],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992657,0.000020481722,0.00020109703,0.00012335753,0.00013957274,0.00024980665],"domain_scores_gemma":[0.9995295,0.000037488393,0.0000098417595,0.00027093544,0.000013880264,0.00013834622],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000109856075,0.00013967455,0.0001900821,0.00004714827,0.000034848734,0.00003517112,0.00016746044,0.000069560316,0.9986582],"category_scores_gemma":[0.000012049683,0.00013613328,0.000048148155,0.00014363078,0.00001041177,0.00006900024,0.000010959438,0.00008281388,0.9996259],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004459589,0.00000767828,1.5603707e-8,0.000024668716,0.000023283736,0.0000037914351,0.00007785293,0.007151077,0.00001554312,5.88565e-7,0.55271596,0.43997505],"study_design_scores_gemma":[0.00012085078,0.000027077822,0.000003920858,0.000035238827,0.000008177366,0.000010916955,0.0000017323209,0.010678697,0.00005806984,0.0000034514017,0.9888774,0.00017444047],"about_ca_topic_score_codex":0.000023612274,"about_ca_topic_score_gemma":2.3899986e-7,"teacher_disagreement_score":0.43980062,"about_ca_system_score_codex":0.00003525961,"about_ca_system_score_gemma":0.000007407814,"threshold_uncertainty_score":0.5551354},"labels":[],"label_agreement":null},{"id":"W4406544875","doi":"10.1016/s1544-8800(12)70091-x","title":"10.1016/s1544-8800(12)70091-x","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Road map; Medicine; Geology; Geography; Cartography","score_opus":0.00449249045483783,"score_gpt":0.14495499875974938,"score_spread":0.14046250830491155,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406544875","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00070804224,0.000086667795,0.0000240762,0.000044364577,0.000005484423,0.00015928422,0.000007978337,0.00046693409,0.9984972],"genre_scores_gemma":[0.0032707984,3.857907e-7,0.00007072858,0.000014294624,0.00019299598,0.000023434091,0.000008222634,0.000041793606,0.99637735],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992364,0.000019535086,0.00020921162,0.00012846888,0.00014454212,0.00026186116],"domain_scores_gemma":[0.9995112,0.000038263646,0.000010193862,0.00028389477,0.000011023193,0.00014545128],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000100794365,0.00014585373,0.00019252376,0.000049900114,0.000035912966,0.00003181157,0.00017004291,0.00006930141,0.9953551],"category_scores_gemma":[0.00001008756,0.00014272984,0.000049611077,0.00012025487,0.000010584407,0.00006011617,0.000011416383,0.00008089501,0.9974412],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005692858,0.000008627811,9.016357e-8,0.000027746024,0.000024827317,0.000004521761,0.00008319433,0.011633108,0.000058439302,4.2443187e-7,0.49920356,0.48894978],"study_design_scores_gemma":[0.00012306545,0.000031424202,0.00002190315,0.000036380396,0.000008473463,0.000014307833,0.0000016193407,0.01458318,0.00005497861,0.0000025820534,0.9849412,0.00018091142],"about_ca_topic_score_codex":0.000028748453,"about_ca_topic_score_gemma":3.5379236e-7,"teacher_disagreement_score":0.48876888,"about_ca_system_score_codex":0.000035582932,"about_ca_system_score_gemma":0.000007743068,"threshold_uncertainty_score":0.58203536},"labels":[],"label_agreement":null},{"id":"W4406860500","doi":"10.4271/10-09-01-0008","title":"Pressure-Dependent Nonlinearities of a Compact Hydropneumatic Strut with Integrated Gas–Oil Chamber","year":2025,"lang":"en","type":"article","venue":"SAE International journal of vehicle dynamics, stability, and NVH","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Materials science; Chamber pressure; Environmental science; Mechanics; Physics","score_opus":0.007171055473904594,"score_gpt":0.2281483689911405,"score_spread":0.2209773135172359,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406860500","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99316347,0.00060079474,0.0023793147,0.00030884784,0.0006685815,0.00007907556,0.00012807772,0.000028288749,0.0026435775],"genre_scores_gemma":[0.99939096,0.00017554344,0.00016414709,0.000019646719,0.00005813511,0.0000016628958,0.00001113456,0.000015382187,0.00016336371],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985421,0.00006557963,0.0007217008,0.00011098963,0.00041676706,0.00014291352],"domain_scores_gemma":[0.9989129,0.00019312296,0.00020542917,0.00014980388,0.00046832,0.00007044668],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042587842,0.00016266564,0.0004041692,0.00019031348,0.000027622147,0.000060211885,0.00021874093,0.00006835015,0.000064757034],"category_scores_gemma":[0.000073881856,0.0001274636,0.00008116916,0.000098800185,0.00013083365,0.00017618305,0.000036374255,0.00025148407,0.0000011234365],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016002423,0.0017316723,0.74150753,0.006320496,0.009386437,0.00018855068,0.011877316,0.14309697,0.011870691,0.0057077482,0.0006142808,0.066098064],"study_design_scores_gemma":[0.0020953943,0.00026762256,0.04895134,0.0016895639,0.00013052976,0.00021790159,0.0024292204,0.9415755,0.0009839919,0.0010239896,0.0003830714,0.00025183253],"about_ca_topic_score_codex":0.00030023587,"about_ca_topic_score_gemma":0.00073632185,"teacher_disagreement_score":0.7984786,"about_ca_system_score_codex":0.00013360223,"about_ca_system_score_gemma":0.00008993868,"threshold_uncertainty_score":0.5197815},"labels":[],"label_agreement":null},{"id":"W4407014170","doi":"10.52202/078371-0149","title":"Full Rotordynamics Analysis of a Turbopump Rotor System","year":2024,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Rotordynamics; Rotor (electric); Aero engine; Computer science; Mechanical engineering; Engineering","score_opus":0.004732445154621682,"score_gpt":0.19752088306352206,"score_spread":0.19278843790890038,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407014170","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4571799,0.0015133488,0.37969124,0.00002313427,0.0017511152,0.00060740433,0.000074081305,0.0021439851,0.1570158],"genre_scores_gemma":[0.99904877,0.000006910483,0.00024607597,0.0000027702351,0.000054210934,0.00003889376,0.000010233716,0.000018684692,0.00057342515],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999325,0.00001418852,0.000302753,0.0001026861,0.0001361168,0.000119256234],"domain_scores_gemma":[0.9996543,0.000058326827,0.000013341978,0.00021010934,0.000016566913,0.000047385452],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014021168,0.000097801574,0.0002927377,0.00026570781,0.0000095607575,0.000030083038,0.0000921578,0.000060305807,0.0001583946],"category_scores_gemma":[0.000003926074,0.00007779739,0.00016547462,0.000781149,0.000007905924,0.000043673077,0.000009291195,0.000051332503,0.00010045604],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014265338,0.000033132714,0.0017593261,0.012766918,0.014799578,0.000075083306,0.0040837885,0.8957674,0.009446791,0.046100084,0.0046655326,0.010488093],"study_design_scores_gemma":[0.000028415641,0.000012458471,0.00016854424,0.00011556152,0.00032719018,0.0000051726383,0.00026792282,0.9964969,0.00012623216,0.0000042099355,0.0023598715,0.000087492466],"about_ca_topic_score_codex":0.00010226437,"about_ca_topic_score_gemma":0.000055519704,"teacher_disagreement_score":0.54186887,"about_ca_system_score_codex":0.000069282105,"about_ca_system_score_gemma":0.000009888746,"threshold_uncertainty_score":0.31724855},"labels":[],"label_agreement":null},{"id":"W4407379393","doi":"10.1002/eqe.4328","title":"Stability Analysis of Real‐Time Hybrid Simulation with an Inerter‐Type Experimental Substructure","year":2025,"lang":"en","type":"article","venue":"Earthquake Engineering & Structural Dynamics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"National Natural Science Foundation of China","keywords":"Substructure; Stability (learning theory); Structural engineering; Type (biology); Computer science; Engineering; Geology","score_opus":0.005017466073551547,"score_gpt":0.21854085586724348,"score_spread":0.21352338979369193,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407379393","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9798525,0.0000799965,0.018881371,0.0000031474526,0.00032973711,0.000201269,0.00007512524,0.00036545194,0.00021141244],"genre_scores_gemma":[0.99816364,0.0000028271522,0.0013952653,0.0000033518188,0.000032996708,0.0000055253954,0.00033147706,0.000036288748,0.000028616672],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987883,0.000029323714,0.00044016828,0.0002554822,0.00022156244,0.0002651431],"domain_scores_gemma":[0.9992115,0.000092368675,0.00006138212,0.00046908122,0.000082386745,0.000083313425],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009091688,0.0002981972,0.0005337037,0.00027402953,0.00004370718,0.00003865328,0.00018176937,0.00009673126,0.00008930773],"category_scores_gemma":[0.000018319952,0.0002653082,0.00010178809,0.0008976642,0.00003629812,0.0001949704,0.000021252108,0.00016141955,0.0000019997287],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002510211,0.000005757076,0.0031980441,0.000100919606,0.00044988559,0.0000028992913,0.0003475719,0.9856577,0.0038387778,0.0001946282,0.0000021342428,0.006176607],"study_design_scores_gemma":[0.0001630423,0.00005055725,0.2758119,0.000025667216,0.00014027349,0.0000028887,0.000058348207,0.72250974,0.0010304031,0.000008585841,0.000008472457,0.00019007147],"about_ca_topic_score_codex":0.00007972583,"about_ca_topic_score_gemma":0.000078772406,"teacher_disagreement_score":0.27261388,"about_ca_system_score_codex":0.00015028259,"about_ca_system_score_gemma":0.000021751943,"threshold_uncertainty_score":0.9999799},"labels":[],"label_agreement":null},{"id":"W4407456993","doi":"10.1109/cac63892.2024.10865114","title":"Interconnection and Damping Assignment Passivity-Based Control for Underactuated Overhead Cranes with Frictions","year":2024,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Lakehead University","funders":"","keywords":"Passivity; Underactuation; Interconnection; Overhead crane; Overhead (engineering); Computer science; Control theory (sociology); Control (management); Engineering; Computer network; Structural engineering; Operating system; Electrical engineering","score_opus":0.008728454462769167,"score_gpt":0.21156131794923563,"score_spread":0.20283286348646645,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407456993","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.027852418,0.00012997967,0.9678962,0.00041676883,0.00040205463,0.00034458295,0.00001104469,0.0005124315,0.0024344912],"genre_scores_gemma":[0.9992059,0.0000048345078,0.000339246,0.000066071465,0.00006700809,0.00013828492,0.000011054218,0.000022709683,0.00014489872],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995469,0.000014352251,0.00013330094,0.00011862757,0.000067920366,0.00011891596],"domain_scores_gemma":[0.99950993,0.0003504006,0.00000962038,0.00007238706,0.000014938734,0.0000427236],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000099964505,0.00010063209,0.00012445032,0.000068336136,0.000060913775,0.00009971016,0.000020531465,0.00004188209,0.00006275314],"category_scores_gemma":[0.000010156516,0.000074149604,0.000027212312,0.00007754953,0.0000102005415,0.000099132485,0.0000014880922,0.000056876877,0.000014205592],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014914744,0.00013476037,0.0025875624,0.0053339894,0.0019453182,0.000029202844,0.0035227456,0.86380655,0.039654125,0.0128171025,0.02207555,0.047943935],"study_design_scores_gemma":[0.00052895915,0.00008296856,0.00020454732,0.00022718709,0.00003836582,0.000013922827,0.00022669768,0.9889766,0.00077057286,0.0001053506,0.008700303,0.00012452196],"about_ca_topic_score_codex":0.000040908875,"about_ca_topic_score_gemma":0.00008212595,"teacher_disagreement_score":0.9713535,"about_ca_system_score_codex":0.00006226398,"about_ca_system_score_gemma":0.00001482955,"threshold_uncertainty_score":0.30237332},"labels":[],"label_agreement":null},{"id":"W4408295711","doi":"10.1007/s11071-025-11032-3","title":"Parameter identification of a nonlinear vertical axis rotating machine through reduced order modeling and data assimilation","year":2025,"lang":"en","type":"article","venue":"Nonlinear Dynamics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"Institut de Valorisation des Données; Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Data assimilation; Nonlinear system; Control theory (sociology); Identification (biology); Assimilation (phonology); Mathematics; Computer science; Physics; Meteorology; Artificial intelligence","score_opus":0.02658961371199349,"score_gpt":0.29589613352107214,"score_spread":0.26930651980907866,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408295711","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42825803,0.00014940863,0.57043445,0.00010343953,0.00021867217,0.00017564042,0.000112881,0.000082209146,0.00046528218],"genre_scores_gemma":[0.92337435,0.000074630625,0.07564777,0.000026840375,0.000057246758,0.000008235751,0.00073791266,0.000028709352,0.000044277604],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987589,0.000037681693,0.00062688236,0.00025441239,0.00016358247,0.00015854556],"domain_scores_gemma":[0.9991109,0.00015015011,0.000048637987,0.0005669918,0.00009127376,0.000032070577],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003272309,0.00014401165,0.0002494713,0.00007117481,0.000053844913,0.000042351556,0.00021379054,0.00012132226,0.000005513762],"category_scores_gemma":[0.0003550805,0.00014315394,0.000026286974,0.00028520866,0.00003200616,0.00021649954,0.000092639646,0.00016370261,0.000004201395],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004152589,0.00012819839,0.0041178353,0.0013344885,0.00031011555,0.0000027328629,0.0015122927,0.9197786,0.005950308,0.0009380481,0.00008949953,0.06579638],"study_design_scores_gemma":[0.00024675016,0.000009027182,0.00017343425,0.000115413786,0.000049534177,0.0000031169347,0.00010320195,0.9986401,0.00024229934,0.00023541476,0.00006213193,0.000119565935],"about_ca_topic_score_codex":0.00007994463,"about_ca_topic_score_gemma":0.00007512659,"teacher_disagreement_score":0.49511635,"about_ca_system_score_codex":0.000041461695,"about_ca_system_score_gemma":0.000035479603,"threshold_uncertainty_score":0.58376485},"labels":[],"label_agreement":null},{"id":"W4409193647","doi":"10.1016/j.ymssp.2025.112610","title":"Bayesian input-state-parameter inference of hydrodynamic bearings: From partial displacement measurements to force reconstruction","year":2025,"lang":"en","type":"article","venue":"Mechanical Systems and Signal Processing","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal; Hydro-Québec","funders":"Natural Sciences and Engineering Research Council of Canada; Institut de Valorisation des Données","keywords":"Displacement (psychology); Inference; Bayesian inference; Bayesian probability; State (computer science); Mathematics; Algorithm; Computer science; Artificial