{"meta":{"query_hash":"3fdb4554bfa1","filters":