intelligence; Statistics","score_opus":0.016609817888786637,"score_gpt":0.24285918935085704,"score_spread":0.22624937146207041,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409193647","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4013442,0.0002819167,0.59728247,0.000012201775,0.0002958078,0.00027299527,0.0000064910005,0.000058973328,0.00044492935],"genre_scores_gemma":[0.9992286,0.0000047235703,0.00054952176,0.000019508178,0.000045431138,0.00005621602,0.0000039020797,0.000015417694,0.00007667277],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99857086,0.000060683946,0.00062437815,0.0002575435,0.00025408965,0.00023245664],"domain_scores_gemma":[0.9995215,0.00008690817,0.00008982935,0.00013320344,0.00005644978,0.000112090056],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003644977,0.0001792029,0.0003897227,0.00008862157,0.00008160596,0.000107024425,0.0001133241,0.00010006571,0.000012830577],"category_scores_gemma":[0.000040843144,0.00015881237,0.000039068553,0.00018663029,0.000018695175,0.00012895372,0.000041602936,0.000113359565,0.0000039434562],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001829394,0.00011110763,0.00811626,0.0052941237,0.0005643334,0.0000057467637,0.002978448,0.22189319,0.29363292,0.0005937781,0.000097297794,0.46652985],"study_design_scores_gemma":[0.0003192787,0.00005400834,0.00013086645,0.0019623586,0.000035770197,0.0000033122033,0.000202138,0.9885494,0.007818237,0.00065568986,0.00008471319,0.0001842057],"about_ca_topic_score_codex":0.00034277895,"about_ca_topic_score_gemma":0.000038743052,"teacher_disagreement_score":0.7666562,"about_ca_system_score_codex":0.000079883954,"about_ca_system_score_gemma":0.000031118245,"threshold_uncertainty_score":0.64761806},"labels":[],"label_agreement":null},{"id":"W4409197491","doi":"10.1016/j.ijhydene.2025.04.028","title":"Long short-term memory time series modelling of pressure valves for hydrogen-powered vehicles and infrastructure","year":2025,"lang":"en","type":"article","venue":"International Journal of Hydrogen Energy","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Trois-Rivières; University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Term (time); Series (stratigraphy); Computer science; Environmental science; Nuclear engineering; Engineering; Geology; Physics","score_opus":0.007795250354571006,"score_gpt":0.22171176192866937,"score_spread":0.21391651157409836,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409197491","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9248115,0.006419467,0.066746294,0.00009705138,0.0006796428,0.00008058097,0.00004480276,0.000030593794,0.001090071],"genre_scores_gemma":[0.9980548,0.0003610467,0.00091142074,0.000022423455,0.00021316408,0.0000051528946,0.000010083382,0.000020968277,0.0004009472],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989169,0.000023950248,0.0005715932,0.000096826494,0.00026559352,0.00012513323],"domain_scores_gemma":[0.9993994,0.000088826026,0.00014335565,0.000099082536,0.00021326749,0.000056024564],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015443047,0.00014739332,0.0003123564,0.00020644935,0.000027603613,0.000032471256,0.00030536624,0.00009447445,0.00002523295],"category_scores_gemma":[0.000019311998,0.00013295317,0.00014376172,0.000059534672,0.000042504988,0.00021585394,0.000038793725,0.00008350186,3.7734915e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000075492244,0.000017760236,0.0007348645,0.00013070366,0.001631736,0.000016454092,0.00038714716,0.9591638,0.029725749,0.0007884696,0.0004316892,0.0068961754],"study_design_scores_gemma":[0.0009436768,0.000091040485,0.0003390154,0.00068683905,0.00022318249,0.00041316563,0.00012687255,0.7403938,0.24329777,0.005790599,0.0074150693,0.000278973],"about_ca_topic_score_codex":0.000010018775,"about_ca_topic_score_gemma":0.0000043768905,"teacher_disagreement_score":0.21876997,"about_ca_system_score_codex":0.000032110525,"about_ca_system_score_gemma":0.000052857016,"threshold_uncertainty_score":0.5421673},"labels":[],"label_agreement":null},{"id":"W4409232993","doi":"10.1088/1755-1315/1483/1/012012","title":"Development of a metamodel to predict the transient and dynamic structural behaviour of a hydraulic turbine","year":2025,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hydro-Québec","funders":"","keywords":"Metamodeling; Transient (computer programming); Hydraulic turbines; Turbine; Computer science; Engineering; Mechanical engineering; Software engineering; Programming language","score_opus":0.007410260915622152,"score_gpt":0.1942464282602119,"score_spread":0.18683616734458974,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409232993","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9973937,0.00018672673,0.0015089219,0.00006691672,0.0000644004,0.00019470487,0.00001854208,0.000011620771,0.00055444497],"genre_scores_gemma":[0.99855125,0.000052351545,0.0012849551,0.000015958005,0.0000019808456,0.0000109673665,0.0000020619145,0.0000029476907,0.00007753761],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9992685,0.00000942662,0.00022271082,0.00014638428,0.00018904769,0.00016394517],"domain_scores_gemma":[0.99975103,0.0000117031095,0.000025765521,0.00013091182,0.0000054606708,0.00007514205],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015931837,0.00010193564,0.00016589901,0.00005333221,0.00010154057,0.00002167198,0.0001555339,0.000022073124,0.000020027817],"category_scores_gemma":[0.000004997809,0.00007131698,0.0000136378685,0.00013398477,0.0004542374,0.000121459954,0.000065013264,0.00004798857,6.747334e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034895536,0.000021808552,0.003992768,0.00024061304,0.000049550057,0.000001192918,0.026507536,0.0062414897,0.8564882,0.00053662213,0.000007187672,0.10587812],"study_design_scores_gemma":[0.00033003767,0.00010063083,0.78952545,0.00014758055,0.000029527302,0.000019587851,0.003837908,0.07839999,0.12675418,0.000074051386,0.000577092,0.0002039781],"about_ca_topic_score_codex":0.000026728958,"about_ca_topic_score_gemma":0.00008533056,"teacher_disagreement_score":0.78553265,"about_ca_system_score_codex":0.000014611407,"about_ca_system_score_gemma":0.00003783478,"threshold_uncertainty_score":0.29082218},"labels":[],"label_agreement":null},{"id":"W4409234083","doi":"10.1088/1755-1315/1483/1/012017","title":"Dynamic Stress Prediction during Load Rejections in Hydraulic Turbines","year":2025,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"TransCanada (Canada)","funders":"","keywords":"Hydraulic turbines; Stress (linguistics); Dynamic stress; Dynamic load testing; Environmental science; Control theory (sociology); Structural engineering; Computer science; Engineering; Dynamic loading; Turbine; Mechanical engineering; Artificial intelligence; Control (management)","score_opus":0.004633978483824586,"score_gpt":0.1830408449126264,"score_spread":0.17840686642880182,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409234083","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9925898,0.00023142593,0.00018558347,0.000062061365,0.00030057866,0.0001347007,0.000022625343,0.000075164164,0.0063980944],"genre_scores_gemma":[0.9986977,0.00047881817,0.000056014815,0.000010105931,0.0000086238415,0.000019639358,0.000005087245,0.000004464314,0.00071955106],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9991774,0.000011394934,0.00017478091,0.00021578046,0.00017649641,0.00024415707],"domain_scores_gemma":[0.9997521,0.0000103112325,0.000016321292,0.00014580491,0.0000042622282,0.000071211136],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010243192,0.00011475657,0.000114241586,0.000107097185,0.00017934892,0.00007261318,0.000120556586,0.000042685977,0.000049798164],"category_scores_gemma":[0.000011452623,0.00011210401,0.000013723499,0.0002634382,0.0003434885,0.0004364596,0.00005228765,0.000096807475,0.000011695246],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003730051,0.0000876526,0.07208521,0.00042953924,0.000030966872,0.000020595395,0.006628453,0.06217083,0.83025664,0.0004950492,0.00002890697,0.027728844],"study_design_scores_gemma":[0.00033737338,0.00003905924,0.86732155,0.00021345912,0.0000061488067,0.00003281895,0.003423015,0.08769225,0.039887812,0.00010087613,0.0007362498,0.00020936079],"about_ca_topic_score_codex":0.00012444468,"about_ca_topic_score_gemma":0.00046466343,"teacher_disagreement_score":0.79523635,"about_ca_system_score_codex":0.000099946774,"about_ca_system_score_gemma":0.00003450608,"threshold_uncertainty_score":0.45714688},"labels":[],"label_agreement":null},{"id":"W4409307931","doi":"10.21203/rs.3.rs-4939775/v1","title":"Enhancing Robotic Manipulator Performance through Analyzing Vibration, Identifying Deep-learning-based Modal Parameters and Estimating Frequency Response Functions","year":2025,"lang":"en","type":"preprint","venue":"Research Square","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"National Research Council Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Modal; Vibration; Manipulator (device); Computer science; Robot manipulator; Modal analysis; Frequency response; Artificial intelligence; Control theory (sociology); Robot; Engineering; Acoustics; Physics; Materials science; Control (management)","score_opus":0.05303593824149487,"score_gpt":0.3369260210730065,"score_spread":0.2838900828315116,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409307931","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38905865,0.0013594397,0.60724676,0.000075431606,0.0006700102,0.000745135,0.000010365635,0.00040175937,0.0004324512],"genre_scores_gemma":[0.9716407,0.000119643046,0.027326459,0.000010146805,0.0001556589,0.00035048716,0.000095521056,0.000071322356,0.00023006037],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9960052,0.0009486199,0.0008095234,0.0006544788,0.0008082524,0.0007739404],"domain_scores_gemma":[0.99707866,0.0016297892,0.00013279988,0.0006704973,0.00031238975,0.00017585236],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0028613973,0.0004149063,0.0005728179,0.00071959867,0.0008171586,0.0005443214,0.00035064685,0.00039213945,0.000053119555],"category_scores_gemma":[0.0014208704,0.00045066662,0.00014443345,0.0007633329,0.00010388582,0.00034599524,0.00029877175,0.0020383168,0.000038832153],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029010274,0.000012593691,0.004882079,0.006819474,0.0001141955,0.000012148815,0.002088023,0.9840705,0.000754716,0.00002332861,0.000034069984,0.0011598673],"study_design_scores_gemma":[0.00022734502,0.00006956449,0.0053617945,0.005570986,0.000045883084,0.0000070216006,0.00097635045,0.9865122,0.0005814299,0.0002255329,0.00004027192,0.00038161356],"about_ca_topic_score_codex":0.00030001646,"about_ca_topic_score_gemma":0.000092284536,"teacher_disagreement_score":0.58258206,"about_ca_system_score_codex":0.0005726913,"about_ca_system_score_gemma":0.0003176001,"threshold_uncertainty_score":0.9997945},"labels":[],"label_agreement":null},{"id":"W4409457917","doi":"10.2514/1.b39246","title":"Ejector Recirculation and Entrainment","year":2025,"lang":"en","type":"article","venue":"Journal of Propulsion and Power","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University; University of Calgary","funders":"","keywords":"Entrainment (biomusicology); Injector; Mechanics; Environmental science; Aerospace engineering; Materials science; Meteorology; Engineering; Mechanical engineering; Physics; Acoustics","score_opus":0.0034863955165325695,"score_gpt":0.20587468522521568,"score_spread":0.2023882897086831,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409457917","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9813319,0.002457146,0.0054602716,0.0005166713,0.0010744912,0.00009381705,7.440559e-7,0.000013867244,0.009051094],"genre_scores_gemma":[0.9993484,0.00018025449,0.00021805595,0.000054788645,0.000033497177,5.0904606e-7,1.6725616e-7,0.0000030185263,0.00016127733],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996533,0.000015062054,0.00018351764,0.000029255762,0.0000714052,0.000047454825],"domain_scores_gemma":[0.99985707,0.000019059411,0.000034089804,0.000033309356,0.000019796864,0.000036695743],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016037229,0.000042420597,0.00009403484,0.000056184803,0.000019197189,0.000017427481,0.000019315154,0.000031049767,0.000054726584],"category_scores_gemma":[0.000015617072,0.000030106114,0.0000170955,0.000037625978,0.000007535066,0.0000470878,0.0000052548835,0.00005842695,0.0000015016707],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001616598,0.00017384287,0.060500443,0.0018626156,0.00063985115,0.00007362008,0.014995913,0.0015571759,0.2863701,0.004848845,0.09373425,0.5350817],"study_design_scores_gemma":[0.004294372,0.00051909644,0.23811646,0.0027393769,0.0001578282,0.0006712788,0.0021647539,0.029004296,0.010342771,0.0050549638,0.7063128,0.000622036],"about_ca_topic_score_codex":9.111694e-7,"about_ca_topic_score_gemma":3.3487552e-7,"teacher_disagreement_score":0.6125785,"about_ca_system_score_codex":0.000015750276,"about_ca_system_score_gemma":0.0000061898427,"threshold_uncertainty_score":0.12276917},"labels":[],"label_agreement":null},{"id":"W4410923071","doi":"10.1177/09544070251338359","title":"Frequency-velocity-deflection-dependent damping properties of a hydro-pneumatic strut with gas-oil emulsion","year":2025,"lang":"en","type":"article","venue":"Proceedings of the Institution of Mechanical Engineers Part D Journal of Automobile Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"National Natural Science Foundation of China","keywords":"Emulsion; Deflection (physics); Materials science; Mechanics; Structural engineering; Composite material; Engineering; Physics; Classical mechanics","score_opus":0.007999804732968649,"score_gpt":0.19128968404673014,"score_spread":0.18328987931376148,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410923071","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96271616,0.0008022402,0.033863544,0.00006337019,0.0014009348,0.00027014888,0.0000047817116,0.0001130941,0.0007656998],"genre_scores_gemma":[0.99729455,0.00012856524,0.0024241905,0.0000042520082,0.00007029255,0.0000210488,3.3714466e-7,0.000029974339,0.000026808444],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99761885,0.000011005296,0.0013526981,0.00014380799,0.00061053515,0.0002630765],"domain_scores_gemma":[0.9987298,0.00006796066,0.00050882815,0.00016392679,0.00043938062,0.00009008989],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006583729,0.00028348505,0.00074078434,0.00039712255,0.00005777964,0.000021678816,0.00045751297,0.00015883434,0.000008941581],"category_scores_gemma":[0.00037206576,0.00020264415,0.0002211092,0.00067870907,0.00007582908,0.00036224845,0.00005963217,0.00045175696,6.31146e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035645786,0.00005673356,0.000051289808,0.0031394805,0.00033859772,0.0000010606727,0.00045001987,0.60688657,0.38434035,0.00400089,0.000044300614,0.0006550656],"study_design_scores_gemma":[0.001071038,0.00023487068,0.000047402387,0.010084906,0.00018675152,0.00012436465,0.0005017167,0.34212285,0.64509666,0.00016044018,0.00012038592,0.0002485893],"about_ca_topic_score_codex":0.000014555389,"about_ca_topic_score_gemma":0.0000016106766,"teacher_disagreement_score":0.2647637,"about_ca_system_score_codex":0.0001762651,"about_ca_system_score_gemma":0.00010945495,"threshold_uncertainty_score":0.82635885},"labels":[],"label_agreement":null},{"id":"W4411187141","doi":"10.1007/978-3-031-93112-3_12","title":"The Differentiable Feasibility Pump","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Differentiable function; Computer science; Mathematics; Mathematical analysis","score_opus":0.014264817830330808,"score_gpt":0.2262220496185397,"score_spread":0.21195723178820888,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411187141","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00019140678,0.00084856077,0.95525205,0.00012819096,0.0025267988,0.00031776936,0.0000044201242,0.00014383024,0.040587],"genre_scores_gemma":[0.98616064,0.00016424044,0.0054146657,0.00026167624,0.0005703517,0.000018456813,0.0000055605606,0.0000436822,0.0073607313],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998529,0.000014839577,0.00032659687,0.0004019237,0.00037374638,0.00035386233],"domain_scores_gemma":[0.9985014,0.0005380847,0.000047172583,0.0007996644,0.000051965697,0.000061706334],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00047700453,0.00026953328,0.0003026949,0.00013216404,0.00019512523,0.00022109874,0.0009528174,0.00017733952,0.000028143184],"category_scores_gemma":[0.000055011948,0.00018333065,0.00007648757,0.00017474059,0.00028658504,0.00006126038,0.00019368998,0.00043775138,0.000033182852],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000042647744,0.000012631112,0.00034373114,0.0004511693,0.00005445207,0.000014974847,0.0006692505,0.22996983,0.000090275884,0.0062198867,0.0008544557,0.7613151],"study_design_scores_gemma":[0.00012699969,0.000022436916,0.00023361412,0.00060707855,0.000010676475,0.0000108221575,2.4232693e-7,0.92681223,0.00037998217,0.055908624,0.015501776,0.00038554435],"about_ca_topic_score_codex":0.000013986319,"about_ca_topic_score_gemma":0.00010376704,"teacher_disagreement_score":0.98596925,"about_ca_system_score_codex":0.00020667822,"about_ca_system_score_gemma":0.00011265854,"threshold_uncertainty_score":0.7476007},"labels":[],"label_agreement":null},{"id":"W4411321179","doi":"10.4271/2025-01-0213","title":"CFD Study of Lubrication Pump Starvation Due to Oil Pan Sloshing","year":2025,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Innovation, Science and Economic Development Canada","funders":"","keywords":"Slosh dynamics; Lubrication; Computational fluid dynamics; Starvation; Marine engineering; Petroleum engineering; Mechanics; Environmental science; Materials science; Engineering; Mechanical engineering; Physics; Biology","score_opus":0.012178412412151828,"score_gpt":0.24503093643223897,"score_spread":0.23285252402008713,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411321179","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91928154,0.0001641258,0.000035957317,0.0014953163,0.00045495026,0.0011786526,0.000025009811,0.0024694877,0.07489495],"genre_scores_gemma":[0.99707544,0.0000808707,0.00093719934,0.0005296434,0.00009478253,0.000593345,0.000029178314,0.000091032496,0.00056848465],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9961784,0.00017062688,0.0014882294,0.0007487996,0.0008006688,0.00061330886],"domain_scores_gemma":[0.9975469,0.0005092556,0.00017292929,0.0014146075,0.00013583813,0.00022044608],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008213512,0.0005758537,0.0010151805,0.00039303035,0.00021733428,0.00008648115,0.0008836623,0.000511988,0.000117528],"category_scores_gemma":[0.000722272,0.0005341918,0.00021848784,0.0015012468,0.00016840939,0.00035085832,0.00023941422,0.00069875835,0.00009264532],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000097838085,0.00047928013,0.0004360692,0.0002730375,0.000112242415,0.000013998008,0.00036349567,0.0010909203,0.968751,0.0035635673,0.0030623993,0.021756114],"study_design_scores_gemma":[0.00065945886,0.00079977163,0.97679996,0.0005302371,0.00009623188,0.000016415004,0.0008943541,0.0000030745837,0.0002936749,0.0005655651,0.018820865,0.00052041165],"about_ca_topic_score_codex":0.00017472319,"about_ca_topic_score_gemma":0.044562187,"teacher_disagreement_score":0.9763639,"about_ca_system_score_codex":0.00036969013,"about_ca_system_score_gemma":0.00006318049,"threshold_uncertainty_score":0.999711},"labels":[],"label_agreement":null},{"id":"W4411396075","doi":"10.1016/j.eswa.2025.128622","title":"Multi-channel and multi-scale weight adaptive neural network for intelligent rotating speed extraction","year":2025,"lang":"en","type":"article","venue":"Expert Systems with Applications","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China; University of Pretoria; University of Manitoba","keywords":"Computer science; Artificial neural network; Extraction (chemistry); Scale (ratio); Artificial intelligence; Channel (broadcasting); Computer network; Chromatography","score_opus":0.025579763003291418,"score_gpt":0.27597259066508456,"score_spread":0.25039282766179316,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411396075","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.002059547,0.0037304112,0.99022543,0.00006130853,0.00050119765,0.002676978,0.000018430692,0.00029685782,0.00042980516],"genre_scores_gemma":[0.9448648,0.00006899667,0.04797749,0.000041524763,0.0004794001,0.005492657,0.00003554284,0.00005461898,0.0009849833],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989279,0.000032762924,0.00040078047,0.0002779299,0.00009478817,0.00026587275],"domain_scores_gemma":[0.99928325,0.00018896282,0.00008536305,0.00026860763,0.00008265617,0.00009112909],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015594206,0.00020769352,0.00027960242,0.00007073515,0.00024025145,0.00006119327,0.00010866264,0.00009632595,0.0000020366217],"category_scores_gemma":[0.000007238527,0.0001783153,0.000042598593,0.0002305267,0.00003271644,0.00009383194,0.00001572272,0.000101641075,0.000011774539],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000047958023,0.00014830417,0.0012179458,0.00072875974,0.00035086938,0.0000013952628,0.006222585,0.9653281,0.0036409774,0.0011238208,0.0066753672,0.014513897],"study_design_scores_gemma":[0.00047379796,0.000022999711,0.00024865425,0.00023063712,0.000019482994,0.000015626589,0.0023021954,0.9812375,0.000212779,0.000010864205,0.015034454,0.00019105285],"about_ca_topic_score_codex":0.00020076985,"about_ca_topic_score_gemma":0.00008939136,"teacher_disagreement_score":0.94280523,"about_ca_system_score_codex":0.00006869099,"about_ca_system_score_gemma":0.000016583264,"threshold_uncertainty_score":0.7271487},"labels":[],"label_agreement":null},{"id":"W4411606040","doi":"10.5220/0013557800003970","title":"Comparison of Experimental Shaft Power of a Centrifugal Pump: Wireless Strain Gauges, Load Cell Sensor, and Electrical Approaches","year":2025,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"Strain gauge; Electrical engineering; Strain (injury); Power (physics); Wireless; Electrical load; Materials science; Engineering; Physics; Voltage; Telecommunications","score_opus":0.02185993853026306,"score_gpt":0.25647783564488325,"score_spread":0.2346178971146202,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411606040","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9391816,0.002088424,0.005691752,0.000012773219,0.0000947269,0.000216467,0.000012147583,0.000061580424,0.05264048],"genre_scores_gemma":[0.99919844,0.000010653993,0.00043424754,0.000006162846,0.000009703655,0.0000065011286,0.000004208085,0.000011119584,0.00031894317],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99907583,0.000033258348,0.000399379,0.00013177146,0.00017628026,0.00018349115],"domain_scores_gemma":[0.9996621,0.000075620126,0.000043590026,0.00014713763,0.000018298537,0.0000532649],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000109215536,0.00013517965,0.00039650677,0.00006695961,0.000015932606,0.000010234262,0.00008924701,0.00009697945,0.00007178754],"category_scores_gemma":[0.000006430909,0.00012115596,0.000049664886,0.00014950841,0.000044943205,0.000031501975,0.00002310075,0.000092876115,0.000002977885],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000096531876,0.0011539569,0.045707498,0.0017008092,0.00039541032,0.0000065349054,0.014367783,0.00442096,0.9135898,0.008099337,0.005509584,0.0049518156],"study_design_scores_gemma":[0.0009776674,0.00010919725,0.0023658301,0.00009371468,0.000025354986,0.0000050902822,0.005505007,0.22103672,0.7690464,0.000017131393,0.0005967996,0.00022105091],"about_ca_topic_score_codex":0.000059352456,"about_ca_topic_score_gemma":0.00000423287,"teacher_disagreement_score":0.21661575,"about_ca_system_score_codex":0.0000440058,"about_ca_system_score_gemma":0.000029058221,"threshold_uncertainty_score":0.49405965},"labels":[],"label_agreement":null},{"id":"W4411826885","doi":"10.20855/ijav.2025.30.22097","title":"Computational Modal Analysis and Free Size Optimization of an Aircraft Hydraulic Pump Support Structure","year":2025,"lang":"en","type":"article","venue":"The International Journal of Acoustics and Vibration","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Modal; Modal analysis; Computer science; Computational fluid dynamics; Aerospace engineering; Engineering; Structural engineering; Materials science; Finite element method","score_opus":0.00423679025137411,"score_gpt":0.2237039893140379,"score_spread":0.2194671990626638,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411826885","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3829651,0.000045828023,0.61613476,0.00037663057,0.00025398118,0.000042280848,0.000032429674,0.000007015026,0.00014195454],"genre_scores_gemma":[0.9908495,0.000062514315,0.008816581,0.000110132285,0.000111284404,6.024106e-7,0.00002680249,0.0000056092736,0.000016950778],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99918014,0.000026819518,0.00040259623,0.00005811354,0.00028025007,0.00005207353],"domain_scores_gemma":[0.99928975,0.00017216311,0.0001629505,0.00007970141,0.00026249068,0.000032956785],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020694718,0.00007756703,0.00016489772,0.00018143523,0.000038014245,0.000072770454,0.0001860808,0.00004929083,0.000039165803],"category_scores_gemma":[0.00008295817,0.000058442238,0.000040559695,0.0001527878,0.000036691137,0.00019679853,0.000027272594,0.00008624034,9.188778e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019437466,0.000011487005,0.0005385228,0.000020167066,0.00050344935,0.0000016729078,0.00033435246,0.9942361,0.0025330428,0.00035255152,0.00014521102,0.0013039798],"study_design_scores_gemma":[0.00035457563,0.000041220686,0.013191769,0.000024777228,0.00022453729,0.00003267769,0.00013416553,0.9821744,0.00055193924,0.0031999687,0.000020514903,0.000049479426],"about_ca_topic_score_codex":0.000013165137,"about_ca_topic_score_gemma":0.000009965456,"teacher_disagreement_score":0.6078844,"about_ca_system_score_codex":0.000024130712,"about_ca_system_score_gemma":0.000041263622,"threshold_uncertainty_score":0.23832053},"labels":[],"label_agreement":null},{"id":"W4412479769","doi":"10.1016/j.precisioneng.2025.07.011","title":"High-precision electro-hydraulic position servo system for machine tools utilizing mathematical model identification and control techniques","year":2025,"lang":"en","type":"article","venue":"Precision Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"National Science and Technology Major Project; National Natural Science Foundation of China","keywords":"Identification (biology); Control engineering; Position (finance); Servomechanism; System identification; Computer science; Servo; Control theory (sociology); Machine tool; Control (management); Engineering; Mechanical engineering; Artificial intelligence; Data modeling","score_opus":0.009200715774907633,"score_gpt":0.23118156125027228,"score_spread":0.22198084547536465,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412479769","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.032098725,0.000697919,0.9638879,0.00007514745,0.0002971911,0.0011459877,0.000038845046,0.001105418,0.00065288815],"genre_scores_gemma":[0.9788084,0.000064268716,0.02042589,0.000019568068,0.00006842915,0.00045112398,0.000034943383,0.000059047103,0.00006831586],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983656,0.00002897826,0.000743933,0.00031329982,0.0002294673,0.00031875868],"domain_scores_gemma":[0.9988432,0.00055117306,0.000067809175,0.000367392,0.00008389835,0.00008652291],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007466559,0.0002876588,0.0004680918,0.00030024207,0.00010277763,0.00016820533,0.00019833999,0.00020168016,0.0000040734712],"category_scores_gemma":[0.00019269611,0.0002778925,0.00009321919,0.00023214669,0.000009845263,0.00036511503,0.00003708489,0.00017066841,0.000009265826],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004389942,0.000024893692,0.000010732961,0.0022195936,0.00010696262,0.0000015786725,0.00017290794,0.6075069,0.32989782,0.011675891,0.0003059657,0.048032902],"study_design_scores_gemma":[0.00044205433,0.000022211949,0.00007258496,0.0009113821,0.00005965822,0.000017819946,0.00002685533,0.9292026,0.06752357,0.0012367953,0.00026588232,0.00021859372],"about_ca_topic_score_codex":0.00000445298,"about_ca_topic_score_gemma":5.3337794e-7,"teacher_disagreement_score":0.9467097,"about_ca_system_score_codex":0.00019966833,"about_ca_system_score_gemma":0.000013501133,"threshold_uncertainty_score":0.99996734},"labels":[],"label_agreement":null},{"id":"W4412644257","doi":"10.1016/j.ijnonlinmec.2025.105218","title":"Generative design and optimization of a dry friction damper in helicopter tail-rotor drivelines: Simulation and experimental validation","year":2025,"lang":"en","type":"article","venue":"International Journal of Non-Linear Mechanics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Science Foundation of Hunan Province; National Natural Science Foundation of China","keywords":"Damper; Rotor (electric); Structural engineering; Helicopter rotor; Computer science; Engineering; Mechanical engineering","score_opus":0.020107347390672683,"score_gpt":0.29506789585787985,"score_spread":0.2749605484672072,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412644257","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20282738,0.00017706523,0.79619944,0.00004120414,0.0005649621,0.00015081547,0.0000027239064,0.0000069670987,0.000029464023],"genre_scores_gemma":[0.96130204,0.00011950727,0.03839048,0.000031987744,0.0001194866,0.000006626075,0.0000066790662,0.000009954744,0.000013239698],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99912703,0.00004988554,0.0004907823,0.000076931945,0.00019770689,0.000057660985],"domain_scores_gemma":[0.99943316,0.00010145411,0.00015517251,0.000044515302,0.00024268085,0.00002303344],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002964002,0.00009235131,0.00016431107,0.00027836638,0.000017026385,0.000026511945,0.000072929324,0.0000719268,0.000013877126],"category_scores_gemma":[0.000058122503,0.00008786325,0.000027990867,0.00009455906,0.000008146803,0.00024284342,0.000019552117,0.000081530874,5.8361513e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000048972975,0.000028375596,0.00016893898,0.000020785936,0.00006390399,0.0000021860703,0.0008253216,0.97995204,0.018001605,0.0000729489,0.000018194836,0.0007967386],"study_design_scores_gemma":[0.00078366906,0.000060381913,0.00006501816,0.00018857395,0.0000122755355,0.0000068991335,0.0002775907,0.9628879,0.035478268,0.0001103359,0.00006724977,0.0000618742],"about_ca_topic_score_codex":0.000007635386,"about_ca_topic_score_gemma":8.353122e-7,"teacher_disagreement_score":0.75847465,"about_ca_system_score_codex":0.00008730024,"about_ca_system_score_gemma":0.000028457662,"threshold_uncertainty_score":0.35829592},"labels":[],"label_agreement":null},{"id":"W4413053695","doi":"10.1016/j.robot.2025.105140","title":"Learning-aided state estimation for robotic rollators with experimental validation","year":2025,"lang":"en","type":"article","venue":"Robotics and Autonomous Systems","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta; University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Artificial intelligence; State (computer science); Machine learning; Estimation; Human–computer interaction; Systems engineering; Algorithm","score_opus":0.007287868924303226,"score_gpt":0.22048254005196327,"score_spread":0.21319467112766005,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413053695","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12456955,0.0009338716,0.8707132,0.000041232834,0.0008610805,0.0009345443,0.0000030045114,0.0003314221,0.0016121116],"genre_scores_gemma":[0.99713576,0.0000107604355,0.0013914023,0.000006077171,0.00003469883,0.000110043744,0.000026088252,0.0000312794,0.0012538959],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991562,0.000031549742,0.00033648114,0.00017017948,0.000098311284,0.00020728656],"domain_scores_gemma":[0.9996193,0.00008560202,0.000068985784,0.00013026976,0.000038342656,0.00005751266],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017214083,0.00017485293,0.0002970182,0.000097744625,0.00013205118,0.0001549517,0.000058791054,0.00006588628,0.0000016453098],"category_scores_gemma":[0.000011817268,0.00015382699,0.000030681884,0.00011500462,0.000019702591,0.000094309085,0.000011058832,0.000069375725,0.0000067730944],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006745076,0.0000106775815,0.00035556627,0.00038999572,0.00007104473,7.395945e-7,0.0005201332,0.9965873,0.00036854198,0.0010354497,0.00011767786,0.0005361797],"study_design_scores_gemma":[0.0005061101,0.00010752047,0.00013381825,0.00022285224,0.000032203247,0.000010552188,0.00044946454,0.99660206,0.0012136289,0.000047065794,0.0004985029,0.00017622249],"about_ca_topic_score_codex":0.000042395004,"about_ca_topic_score_gemma":0.0000028423217,"teacher_disagreement_score":0.8725662,"about_ca_system_score_codex":0.00010395547,"about_ca_system_score_gemma":0.00003376896,"threshold_uncertainty_score":0.6272883},"labels":[],"label_agreement":null},{"id":"W4413271194","doi":"10.1177/09544062251350562","title":"An adaptive backstepping robust control method of water hydraulic high-speed on/off valve considering nonlinear hydrodynamic force","year":2025,"lang":"en","type":"article","venue":"Proceedings of the Institution of Mechanical Engineers Part C Journal of Mechanical Engineering Science","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"National Natural Science Foundation of China","keywords":"Control theory (sociology); Nonlinear system; Robustness (evolution); PID controller; Sliding mode control; Control engineering; Engineering; Hydraulic machinery; Computer science; Control (management); Mechanical engineering; Temperature control; Artificial intelligence","score_opus":0.011482974880865405,"score_gpt":0.2326530190117425,"score_spread":0.2211700441308771,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413271194","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30364677,0.000115740375,0.69324225,0.0001542888,0.0020491616,0.00042126607,0.00001464136,0.00009210853,0.00026375352],"genre_scores_gemma":[0.9719676,0.000034683406,0.027806962,0.00003765319,0.00010636754,0.0000064359756,5.894819e-7,0.000031174914,0.000008562574],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99634683,0.00002904475,0.0016881387,0.00032690133,0.0010695329,0.0005395249],"domain_scores_gemma":[0.997887,0.00035355947,0.0004753497,0.0003104314,0.00072075025,0.0002529019],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0032872045,0.00038374975,0.0010498201,0.0005909282,0.00010563393,0.000037421796,0.0013112806,0.0002331629,0.000009642978],"category_scores_gemma":[0.001358011,0.0002753921,0.00041648143,0.001016383,0.00021300538,0.00060444686,0.00011790778,0.00068283494,0.000001482293],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000047889003,0.000048100563,0.0000011113668,0.00022859356,0.00012796937,9.005136e-7,0.00008319407,0.62238425,0.35146496,0.025317628,0.000008414101,0.00028698405],"study_design_scores_gemma":[0.00073448085,0.00027009865,0.000008580728,0.0012266531,0.00010625878,0.000043377542,0.000106854735,0.6314196,0.36550033,0.00035514543,0.00006288333,0.00016575426],"about_ca_topic_score_codex":0.000008897184,"about_ca_topic_score_gemma":5.1099795e-7,"teacher_disagreement_score":0.6683208,"about_ca_system_score_codex":0.0002557655,"about_ca_system_score_gemma":0.00017060472,"threshold_uncertainty_score":0.99996984},"labels":[],"label_agreement":null},{"id":"W4413291675","doi":"10.2316/j.2025.203-0595","title":"A REAL-TIME MONITORING SYSTEM FOR GEARvWEAR EVALUATION OF WIND TURBINE, 1-10.","year":2025,"lang":"en","type":"article","venue":"International Journal of Power and Energy Systems","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Turbine; Environmental science; Marine engineering; Real-time computing; Automotive engineering; Electrical engineering; Computer science; Engineering; Aerospace engineering","score_opus":0.011256307891946607,"score_gpt":0.2621047562129546,"score_spread":0.250848448321008,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413291675","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8664458,0.0067310636,0.024508398,0.00009819799,0.022880174,0.000308365,0.000052535226,0.000095113,0.078880355],"genre_scores_gemma":[0.99844164,0.00006706123,0.00009021502,0.0000015196005,0.0004419357,0.000009619615,0.0000030761462,0.000013508627,0.00093142065],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99855876,0.00006526771,0.00067693385,0.00007576015,0.00052386866,0.000099393576],"domain_scores_gemma":[0.998644,0.00013089666,0.00021848112,0.00008970215,0.00086942426,0.000047529094],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009605488,0.00010655086,0.00029646532,0.000249035,0.00002139357,0.00005208754,0.00018168488,0.000074484,0.000013394764],"category_scores_gemma":[0.00005564562,0.0000919462,0.000093374256,0.00007394972,0.000013667023,0.00012256442,0.0000139585045,0.00004450311,0.000001964972],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00035643866,0.00012324098,0.003141324,0.0018540551,0.0056923362,0.0000334452,0.0034156565,0.8532607,0.085495576,0.011852194,0.015500254,0.019274758],"study_design_scores_gemma":[0.0055488115,0.00027365747,0.004425879,0.008617018,0.00047628398,0.00054902607,0.003764049,0.923529,0.010237229,0.00021598073,0.04188398,0.00047905368],"about_ca_topic_score_codex":0.0001052399,"about_ca_topic_score_gemma":7.5964977e-7,"teacher_disagreement_score":0.13199584,"about_ca_system_score_codex":0.00017945026,"about_ca_system_score_gemma":0.000065341184,"threshold_uncertainty_score":0.37494573},"labels":[],"label_agreement":null},{"id":"W4413335362","doi":"10.1002/cjce.70068","title":"Numerical simulation for influence of rear wear ring and balance hole on performance of the canned motor pump","year":2025,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Balance (ability); Ring (chemistry); Automotive engineering; Mechanics; Materials science; Mechanical engineering; Engineering; Physics; Chemistry; Psychology; Neuroscience","score_opus":0.004780692700334656,"score_gpt":0.18673310863426038,"score_spread":0.18195241593392572,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413335362","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9985245,0.00013677117,0.000929238,0.00008903931,0.00012803468,0.00010504726,0.0000045893626,0.000005271011,0.00007749257],"genre_scores_gemma":[0.9998351,0.0000028578158,0.000085513944,0.000016196476,0.000038776256,0.0000027489198,1.5647245e-7,0.000009128567,0.000009565835],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99945617,0.000006374371,0.00027975335,0.0000389404,0.0000910851,0.00012765807],"domain_scores_gemma":[0.99952066,0.000175902,0.000065788874,0.000111655536,0.000050873143,0.00007510689],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017470289,0.00007295762,0.00016998823,0.000057150908,0.0000267547,0.000008214512,0.00016955398,0.00004570185,0.0000011811959],"category_scores_gemma":[0.00020901396,0.00005010746,0.000046617548,0.00012586579,0.000031407704,0.000043070064,0.0000054703482,0.00014807069,1.501474e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000098998,9.811691e-7,0.0005197253,0.00020017131,0.000024273384,2.1033686e-7,0.00021118355,0.9589258,0.03985849,0.00007054184,0.0000092690725,0.00016945168],"study_design_scores_gemma":[0.00024166789,0.000021444821,0.0028608108,0.00060773036,0.0000137148045,0.0000046011,0.000008649555,0.92390305,0.072082795,0.000012659617,0.0001922424,0.000050657767],"about_ca_topic_score_codex":0.0001796659,"about_ca_topic_score_gemma":0.000009181306,"teacher_disagreement_score":0.035022773,"about_ca_system_score_codex":0.00007526876,"about_ca_system_score_gemma":0.00007225237,"threshold_uncertainty_score":0.20433229},"labels":[],"label_agreement":null},{"id":"W4413363263","doi":"10.1002/prs.70012","title":"Experimental evaluation of restricted lift effects on pressure relief valve stability and system dynamics","year":2025,"lang":"en","type":"article","venue":"Process Safety Progress","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Smiths Detection (Canada)","funders":"","keywords":"Relief valve; Lift (data mining); Control theory (sociology); Dynamics (music); Engineering; Mechanics; Computer science; Mechanical engineering; Physics; Artificial intelligence","score_opus":0.009466558129689676,"score_gpt":0.2673757355435096,"score_spread":0.2579091774138199,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413363263","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96823454,0.014275271,0.0019383034,0.000060958027,0.00065257313,0.0025300637,0.000039275325,0.00047674775,0.011792258],"genre_scores_gemma":[0.99945545,0.00000876701,0.00009230647,0.0000048335432,0.00003087634,0.00035738785,0.000020387273,0.000020746691,0.000009233707],"study_design_codex":"systematic_review","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984883,0.00017538836,0.00041854917,0.00025404635,0.00047650686,0.00018719537],"domain_scores_gemma":[0.999195,0.000167121,0.0000897542,0.0002919782,0.00020054098,0.000055602224],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00059715164,0.00019058949,0.00034024508,0.00008709202,0.00006817592,0.000025208956,0.00014249078,0.00013513038,0.0000051661455],"category_scores_gemma":[0.00009958932,0.00017315154,0.000051648858,0.00029514878,0.000053528798,0.00008886368,0.000031079075,0.0001224636,0.0000018669213],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0020308609,0.0022570423,0.16345005,0.27233705,0.004484726,0.000013809506,0.028849212,0.2514274,0.0062349443,0.021524744,0.00096340454,0.24642673],"study_design_scores_gemma":[0.001369435,0.0001386859,0.011642169,0.0021374798,0.00023289115,0.000004123336,0.001171603,0.9454641,0.037434194,0.00007702738,0.0001029088,0.00022542731],"about_ca_topic_score_codex":0.000010007804,"about_ca_topic_score_gemma":0.0000022851211,"teacher_disagreement_score":0.6940366,"about_ca_system_score_codex":0.00018643183,"about_ca_system_score_gemma":0.00006511083,"threshold_uncertainty_score":0.7060915},"labels":[],"label_agreement":null},{"id":"W4413409247","doi":"10.1007/s40997-025-00914-x","title":"Research on Energy-Saving Characteristic Analysis, Optimization, and Performance Evaluation of a Dual-Mode Pneumatic Actuator System","year":2025,"lang":"en","type":"article","venue":"Iranian Journal of Science and Technology Transactions of Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"MD Precision (Canada)","funders":"National Natural Science Foundation of China","keywords":"Dual mode; Dual (grammatical number); Actuator; Mode (computer interface); Energy (signal processing); Control theory (sociology); Control engineering; Computer science; Automotive engineering; Engineering; Aerospace engineering; Control (management); Mathematics; Artificial intelligence","score_opus":0.016129332548879566,"score_gpt":0.2744672864370343,"score_spread":0.2583379538881547,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413409247","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.56113607,0.00019344909,0.43835685,0.00004643164,0.00013062092,0.00006633871,0.0000023582554,0.00002728741,0.000040613668],"genre_scores_gemma":[0.9974858,0.00015869807,0.002330315,0.0000011160307,0.0000070923866,0.000008247339,1.7093795e-7,0.000006622604,0.000001926812],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99855,0.00003113258,0.0005547161,0.000121391786,0.0005727308,0.00017004741],"domain_scores_gemma":[0.9988787,0.00013154355,0.0001034637,0.00016756341,0.00065823505,0.000060468145],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024752726,0.000096479234,0.00035221424,0.0023688667,0.000110331544,0.000018558569,0.00018908238,0.000107632375,0.0000054210996],"category_scores_gemma":[0.00014794801,0.00008698374,0.000038317434,0.0028621776,0.00020095675,0.0001932839,0.000009206394,0.00023908158,1.3138332e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007687262,0.000020194972,0.000033909295,0.00038048698,0.00020971762,0.0000012001268,0.0001641904,0.9328949,0.045507196,0.0022171193,5.884038e-7,0.018562807],"study_design_scores_gemma":[0.00024797246,0.00012888512,0.00035078678,0.0007656669,0.00022598388,0.000041047813,0.00059902784,0.9824073,0.0151402,0.000030242065,0.0000025848478,0.000060357124],"about_ca_topic_score_codex":0.0000038149333,"about_ca_topic_score_gemma":0.0000015268455,"teacher_disagreement_score":0.43634978,"about_ca_system_score_codex":0.00011601142,"about_ca_system_score_gemma":0.00011363309,"threshold_uncertainty_score":0.3547094},"labels":[],"label_agreement":null},{"id":"W4414247148","doi":"10.3390/machines13090854","title":"Semi-Active Control of a Two-Phase Fluid Strut Suspension via Deep Reinforcement Learning","year":2025,"lang":"en","type":"article","venue":"Machines","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Control theory (sociology); Suspension (topology); Solenoid valve; Sprung mass; Acceleration; Nonlinear system; Control valves; Vibration; Optimal control; Vibration control","score_opus":0.0058420226758580576,"score_gpt":0.251129639064253,"score_spread":0.24528761638839494,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414247148","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38369754,0.00053325685,0.5901545,0.00004081756,0.0005653693,0.00037540065,0.000002972309,0.00020449981,0.024425615],"genre_scores_gemma":[0.999376,0.000009666544,0.000050270606,0.00003206444,0.000050077066,0.000020119734,0.000014158783,0.000014615846,0.0004330458],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99926364,0.00004448719,0.0003122697,0.000102962855,0.000120536904,0.00015610078],"domain_scores_gemma":[0.99960345,0.00011143833,0.00005034312,0.00015829735,0.000038049446,0.000038414004],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001300248,0.00013740358,0.0002798592,0.000091726346,0.000050000544,0.000012096421,0.00007847434,0.000045390017,0.00014460208],"category_scores_gemma":[0.00004780325,0.0001198019,0.000059679554,0.00013076639,0.00001704998,0.000052389645,0.000020781183,0.000109834444,0.00001915884],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000057016423,0.000015377364,0.0011527995,0.00024423873,0.00017501661,0.0000052990836,0.0009237741,0.8791889,0.08360831,0.0004211882,0.0001624695,0.034045607],"study_design_scores_gemma":[0.0018853153,0.00006147476,0.00017141116,0.000107453445,0.000032929474,0.0000038071319,0.00009533591,0.98801565,0.008329749,0.00010194514,0.0010885576,0.00010638799],"about_ca_topic_score_codex":0.00020081192,"about_ca_topic_score_gemma":0.000030305067,"teacher_disagreement_score":0.6156784,"about_ca_system_score_codex":0.000039440074,"about_ca_system_score_gemma":0.000010405952,"threshold_uncertainty_score":0.48853797},"labels":[],"label_agreement":null},{"id":"W4414569025","doi":"10.1016/j.petsci.2025.09.037","title":"Optimal fit clearance of control valve considering energy consumption based on loosely coupled fluid-solid interaction","year":2025,"lang":"en","type":"article","venue":"Petroleum Science","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"China Scholarship Council","keywords":"Energy consumption; Energy (signal processing); Control theory (sociology); Limit (mathematics); Control valves; Distributor; Control (management); Optimal control","score_opus":0.013512081720863081,"score_gpt":0.25807727524266894,"score_spread":0.24456519352180586,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414569025","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.71975446,0.00019607933,0.27160367,0.000081197635,0.0011936479,0.00011146838,0.000008025055,0.00018361077,0.006867861],"genre_scores_gemma":[0.99937433,0.000020339243,0.00032679804,0.0001465358,0.000029262124,0.000025812302,0.0000012416401,0.000010821104,0.00006487499],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987053,0.0000347373,0.00037721804,0.00025033602,0.00034654138,0.00028581475],"domain_scores_gemma":[0.99920195,0.00026643317,0.00008333889,0.00029126956,0.000084618376,0.000072409974],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00047994673,0.00015004484,0.0002799784,0.00029205956,0.000106247964,0.000058958245,0.00024319392,0.000053645388,0.000065680164],"category_scores_gemma":[0.00012994942,0.00015025886,0.000082777646,0.0003274817,0.00021047764,0.00019644649,0.000017462988,0.000109718625,0.000029870695],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038005957,0.000021233103,0.0007386117,0.000091864014,0.000019132069,0.0000015524523,0.000060361326,0.9488903,0.04868633,0.00031094844,0.00008717342,0.0010544668],"study_design_scores_gemma":[0.00065734325,0.000049881637,0.0039186175,0.00031512187,0.00001565288,0.000004472076,0.000041242885,0.9788097,0.01565652,0.000009957504,0.00039947685,0.00012202176],"about_ca_topic_score_codex":0.000058692407,"about_ca_topic_score_gemma":0.00000963559,"teacher_disagreement_score":0.27961987,"about_ca_system_score_codex":0.00014664202,"about_ca_system_score_gemma":0.00009602123,"threshold_uncertainty_score":0.61273783},"labels":[],"label_agreement":null},{"id":"W4414954837","doi":"10.1115/pvp2025-154680","title":"A Measurement-Based Approach to Reliability-Target-Design Of Pressure Vessels, Piping, Pumps, and Valves in New Types of Powerplants Where Failure Probabilities Based on Historical Records Do Not Exist","year":2025,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Intertek (Canada)","funders":"","keywords":"Component (thermodynamics); Reliability (semiconductor); Creep; Pressure vessel; Code (set theory); Unit testing; Failure mode and effects analysis; Fault tree analysis","score_opus":0.022164550447807522,"score_gpt":0.21723361161202587,"score_spread":0.19506906116421835,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414954837","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.023499835,0.0067488328,0.8793432,0.0021331713,0.0012543295,0.005485602,0.00006347867,0.0005905135,0.080881],"genre_scores_gemma":[0.9806763,0.00000883644,0.018423337,0.000036612048,0.000021409778,0.000058981215,0.000002766869,0.000022683591,0.0007490792],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99829674,0.00017101037,0.00059354736,0.00031516887,0.00039750995,0.00022603184],"domain_scores_gemma":[0.99909914,0.0002162867,0.00006592379,0.0004241145,0.00009877001,0.000095797914],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00088048715,0.00023111787,0.00056069257,0.0002207295,0.00002163455,0.000019892595,0.00019193138,0.00015783275,0.00002633275],"category_scores_gemma":[0.00033103357,0.00019800391,0.00006278323,0.00030194432,0.000029739163,0.000057194462,0.000018100403,0.00014364428,0.0000014895156],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00031549227,0.00043555663,0.012767638,0.010678257,0.00012555077,9.5139075e-7,0.0019039396,0.9418218,0.0024406225,0.0010180721,0.026771571,0.0017205429],"study_design_scores_gemma":[0.004361476,0.0009411245,0.008654724,0.007335882,0.00020231298,0.000002297063,0.0013241626,0.8920495,0.0139197,0.0013983627,0.068503246,0.0013072217],"about_ca_topic_score_codex":0.00088841125,"about_ca_topic_score_gemma":0.00011870476,"teacher_disagreement_score":0.95717645,"about_ca_system_score_codex":0.0002448234,"about_ca_system_score_gemma":0.00028897275,"threshold_uncertainty_score":0.8074365},"labels":[],"label_agreement":null},{"id":"W4415680313","doi":"10.3390/act14110525","title":"Application of Adaptive Discrete Feedforward Controller in Multi-Axial Real-Time Hybrid Simulation","year":2025,"lang":"en","type":"article","venue":"Actuators","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Natural Science Basic Research Program of Shaanxi Province; Fundamental Research Funds for the Central Universities; Natural Sciences and Engineering Research Council of Canada","keywords":"Feed forward; Control theory (sociology); Controller (irrigation); Actuator; Boundary (topology); Tracking (education); Adaptive control; Coupling (piping); Feedforward neural network","score_opus":0.008352612906769594,"score_gpt":0.24739427025563324,"score_spread":0.23904165734886365,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415680313","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.29094207,0.000038388436,0.7047979,0.00001571204,0.00011284827,0.00046641377,0.00001238769,0.00010559397,0.0035086866],"genre_scores_gemma":[0.99923646,0.000007986629,0.0005512432,0.000008073613,0.000022275357,0.000045678233,0.00001228084,0.000013765797,0.000102250626],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99931675,0.000028706425,0.00032399,0.000112199705,0.00009477843,0.00012356899],"domain_scores_gemma":[0.99957186,0.00017558105,0.000054273896,0.00014461542,0.000026165322,0.000027528884],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014033652,0.00010531561,0.00024552742,0.00011402472,0.000016461228,0.000006404511,0.000080939746,0.000057604735,0.0000132411815],"category_scores_gemma":[0.000036676458,0.00009971405,0.00004789594,0.00015368752,0.000017829296,0.00006945471,0.000011611161,0.000058952315,0.00004776349],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000055165383,0.000031923562,0.0032696705,0.000102364764,0.000096196854,9.47121e-7,0.0009724472,0.9522661,0.0076547274,0.0005196054,0.00023327614,0.034797564],"study_design_scores_gemma":[0.0007086964,0.000011157251,0.004401666,0.000049546947,0.000013301674,1.9250129e-7,0.00006902179,0.9928391,0.0013131018,0.00013368492,0.00037457718,0.000085982516],"about_ca_topic_score_codex":0.000203721,"about_ca_topic_score_gemma":0.000012859043,"teacher_disagreement_score":0.7082944,"about_ca_system_score_codex":0.00007341799,"about_ca_system_score_gemma":0.000014908473,"threshold_uncertainty_score":0.40662208},"labels":[],"label_agreement":null},{"id":"W4416367361","doi":"10.1109/iceiom65271.2025.11239687","title":"Spectral Domain Dynamic Pressure Model and Wear Simulation of Axial Piston Pumps","year":2025,"lang":"","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"MD Precision (Canada)","funders":"National Natural Science Foundation of China","keywords":"Piston (optics); Frequency domain; Nonlinear system; Fourier transform; Piston pump; Fault (geology); Time domain; Work (physics); Control theory (sociology)","score_opus":0.006553591531359528,"score_gpt":0.23628081247561486,"score_spread":0.22972722094425532,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416367361","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.36477616,0.0012701881,0.5684064,0.00010566082,0.0004138607,0.0005355082,0.000033201224,0.00008870183,0.06437029],"genre_scores_gemma":[0.99228317,0.000080120255,0.0012023363,0.000013984989,0.00004469684,0.0000062299314,0.000006661834,0.000025107001,0.006337691],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99855417,0.000059715883,0.00063522434,0.00026305372,0.00020957235,0.00027828486],"domain_scores_gemma":[0.9993593,0.00013899988,0.00008079306,0.00031412186,0.00003132973,0.000075439304],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002759607,0.0002497432,0.00045698418,0.00015552096,0.00006618268,0.000040766427,0.0001258264,0.00024111512,0.00018013547],"category_scores_gemma":[0.000023919796,0.00025299,0.000089232766,0.00017149758,0.00006570187,0.00013100741,0.00003442498,0.00016525274,0.000012259092],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002906896,0.000029097988,0.00021335526,0.0014308704,0.00018626708,8.600863e-7,0.0019704138,0.986717,0.004234579,0.0040666885,0.00008249303,0.0010393388],"study_design_scores_gemma":[0.0007013018,0.000034531924,0.0007119261,0.00028249415,0.000098925586,0.0000018068044,0.00027079874,0.9937953,0.00033833578,0.0031323591,0.00042834977,0.00020390484],"about_ca_topic_score_codex":0.0001346052,"about_ca_topic_score_gemma":0.00005525411,"teacher_disagreement_score":0.62750703,"about_ca_system_score_codex":0.00006408666,"about_ca_system_score_gemma":0.00006056357,"threshold_uncertainty_score":0.99999225},"labels":[],"label_agreement":null},{"id":"W4416393914","doi":"10.1016/j.ifacol.2025.11.022","title":"Adaptive Fuzzy Logic Based Control of Electro-Hydraulic Systems","year":2025,"lang":"en","type":"article","venue":"IFAC-PapersOnLine","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Türkiye Bilimsel ve Teknolojik Araştırma Kurumu","keywords":"Control theory (sociology); Fuzzy logic; Fuzzy control system; Adaptive control; Compensation (psychology); Control system; Lyapunov function","score_opus":0.009023397567627735,"score_gpt":0.21717986155645344,"score_spread":0.2081564639888257,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416393914","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07187582,0.021744784,0.6941408,0.0015952007,0.0037635143,0.0029082191,0.00039495074,0.001669308,0.20190743],"genre_scores_gemma":[0.9949424,0.00003642342,0.0037839345,0.0003198173,0.0001527683,0.00007169608,0.000026406617,0.000034933128,0.00063162047],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99843264,0.00009534257,0.000575278,0.00024337832,0.00025071966,0.00040264463],"domain_scores_gemma":[0.9990661,0.00027059537,0.000096542164,0.0003820361,0.00009229423,0.000092440976],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00027333942,0.00029292496,0.0006572397,0.00018488514,0.000051532657,0.000023678529,0.00025859012,0.00018598691,0.00005433696],"category_scores_gemma":[0.00006320298,0.0002573317,0.00015454314,0.0004165215,0.000053537628,0.0000623173,0.000009839037,0.0002092416,0.00006468573],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019805349,0.00026788237,0.0016884246,0.002289674,0.0012526566,0.000049566544,0.0006993084,0.8916829,0.082484424,0.009359435,0.0006391091,0.009388555],"study_design_scores_gemma":[0.001946068,0.00016596804,0.0005287039,0.00045003486,0.000116154144,0.000009537287,0.00039659848,0.9903706,0.0021464007,0.00011565456,0.0034072972,0.0003470183],"about_ca_topic_score_codex":0.00014653303,"about_ca_topic_score_gemma":0.000016665077,"teacher_disagreement_score":0.92306656,"about_ca_system_score_codex":0.0001173802,"about_ca_system_score_gemma":0.00008336947,"threshold_uncertainty_score":0.9999879},"labels":[],"label_agreement":null},{"id":"W4416922211","doi":"10.1109/access.2025.3639515","title":"A Machine Learning Model of Electro-Hydrostatic Actuators With the Low-Data Limit and Its Application to Fault Detection","year":2025,"lang":"","type":"article","venue":"IEEE Access","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Actuator; Nonlinear system; Fault detection and isolation; Bayesian optimization; Bayesian probability; Limit (mathematics); Uncertainty quantification; Leakage (economics)","score_opus":0.01815419043392995,"score_gpt":0.2667492838902515,"score_spread":0.24859509345632153,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416922211","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40180725,0.000516273,0.59619135,0.00022579345,0.00009515967,0.00079102925,0.000021370479,0.000050890372,0.00030087194],"genre_scores_gemma":[0.99908644,0.00026182254,0.00010467908,0.00010039125,0.00005126137,0.00013876765,0.000014190935,0.000041711814,0.00020076035],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984268,0.000091181486,0.000464338,0.00042720334,0.00027305324,0.0003174502],"domain_scores_gemma":[0.9986941,0.00024868504,0.00018585441,0.0006833737,0.00009757423,0.000090379945],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046068412,0.00028239022,0.000384879,0.00018283732,0.0002064815,0.00014798468,0.00078446255,0.00011900893,0.000005147339],"category_scores_gemma":[0.000089153065,0.00021317226,0.000030168712,0.00082803017,0.000031104933,0.00041001843,0.00015294907,0.00035490666,0.000010284696],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000071358074,0.000028210889,0.00026145065,0.0010552513,0.00019643967,4.7397796e-7,0.0017175268,0.8998182,0.034274,0.00006575389,0.000063874024,0.062447507],"study_design_scores_gemma":[0.00035423695,0.00007361742,0.000121965764,0.00032008725,0.00014862049,0.0000043225346,0.000111317946,0.96265197,0.035561763,0.000080879625,0.0003705082,0.00020074341],"about_ca_topic_score_codex":0.00035517648,"about_ca_topic_score_gemma":0.00033879833,"teacher_disagreement_score":0.59727913,"about_ca_system_score_codex":0.00008384956,"about_ca_system_score_gemma":0.00007735762,"threshold_uncertainty_score":0.86929125},"labels":[],"label_agreement":null},{"id":"W4417483664","doi":"10.1177/16878132251401630","title":"Optimal energy-saving controller design for an electro-hydrostatic actuator integrated into a wheel loader","year":2025,"lang":"en","type":"article","venue":"Advances in Mechanical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"MD Precision (Canada)","funders":"","keywords":"Loader; Robustness (evolution); Energy consumption; Actuator; Control theory (sociology); PID controller; Controller (irrigation); Efficient energy use; Energy (signal processing)","score_opus":0.006855311758324322,"score_gpt":0.241443521990025,"score_spread":0.23458821023170068,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4417483664","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0061465055,0.0023354343,0.989944,0.00002306479,0.00057993096,0.00044100865,0.0000035093203,0.0004055502,0.00012099531],"genre_scores_gemma":[0.91773725,0.00017992803,0.081329174,0.000071528564,0.00006964291,0.00049564085,0.0000106119005,0.00006206468,0.000044187913],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99843776,0.000043618475,0.0005475487,0.0003107156,0.00014245731,0.0005178795],"domain_scores_gemma":[0.9990128,0.000575718,0.00003599447,0.0002218541,0.00004124645,0.000112337526],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00038773302,0.00031738856,0.0005123655,0.00022371103,0.000046524987,0.00004957177,0.0002756518,0.00016416716,0.000010528952],"category_scores_gemma":[0.0002854836,0.00030628353,0.000082673876,0.00041720195,0.000015581787,0.00039442754,0.000022792132,0.0002453336,0.0000033577794],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000041528663,0.00002259908,0.0000014910506,0.00021479109,0.00005420951,0.000002876531,0.00016279607,0.92534417,0.05359091,0.007822785,0.00006623177,0.012675642],"study_design_scores_gemma":[0.0009830028,0.000110863446,0.0000016418986,0.00031941463,0.000021289728,0.0000036781482,0.000107975335,0.97275126,0.015581635,0.0017751942,0.008041674,0.00030235416],"about_ca_topic_score_codex":0.000017418839,"about_ca_topic_score_gemma":0.000019822808,"teacher_disagreement_score":0.9115907,"about_ca_system_score_codex":0.00022469462,"about_ca_system_score_gemma":0.000036930112,"threshold_uncertainty_score":0.9999389},"labels":[],"label_agreement":null},{"id":"W563269211","doi":"","title":"Assessment of the impact of camshaft machining inputs on valve train sound quality using vibration analysis.","year":2002,"lang":"en","type":"article","venue":"Scholarship at UWindsor (University of Windsor)","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Camshaft; Vibration; Machining; Sound analysis; Sound (geography); Quality (philosophy); Engineering; Automotive engineering; Acoustics; Computer science; Mechanical engineering; Physics","score_opus":0.05123394246463748,"score_gpt":0.29535189748661894,"score_spread":0.24411795502198147,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W563269211","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.990319,0.000048787144,0.0055203955,0.000027760396,0.00009075992,0.00020138432,0.00009152161,0.000035938938,0.0036644323],"genre_scores_gemma":[0.9993085,0.0000050464996,0.00055108906,0.000009150208,0.000020860924,1.9379002e-7,0.000013322223,0.000017680779,0.00007412604],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99816424,0.00040907494,0.00042356437,0.00021960402,0.00054753025,0.00023599232],"domain_scores_gemma":[0.9986471,0.00018142995,0.00042175848,0.00056111027,0.00009239768,0.00009623686],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009748302,0.0002070062,0.0006023154,0.00034183572,0.00018282814,0.000016238291,0.0004295648,0.00017918224,0.00046466963],"category_scores_gemma":[0.00005955218,0.00019340221,0.0007869647,0.00094279525,0.000111280686,0.00033491082,0.00007713985,0.00031577246,0.000005902298],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000199698,0.000117553565,0.5694969,0.00018176065,0.0016774144,0.0000020446578,0.0058691567,0.3904606,0.031731956,0.00013210835,0.000026696558,0.0002837981],"study_design_scores_gemma":[0.00053939596,0.00006900074,0.8572238,0.000106923406,0.00032604078,0.0000026627824,0.0005659372,0.14020227,0.0007150896,0.00007022999,0.000004388606,0.00017424488],"about_ca_topic_score_codex":0.00049553264,"about_ca_topic_score_gemma":0.00019787693,"teacher_disagreement_score":0.28772688,"about_ca_system_score_codex":0.0002984585,"about_ca_system_score_gemma":0.000039368362,"threshold_uncertainty_score":0.7886714},"labels":[],"label_agreement":null},{"id":"W579451575","doi":"10.2495/1-85312-840-6/08","title":"Modeling of PEM fuel cell stacks with hydraulic network approach","year":2005,"lang":"en","type":"book-chapter","venue":"WIT transactions on state-of-the-art in science and engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Proton exchange membrane fuel cell; Fuel cells; Nuclear engineering; Environmental science; Materials science; Engineering; Chemical engineering","score_opus":0.01043006089082985,"score_gpt":0.17758915475299078,"score_spread":0.16715909386216093,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W579451575","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.017640604,0.0015591403,0.8507138,0.000026279333,0.0008279289,0.0009959288,0.000052780655,0.000109332825,0.1280742],"genre_scores_gemma":[0.9955919,0.00028323755,0.001616971,0.000006090066,0.00002518889,0.000017577468,8.5415684e-7,0.00005156858,0.0024066465],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982867,0.0000072732023,0.0005559418,0.00025129638,0.00058438483,0.0003143819],"domain_scores_gemma":[0.99925524,0.000048364414,0.00009240272,0.00044610037,0.00008563813,0.00007223308],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040005927,0.00028655765,0.00044277072,0.00023218423,0.00007192419,0.000018855502,0.00038071533,0.00010730656,0.000007676024],"category_scores_gemma":[0.0000036731142,0.00020653779,0.00009596152,0.00043272655,0.00019755292,0.00016053852,0.000010857899,0.00042148712,0.0000014762713],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004796538,0.000011112107,0.0000057100856,0.000629185,0.000021222982,3.6606104e-7,0.00085148646,0.9967038,0.00017085804,0.00011316658,0.000007139545,0.0014811662],"study_design_scores_gemma":[0.00020627475,0.000035310608,0.000018080025,0.0010004465,0.000035401237,0.000012841337,0.00005956052,0.9963011,0.0004879337,0.000069514346,0.0015308555,0.00024266574],"about_ca_topic_score_codex":0.000022617865,"about_ca_topic_score_gemma":0.00003243689,"teacher_disagreement_score":0.9779513,"about_ca_system_score_codex":0.000087946784,"about_ca_system_score_gemma":0.00009704712,"threshold_uncertainty_score":0.8422367},"labels":[],"label_agreement":null},{"id":"W587635663","doi":"10.1520/stp14475s","title":"Cold Starting and Pumpability Studies in Modern Engines — Results from the ASTM D02.07C Low Temperature Engine Performance Task Force Activities: Test Oil Selection and Rheological Analysis","year":2000,"lang":"en","type":"book-chapter","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Imperial Oil (Canada)","funders":"","keywords":"Selection (genetic algorithm); Rheology; Test (biology); Task (project management); Computer science; Environmental science; Engineering; Materials science; Artificial intelligence; Composite material; Biology; Botany; Systems engineering","score_opus":0.014034362438112001,"score_gpt":0.20937299767714973,"score_spread":0.19533863523903772,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W587635663","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9809675,0.0035788857,0.00017599938,0.000075924036,0.000105289066,0.00027111886,0.00022043013,0.00023444911,0.014370352],"genre_scores_gemma":[0.97417897,0.0041503906,0.00012051465,0.0000329403,0.00018788785,0.000026448646,0.000056705172,0.000037236576,0.021208907],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983208,0.00004015631,0.0006481321,0.0004791328,0.00022799568,0.00028373778],"domain_scores_gemma":[0.9979211,0.0015588773,0.00010188466,0.00030296345,0.000047424517,0.00006772467],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004659559,0.00047341236,0.00085702376,0.00014953733,0.00013570808,0.00007542842,0.000112303984,0.0003908304,0.000043577613],"category_scores_gemma":[0.00014002931,0.00031932327,0.00009012458,0.00015969205,0.00011547422,0.00016623037,0.00004788633,0.0005737754,0.000002411954],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003108343,0.00009802467,0.012024904,0.0023968448,0.0061366837,0.000030985837,0.032657724,0.8792492,0.0039713173,0.00028945986,0.0011543488,0.061679654],"study_design_scores_gemma":[0.0008246799,0.00011509048,0.0027833122,0.00095763215,0.0004976557,0.00001220469,0.0009012086,0.9911265,0.00047350943,0.00038990902,0.0010792798,0.00083905616],"about_ca_topic_score_codex":0.00012825006,"about_ca_topic_score_gemma":0.0010625351,"teacher_disagreement_score":0.11187725,"about_ca_system_score_codex":0.000112919595,"about_ca_system_score_gemma":0.000017834607,"threshold_uncertainty_score":0.9999259},"labels":[],"label_agreement":null},{"id":"W6920511744","doi":"10.60692/w94rr-xcz23","title":"An Investigation on Speed Control of a Spindle Cluster Driven by Hydraulic Motor: Application to Metal Cutting Machines","year":2019,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Control theory (sociology); PID controller; Hydraulic motor; Rotational speed; Hydraulic machinery; Inertia; Fuzzy logic; Controller (irrigation); Electronic speed control; Settling time","score_opus":0.011174268388151103,"score_gpt":0.1929540894250338,"score_spread":0.1817798210368827,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6920511744","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88271666,0.0000021767394,0.1129113,0.00002430678,0.00028503942,0.0012689193,0.00010744645,0.0002791945,0.0024049843],"genre_scores_gemma":[0.9993593,3.1818246e-8,0.00015949213,0.00018568266,0.00007256729,0.00009145924,0.000070166796,0.000023503986,0.000037758],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984846,0.00007020117,0.0007829891,0.00014035066,0.00032520993,0.00019661503],"domain_scores_gemma":[0.9990956,0.00001446201,0.00024913313,0.00042467305,0.000084582534,0.00013151576],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003467817,0.00020840604,0.00035241907,0.00024121236,0.000041739433,0.00007149981,0.00018611696,0.000116452145,0.000011917849],"category_scores_gemma":[0.000008541256,0.00018145634,0.00006414346,0.00019426554,0.000010307099,0.0005657969,0.000012391206,0.000078602636,0.0013676011],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000114447525,0.000008194811,0.26510113,0.0027308245,0.00022559716,3.264373e-7,0.1128633,0.6072862,0.008691565,0.00021204301,0.00038618577,0.0023801522],"study_design_scores_gemma":[0.0010371109,0.00011369916,0.0097079,0.00021254751,0.00002378853,0.000007735942,0.002106199,0.98277766,0.0035612176,7.0378996e-7,0.00021953386,0.00023192028],"about_ca_topic_score_codex":0.00003053252,"about_ca_topic_score_gemma":2.581583e-7,"teacher_disagreement_score":0.3754914,"about_ca_system_score_codex":0.00010480344,"about_ca_system_score_gemma":0.000010391249,"threshold_uncertainty_score":0.99941},"labels":[],"label_agreement":null},{"id":"W6939430545","doi":"10.60692/e8ayr-peq69","title":"An Investigation on Speed Control of a Spindle Cluster Driven by Hydraulic Motor: Application to Metal Cutting Machines","year":2019,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Control theory (sociology); PID controller; Hydraulic motor; Rotational speed; Hydraulic machinery; Inertia; Fuzzy logic; Controller (irrigation); Electronic speed control; Settling time","score_opus":0.011174268388151103,"score_gpt":0.1929540894250338,"score_spread":0.1817798210368827,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6939430545","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88271666,0.0000021767394,0.1129113,0.00002430678,0.00028503942,0.0012689193,0.00010744645,0.0002791945,0.0024049843],"genre_scores_gemma":[0.9993593,3.1818246e-8,0.00015949213,0.00018568266,0.00007256729,0.00009145924,0.000070166796,0.000023503986,0.000037758],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984846,0.00007020117,0.0007829891,0.00014035066,0.00032520993,0.00019661503],"domain_scores_gemma":[0.9990956,0.00001446201,0.00024913313,0.00042467305,0.000084582534,0.00013151576],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003467817,0.00020840604,0.00035241907,0.00024121236,0.000041739433,0.00007149981,0.00018611696,0.000116452145,0.000011917849],"category_scores_gemma":[0.000008541256,0.00018145634,0.00006414346,0.00019426554,0.000010307099,0.0005657969,0.000012391206,0.000078602636,0.0013676011],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000114447525,0.000008194811,0.26510113,0.0027308245,0.00022559716,3.264373e-7,0.1128633,0.6072862,0.008691565,0.00021204301,0.00038618577,0.0023801522],"study_design_scores_gemma":[0.0010371109,0.00011369916,0.0097079,0.00021254751,0.00002378853,0.000007735942,0.002106199,0.98277766,0.0035612176,7.0378996e-7,0.00021953386,0.00023192028],"about_ca_topic_score_codex":0.00003053252,"about_ca_topic_score_gemma":2.581583e-7,"teacher_disagreement_score":0.3754914,"about_ca_system_score_codex":0.00010480344,"about_ca_system_score_gemma":0.000010391249,"threshold_uncertainty_score":0.99941},"labels":[],"label_agreement":null},{"id":"W6980540816","doi":"","title":"CityEnergy Suite: A Holistic Approach to Modeling Occupant Behavior, Electric Vehicle Charging, and Demand Response in Urban Environments","year":2024,"lang":"en","type":"other","venue":"Spectrum Research Repository (Concordia University)","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Population; Mains electricity; Energy consumption; Bushmeat; Work (physics); Matching (statistics)","score_opus":0.03160586963241329,"score_gpt":0.2523455031094255,"score_spread":0.2207396334770122,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6980540816","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5766208,0.0032371448,0.0032134645,0.000027688791,0.0005051644,0.0013282014,0.00003081521,0.00041730702,0.41461942],"genre_scores_gemma":[0.78534335,0.00023763799,0.000018174522,0.0000027943483,0.0002005175,0.000023972028,0.0000067477804,0.00029401982,0.21387276],"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99703914,0.00050610927,0.000286091,0.0007498078,0.0005676307,0.0008511979],"domain_scores_gemma":[0.9988637,0.0001027386,0.000041822655,0.00056571653,0.00001164998,0.00041434588],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00071907067,0.00037970764,0.00051418674,0.0028416754,0.00011436123,0.00013656828,0.00046518852,0.00037935888,0.000025393489],"category_scores_gemma":[0.000035428002,0.00043318386,0.0000864986,0.0011658799,0.00008501973,0.00008253393,0.00022393781,0.0008750587,0.000111711204],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0064919717,0.002735606,0.17197172,0.015710618,0.0048830593,0.04515822,0.025833046,0.16465382,0.14797683,0.008878711,0.40289173,0.002814668],"study_design_scores_gemma":[0.002236941,0.0007390265,0.014863412,0.0019827075,0.00030803386,0.0002763626,0.0014472235,0.6299372,0.0010426337,0.00009650221,0.34448323,0.0025867692],"about_ca_topic_score_codex":0.007824714,"about_ca_topic_score_gemma":0.00068105984,"teacher_disagreement_score":0.46528333,"about_ca_system_score_codex":0.00092765153,"about_ca_system_score_gemma":0.00013608117,"threshold_uncertainty_score":0.999812},"labels":[],"label_agreement":null},{"id":"W6980672823","doi":"","title":"Community Justice and Community Policing","year":2021,"lang":"en","type":"other","venue":"Data Archiving and Networked Services (DANS)","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic Justice; Criminal justice; Restorative justice; Mediation; Neighbourhood (mathematics); Community policing","score_opus":0.032671631636390565,"score_gpt":0.25521617431545773,"score_spread":0.22254454267906718,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6980672823","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.115369625,0.012162537,0.0052532316,0.000043417775,0.0013180213,0.00049678783,0.0016966868,0.0012444613,0.86241525],"genre_scores_gemma":[0.92403835,0.014293393,0.0027773886,0.00064691383,0.0027831763,0.000039436705,0.017961396,0.0015028137,0.035957154],"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977982,0.0011375977,0.00030972998,0.00023419716,0.00014769312,0.00037256686],"domain_scores_gemma":[0.99705815,0.000710876,0.000103680424,0.0019407312,0.000008545094,0.00017802848],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008984455,0.00040157873,0.0005768947,0.00010628462,0.0005994868,0.00014757983,0.00117867,0.00019527554,0.000055455686],"category_scores_gemma":[0.00001665952,0.0003874736,0.000027338421,0.0001512884,0.000094926065,0.00007981447,0.0012231314,0.0014966197,0.000007282944],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000046541823,0.0004493369,0.01336932,0.18051966,0.003913269,0.00011750272,0.2076764,0.01203037,0.0011003071,0.00027376108,0.48014227,0.100361265],"study_design_scores_gemma":[0.0006371429,0.00005321706,0.010108964,0.015562636,0.0007759142,0.00020073226,0.018990133,0.62722623,0.000004688563,0.000118098746,0.32493848,0.0013837941],"about_ca_topic_score_codex":0.035414122,"about_ca_topic_score_gemma":0.045315623,"teacher_disagreement_score":0.8264581,"about_ca_system_score_codex":0.000015839805,"about_ca_system_score_gemma":0.00001326359,"threshold_uncertainty_score":0.9998577},"labels":[],"label_agreement":null},{"id":"W6986479897","doi":"","title":"Predicted safety &amp; excavation progress algorithms for autonomous excavation","year":2021,"lang":"en","type":"dissertation","venue":"e-scholar@UOIT (University of Ontario Institute of Technology)","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Work (physics); Radar tracker; Frame (networking); Limiting","score_opus":0.014025142923427637,"score_gpt":0.21539747301806972,"score_spread":0.2013723300946421,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6986479897","genre_codex":"empirical","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98583347,0.00057559303,0.005151532,0.00006652687,0.002080857,0.0011782765,0.0002422349,0.00051435875,0.0043571377],"genre_scores_gemma":[0.102952644,0.00044625372,0.8434659,0.000011512504,0.00018792208,0.000058255344,0.023839805,0.0001806963,0.02885699],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982823,0.000006460903,0.0006023807,0.00045028003,0.00034365768,0.0003149245],"domain_scores_gemma":[0.9982125,0.000004333426,0.0005268601,0.00062739465,0.00055582344,0.00007305392],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00032269492,0.00038287294,0.0008474442,0.00069282996,0.0003112865,0.000026367446,0.0006429105,0.0012925994,0.0001825877],"category_scores_gemma":[0.00008861977,0.00051805377,0.00024651727,0.000687579,0.00011333275,0.00066962856,0.00006177282,0.0008878148,0.000013815722],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00048957916,0.00052558474,0.0008401971,0.0070647323,0.0029472357,0.00007543915,0.023911076,0.0064522303,0.007089061,0.002642001,0.0054516313,0.94251126],"study_design_scores_gemma":[0.0013083846,0.00010784212,0.005661697,0.0009854387,0.00030115727,0.000013654556,0.0014064459,0.0014665835,0.0016590775,0.00020213089,0.9863923,0.0004952769],"about_ca_topic_score_codex":0.0025596353,"about_ca_topic_score_gemma":0.038649183,"teacher_disagreement_score":0.9809407,"about_ca_system_score_codex":0.000952767,"about_ca_system_score_gemma":0.0007670205,"threshold_uncertainty_score":0.99972713},"labels":[],"label_agreement":null},{"id":"W7011502965","doi":"","title":"Modelling the stability behaviour of escort tugs in transient conditions","year":2000,"lang":"en","type":"article","venue":"NPARC","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Transient (computer programming); Context (archaeology); Stability (learning theory); Control theory (sociology); Mode (computer interface); Variable (mathematics); Transient analysis","score_opus":0.020447348393916407,"score_gpt":0.2171058319130921,"score_spread":0.1966584835191757,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7011502965","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9572103,0.000027727374,0.005658879,0.00004219217,0.000052213112,0.00014872491,0.000019040228,0.00003551646,0.036805425],"genre_scores_gemma":[0.99974287,0.000017724487,0.00014110724,0.0000060733278,0.0000122245465,0.000024099989,0.0000041055823,0.00000781016,0.00004399278],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994902,0.000024263165,0.00022149096,0.00006133852,0.00009681961,0.00010589518],"domain_scores_gemma":[0.9997501,0.00004123182,0.0000089183195,0.0001672126,0.00000882397,0.000023726501],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00015276577,0.000055822267,0.00010944864,0.000018447967,0.000018826733,0.000004430288,0.000075955075,0.00003052018,0.0014282987],"category_scores_gemma":[0.0000016777582,0.000043212858,0.000035320587,0.00008566706,0.000026173528,0.000031688778,0.0000017517142,0.00007820298,0.000019192652],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000019300403,0.000028788816,0.0012136009,0.000041707088,0.0000069026655,0.0000010761162,0.0042509697,0.99116975,0.0019651433,0.00015137493,0.0001420482,0.0010267075],"study_design_scores_gemma":[0.00016316341,0.000010267192,0.0026264244,0.00004911682,0.000009517542,0.0000033978117,0.00036849082,0.9942712,0.0013450759,0.00065520307,0.00042210214,0.0000760448],"about_ca_topic_score_codex":0.0001475232,"about_ca_topic_score_gemma":0.000031507905,"teacher_disagreement_score":0.042532578,"about_ca_system_score_codex":0.000021069845,"about_ca_system_score_gemma":0.000008793269,"threshold_uncertainty_score":0.99948454},"labels":[],"label_agreement":null},{"id":"W7095113929","doi":"","title":"Modeling and Control of Automotive Gas Exchange Valve Solenoid Actuator","year":2007,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Permission; Automotive industry; Control (management); Actuator; Warranty; Solenoid","score_opus":0.010356107032199026,"score_gpt":0.2138532744837788,"score_spread":0.20349716745157978,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7095113929","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28898692,0.00066573254,0.6955545,0.000014993835,0.00012132995,0.00013319486,0.0000036428203,0.00012562715,0.014394051],"genre_scores_gemma":[0.99910957,0.0000338317,0.0006600394,0.00003724313,0.00006707907,0.0000036941804,8.6376247e-7,0.000015857204,0.00007180919],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994331,0.000008783994,0.00021648989,0.000075471806,0.00009667666,0.00016945387],"domain_scores_gemma":[0.9997059,0.00007457323,0.000016667844,0.00009789636,0.00003479759,0.00007013125],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030119423,0.00009025669,0.00018772627,0.000051978033,0.00001596685,0.0000064954843,0.00004475954,0.0000581371,0.000068546375],"category_scores_gemma":[0.000019717232,0.00007665419,0.000042043695,0.000046101854,0.000012827461,0.000049139653,0.000008018524,0.000048937567,0.000013766854],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012016488,0.00021020301,0.0032465577,0.0045209276,0.0022356487,0.000048900038,0.068723574,0.6754748,0.06254649,0.005095221,0.002931463,0.17484605],"study_design_scores_gemma":[0.00043661846,0.00002344418,0.00013905924,0.000045573805,0.000018262905,0.0000068319046,0.00058715674,0.99521667,0.003171538,0.0000856044,0.00016692757,0.00010231272],"about_ca_topic_score_codex":0.0000739865,"about_ca_topic_score_gemma":0.000026084694,"teacher_disagreement_score":0.71012264,"about_ca_system_score_codex":0.000017451348,"about_ca_system_score_gemma":0.000004859336,"threshold_uncertainty_score":0.31258672},"labels":[],"label_agreement":null},{"id":"W7096810307","doi":"","title":"Control Systems","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Control (management); Permission; Work (physics); Actuator; Control system; Position (finance); Solenoid; Association (psychology)","score_opus":0.004901322050619059,"score_gpt":0.16037042069801752,"score_spread":0.15546909864739847,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7096810307","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.095182806,0.00046490767,0.1844264,0.000085406726,0.0015310228,0.00056277413,0.0000017347279,0.0010461957,0.71669877],"genre_scores_gemma":[0.9976676,0.0000020149555,0.000036220597,0.000036083584,0.00008754596,0.000068227906,4.8187195e-7,0.000010080687,0.0020917105],"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996769,0.000008184593,0.0001152491,0.00003676847,0.00005671218,0.0001062134],"domain_scores_gemma":[0.9998023,0.000028992688,0.0000054945754,0.0001039362,0.000012389698,0.000046899997],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000041021573,0.00005103519,0.000092576985,0.000015635882,0.000010048553,0.000035758138,0.00004912119,0.000029062654,0.0006024504],"category_scores_gemma":[0.0000033963076,0.00003807534,0.000016012717,0.000029169641,0.00000400189,0.000055920405,0.0000018023102,0.000025110367,0.004636911],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[6.931302e-7,0.000016231837,0.0028841572,0.00049055094,0.00022061606,0.000004560742,0.0004933111,0.34256658,0.008822739,0.014968901,0.62087923,0.0086524505],"study_design_scores_gemma":[0.00018000319,0.0000050207086,0.00056398544,0.000014513309,0.0000025829436,0.000009508208,0.000104280494,0.9700793,0.000049385482,0.000031057825,0.028873293,0.00008707954],"about_ca_topic_score_codex":0.00027041187,"about_ca_topic_score_gemma":0.0000013018871,"teacher_disagreement_score":0.90248483,"about_ca_system_score_codex":0.0000101702735,"about_ca_system_score_gemma":0.0000016236801,"threshold_uncertainty_score":0.9961381},"labels":[],"label_agreement":null},{"id":"W7112963241","doi":"","title":"Extended Thermal Model of a Hydraulic Piston Accumulator","year":2025,"lang":"en","type":"article","venue":"VBN Forskningsportal (Aalborg Universitet)","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Hydraulic accumulator; Accumulator (cryptography); Raceway; Thermal; Piston (optics); Thermocouple; Thermal hydraulics; Robustness (evolution)","score_opus":0.00790756807691283,"score_gpt":0.2018948836127563,"score_spread":0.19398731553584345,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7112963241","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.83180785,0.00024429982,0.012467531,0.000029992987,0.0002640253,0.00022649823,0.00001994849,0.00032174663,0.15461808],"genre_scores_gemma":[0.99349064,0.00002093465,0.00043570207,0.000056048448,0.000027448501,0.0000034344855,0.000020498264,0.000033189994,0.0059121237],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988656,0.0000149481275,0.000367624,0.00022018928,0.00021492848,0.00031670256],"domain_scores_gemma":[0.9993305,0.000044794695,0.00009662602,0.0003656131,0.000060237744,0.00010223662],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000121879006,0.00023911356,0.00038085654,0.00030305466,0.00007666911,0.000014434743,0.00032441283,0.0001595593,0.00015370283],"category_scores_gemma":[0.000014705181,0.00025032082,0.0001630418,0.00044916084,0.00007016533,0.00022149298,0.000056478646,0.00015920971,0.000039142924],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016408761,0.00020093571,0.010099012,0.0012378435,0.00095172226,0.000096626536,0.00746861,0.8565367,0.06086559,0.03702264,0.018285995,0.0070702764],"study_design_scores_gemma":[0.0013634956,0.000055089946,0.004219352,0.00034234242,0.00015700657,0.0000067066608,0.0012666789,0.9680309,0.01104982,0.00048396288,0.012470464,0.0005541305],"about_ca_topic_score_codex":0.00012090437,"about_ca_topic_score_gemma":0.000012957899,"teacher_disagreement_score":0.16168275,"about_ca_system_score_codex":0.00010204067,"about_ca_system_score_gemma":0.000082673556,"threshold_uncertainty_score":0.9999949},"labels":[],"label_agreement":null},{"id":"W7115742306","doi":"10.71846/18-wcee-1730","title":"MULTI-ELEMENT HYBRID SIMULATIONS ON STEEL STRUCTURES: ADVANCEMENTS, CHALLENGES, AND LESSONS LEARNED","year":2025,"lang":"en","type":"article","venue":"World Conference of Earthquake Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Substructure; Brace; Finite element method; Bracing; Constraint (computer-aided design); Physical test; Buckling","score_opus":0.06826733194122447,"score_gpt":0.27586204278879545,"score_spread":0.20759471084757097,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7115742306","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6177185,0.018342236,0.31752813,0.0020199479,0.0030745792,0.0020538517,0.00022960633,0.0014329624,0.03760015],"genre_scores_gemma":[0.9965042,0.00084030634,0.0019177891,0.000014166193,0.000027497168,0.00002251253,0.00001189968,0.000022760734,0.00063891],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990192,0.000017503608,0.00034775227,0.00021545489,0.00014957538,0.00025050365],"domain_scores_gemma":[0.99941,0.00013857147,0.00004124264,0.0002953039,0.00004344513,0.00007143754],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009661949,0.0002198184,0.00030591138,0.00027637367,0.0000415694,0.000027850989,0.00013344592,0.000038484315,0.00007009152],"category_scores_gemma":[0.000046334597,0.00023092212,0.00003934134,0.00014559341,0.000021090456,0.0000839745,0.000033486875,0.00017344124,0.000005229959],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004894573,0.000022336926,0.00006661357,0.0004574427,0.00012153212,0.0000024330182,0.00041703775,0.7503101,0.0028288388,0.03348543,0.00003718737,0.2122461],"study_design_scores_gemma":[0.0011864977,0.00005119904,0.026919894,0.0011138542,0.00003840882,0.0000019171048,0.00022583561,0.9190238,0.0032059855,0.0005328556,0.047244933,0.0004548029],"about_ca_topic_score_codex":0.000006681948,"about_ca_topic_score_gemma":0.000096761025,"teacher_disagreement_score":0.3787856,"about_ca_system_score_codex":0.000030932468,"about_ca_system_score_gemma":0.000022153963,"threshold_uncertainty_score":0.94167304},"labels":[],"label_agreement":null},{"id":"W7116975676","doi":"10.1051/meca/2025033","title":"Design and flow field characterization of safety valves based on the Laval principle","year":2025,"lang":"en","type":"article","venue":"Mechanics & Industry","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Science and Technology Department, Heilongjiang Province; Natural Science Foundation of Heilongjiang Province","keywords":"Safety valve; Supersonic speed; Turbulence; Flow (mathematics); Mach number; Relief valve; Valve seat","score_opus":0.012722659042807661,"score_gpt":0.21736082353725986,"score_spread":0.20463816449445218,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7116975676","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.101299636,0.000018926237,0.8955744,0.0006192469,0.0004014584,0.00030343008,0.000008658509,0.00007329696,0.0017009669],"genre_scores_gemma":[0.9991536,0.000012575397,0.00038251857,0.00022657085,0.000029272966,0.0000172923,0.000005611171,0.000009652338,0.00016289126],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995155,0.000055521105,0.00017148229,0.000077180455,0.000089217094,0.00009114986],"domain_scores_gemma":[0.9995546,0.00020315712,0.000028850172,0.00017706126,0.000015829257,0.000020550644],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030880177,0.000082136474,0.00011521093,0.000038298196,0.000041480533,0.000013354826,0.00008826555,0.0002084136,0.000059985403],"category_scores_gemma":[0.000054503544,0.000062732615,0.000020828704,0.000117032585,0.000004325955,0.000023194338,0.000015024918,0.00021878991,0.0000027197266],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016582917,0.00015748129,0.00084963976,0.0012915204,0.00038954883,0.000009117194,0.0024009843,0.4728847,0.36857283,0.08670605,0.0039098435,0.06266244],"study_design_scores_gemma":[0.0001224365,0.000026631451,0.00017330382,0.00017776006,0.000011208177,5.624928e-7,0.000036843638,0.9279396,0.069735296,0.00021109758,0.001504813,0.000060453596],"about_ca_topic_score_codex":0.000003747879,"about_ca_topic_score_gemma":6.1073064e-7,"teacher_disagreement_score":0.897854,"about_ca_system_score_codex":0.000016518721,"about_ca_system_score_gemma":0.00003513019,"threshold_uncertainty_score":0.25581616},"labels":[],"label_agreement":null},{"id":"W7117247624","doi":"10.1051/meca/2025033/pdf","title":"Design and flow field characterization of safety valves based on the Laval principle","year":2025,"lang":"en","type":"article","venue":"Springer Link (Chiba Institute of Technology)","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Safety valve; Supersonic speed; Flow (mathematics); Turbulence; Valve seat; Mach number; Relief valve; Static pressure","score_opus":0.009691495950816552,"score_gpt":0.21386976083181536,"score_spread":0.2041782648809988,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7117247624","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46255356,0.0000961383,0.5292064,0.002882243,0.00077557145,0.0005678186,0.00000713243,0.00032019312,0.0035909407],"genre_scores_gemma":[0.9920172,0.0000839186,0.0077176183,0.00006577216,0.000025573067,0.000028001647,0.0000033362567,0.000010471289,0.0000480991],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993302,0.000015681335,0.00031793927,0.00012633667,0.00008794223,0.00012185676],"domain_scores_gemma":[0.9994523,0.000076954864,0.00006793356,0.00035652722,0.000031099917,0.000015162507],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023134393,0.00012261486,0.00022912648,0.00022944306,0.000051586965,0.000007509542,0.00021401644,0.00019308066,0.000009997295],"category_scores_gemma":[0.00013217819,0.000094794304,0.00003993835,0.0003052611,0.00010473922,0.00004915656,0.000046831854,0.00017411596,0.0000029633757],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013914825,0.00014746866,0.009804397,0.0020414146,0.00049418426,0.0000071741483,0.00050811766,0.18542445,0.46423897,0.14783123,0.00027429394,0.18908915],"study_design_scores_gemma":[0.00054602115,0.00011908799,0.005883846,0.00097392016,0.00004476739,0.0000019469014,0.000019518822,0.5179479,0.44460884,0.0005995148,0.029046798,0.00020781982],"about_ca_topic_score_codex":0.0000062566073,"about_ca_topic_score_gemma":0.000002857083,"teacher_disagreement_score":0.52946365,"about_ca_system_score_codex":0.000017998924,"about_ca_system_score_gemma":0.00004601597,"threshold_uncertainty_score":0.38655996},"labels":[],"label_agreement":null},{"id":"W7133507191","doi":"10.1109/icpee65973.2025.11410824","title":"Transparent PEM-FC Performance Analysis under the Optimal Clamping Pressure Applied at its Bolts","year":2025,"lang":"","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Clamping; Finite element method; Work (physics); Set (abstract data type)","score_opus":0.01869301464702332,"score_gpt":0.23694242767759574,"score_spread":0.2182494130305724,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7133507191","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.27456173,0.0104735065,0.3901928,0.0012956241,0.001562072,0.0017150582,0.000046013996,0.0004043262,0.31974885],"genre_scores_gemma":[0.97350127,0.0007435393,0.00013580138,0.00021453184,0.00014586822,0.00013684279,0.000026369518,0.000042049138,0.025053736],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9969225,0.00010360909,0.001069316,0.00059281505,0.0005372382,0.0007745268],"domain_scores_gemma":[0.9984508,0.00026696202,0.00012631401,0.0009366043,0.00006772655,0.00015156638],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000601576,0.0005689154,0.00091488124,0.00028708784,0.00057301065,0.00017948727,0.00067628163,0.00032164334,0.0023582864],"category_scores_gemma":[0.0000072629978,0.0004178484,0.00044264592,0.0016589593,0.000075553624,0.00014075538,0.00013027279,0.00043189412,0.00035271118],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000051269224,0.000037080295,0.00086817663,0.0012089693,0.006055004,0.0000010802694,0.0028131509,0.9835044,0.000405247,0.0019366842,0.0012329158,0.0018860303],"study_design_scores_gemma":[0.0005661823,0.000024601564,0.0108113885,0.00022636073,0.003757551,0.0000031974234,0.0013233196,0.9546436,0.0017831146,0.000004927268,0.026387377,0.0004683504],"about_ca_topic_score_codex":0.000054248496,"about_ca_topic_score_gemma":0.0001563169,"teacher_disagreement_score":0.6989395,"about_ca_system_score_codex":0.00018316266,"about_ca_system_score_gemma":0.00007749912,"threshold_uncertainty_score":0.9998273},"labels":[],"label_agreement":null},{"id":"W81778461","doi":"","title":"A Smoothed Particle Hydrodynamics Approach to Simulation of Articular Cartilage","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Smoothed-particle hydrodynamics; Finite element method; Articular cartilage; Mechanics; Indentation; Stress (linguistics); Materials science; Stiffness; Structural engineering; Physics; Composite material; Osteoarthritis; Engineering","score_opus":0.009454467081551296,"score_gpt":0.2025684507331125,"score_spread":0.1931139836515612,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W81778461","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.47076505,0.00000534898,0.50692606,0.0000079051,0.0000390878,0.00009991378,4.7250256e-7,0.00009295495,0.02206318],"genre_scores_gemma":[0.99840605,2.9457124e-7,0.0013881159,0.000027079801,0.000028232484,0.0000134080665,0.0000018681598,0.000016642256,0.000118277494],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994064,0.000025330524,0.00022477438,0.00008451619,0.000118644064,0.00014036467],"domain_scores_gemma":[0.99961406,0.000052815092,0.000016308732,0.00022447051,0.000018757873,0.00007359307],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019144663,0.000075217424,0.00014978727,0.0000260341,0.000013612055,0.000009612083,0.00006397164,0.000036712714,0.00001805407],"category_scores_gemma":[0.00003911199,0.000065344284,0.000034360477,0.00013400278,0.00000855994,0.000040034956,0.000009487246,0.000025568777,0.00006593673],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000013042371,0.000014256278,0.00016363077,0.000051993415,0.0000068235454,6.5699886e-8,0.00065379683,0.9853096,0.012127841,0.0010877287,0.000039719278,0.0005432395],"study_design_scores_gemma":[0.00012229224,0.000016234819,0.00026613462,0.000009263589,0.0000071985155,5.966989e-7,0.00006801746,0.9901727,0.008473283,0.00006247092,0.0007208035,0.00008100564],"about_ca_topic_score_codex":0.000012919629,"about_ca_topic_score_gemma":0.0000052952664,"teacher_disagreement_score":0.52764106,"about_ca_system_score_codex":0.000015361027,"about_ca_system_score_gemma":0.0000023164987,"threshold_uncertainty_score":0.26646626},"labels":[],"label_agreement":null},{"id":"W839496841","doi":"10.1520/stp14483s","title":"SAE 5W-30 Pumpability Studies in Modern 4- and 8-Cylinder Engines: Gelation Index and MRV Effects","year":2000,"lang":"en","type":"book-chapter","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Imperial Oil (Canada)","funders":"","keywords":"Cylinder; Index (typography); Materials science; Mechanical engineering; Engineering; Computer science","score_opus":0.021075350166054236,"score_gpt":0.23500659882635563,"score_spread":0.2139312486603014,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W839496841","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14221254,0.03459392,0.0059265755,0.00005222408,0.0007358581,0.0020010995,0.00001735386,0.000598616,0.8138618],"genre_scores_gemma":[0.9831289,0.0021432156,0.000058419984,0.000026800239,0.00011315186,0.00003161539,0.0000082755705,0.000060853163,0.014428769],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99890715,0.0000204323,0.00041512286,0.00030154423,0.0001672902,0.00018843991],"domain_scores_gemma":[0.99930483,0.00032544832,0.000039712897,0.00023312664,0.000022883673,0.00007400953],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00020331117,0.00037010893,0.00061975385,0.00015393185,0.000030139465,0.000025770529,0.00005302489,0.00038442147,0.00011198652],"category_scores_gemma":[0.000024312918,0.00032339693,0.000040852745,0.00002268454,0.0000729175,0.00009167324,0.00003076674,0.00027041015,0.000028575743],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010498062,0.000111095746,0.02175333,0.039596647,0.003914336,0.00022109623,0.050512508,0.20899428,0.00020511891,0.020230886,0.0033334326,0.6510223],"study_design_scores_gemma":[0.004078323,0.00019525512,0.041126803,0.0062841466,0.00032660252,0.0001362062,0.0005956676,0.79744935,0.000040741736,0.12736239,0.019212231,0.003192274],"about_ca_topic_score_codex":0.00004068093,"about_ca_topic_score_gemma":0.00015785734,"teacher_disagreement_score":0.84091634,"about_ca_system_score_codex":0.000087547014,"about_ca_system_score_gemma":0.00001094939,"threshold_uncertainty_score":0.9999218},"labels":[],"label_agreement":null},{"id":"W893421819","doi":"","title":"Performance Characterisation and Cavitation Detection of Variably Angled V-Shaped Opening Ball Valves","year":2014,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Cavitation; Ball (mathematics); Ball valve; Materials science; Engineering; Mechanical engineering; Mathematics; Mechanics; Geometry; Physics","score_opus":0.007323784338494851,"score_gpt":0.17480685650569097,"score_spread":0.16748307216719613,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W893421819","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80201906,0.000068537345,0.004204853,0.0000025144234,0.00063632836,0.00032106126,0.000009461147,0.00012731472,0.19261084],"genre_scores_gemma":[0.95632094,0.00007731562,0.00018416603,0.0000037016366,0.000068295805,0.0000025589825,0.00019440262,0.00004000093,0.043108616],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914116,0.0000648516,0.0002700305,0.00020914011,0.00015775378,0.00015704155],"domain_scores_gemma":[0.9994765,0.00004894655,0.00020619201,0.00013651348,0.00007521809,0.000056628534],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001177929,0.00023122458,0.00034064616,0.0001888548,0.00007677294,0.000035093086,0.00012916252,0.00026016985,0.001664063],"category_scores_gemma":[0.000010892861,0.0002723614,0.00005733886,0.000226036,0.000015724048,0.00030456716,0.000015014578,0.00015579225,0.000018026045],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019575236,0.000022232576,0.0023692853,0.004553572,0.00031560785,0.0000056746712,0.007983136,0.0029451735,0.1540462,0.00011404112,0.000034055156,0.8274153],"study_design_scores_gemma":[0.004498619,0.00062847603,0.20614982,0.0041989433,0.0011386232,0.00003004584,0.014002267,0.6558688,0.030636352,0.000052704025,0.08022482,0.0025704901],"about_ca_topic_score_codex":0.00009363169,"about_ca_topic_score_gemma":0.00023107039,"teacher_disagreement_score":0.8248448,"about_ca_system_score_codex":0.00008346001,"about_ca_system_score_gemma":0.00002292441,"threshold_uncertainty_score":0.9999729},"labels":[],"label_agreement":null},{"id":"W979134376","doi":"10.1007/978-1-4419-9834-7_20","title":"Acoustic and Mechanical Measurements of an Hydraulic Turbine’s Generator in Relation to Power Levels and Excitation Forces","year":2011,"lang":"en","type":"book-chapter","venue":"Conference proceedings of the Society for Experimental Mechanics","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hydro-Québec","funders":"","keywords":"Stator; Rotor (electric); Acoustics; Vibration; Excitation; Generator (circuit theory); Turbine; Mechanical energy; Power (physics); Noise (video); Engineering; Mechanical engineering; Electrical engineering; Physics; Computer science","score_opus":0.05362266065872324,"score_gpt":0.2505942190678795,"score_spread":0.19697155840915626,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W979134376","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97021466,0.0019487815,0.012649406,0.0000534096,0.00081359275,0.003984448,0.00012326654,0.00011834009,0.010094119],"genre_scores_gemma":[0.9969266,0.000027737,0.0024093424,0.000028522274,0.000026389715,0.00007434736,0.000004545158,0.000054234548,0.00044827812],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.998842,0.000003170847,0.00046679558,0.00026261585,0.00026337014,0.00016202903],"domain_scores_gemma":[0.9994118,0.000021661419,0.00021574154,0.000103493556,0.00016348783,0.000083813335],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029584893,0.00027066914,0.00040892963,0.000051288967,0.000049150407,0.00002601422,0.00019847225,0.00031643544,0.00001743059],"category_scores_gemma":[0.00002946285,0.00023839778,0.00015714562,0.000038996564,0.000035310728,0.00017531979,0.0000865953,0.00013524806,5.279759e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003621889,0.000032711443,0.000009092619,0.00082401605,0.00020584256,5.2090797e-8,0.020349154,0.00006901124,0.92259735,0.055224027,0.00013516365,0.0005173551],"study_design_scores_gemma":[0.0025955355,0.0018910804,0.00012912905,0.0038634602,0.0004106238,0.000020875972,0.010083342,0.15745491,0.7339633,0.08772434,0.0003049932,0.0015583994],"about_ca_topic_score_codex":0.0000068769377,"about_ca_topic_score_gemma":0.0000032419941,"teacher_disagreement_score":0.18863404,"about_ca_system_score_codex":0.00009233017,"about_ca_system_score_gemma":0.00002418684,"threshold_uncertainty_score":0.9721579},"labels":[],"label_agreement":null}]}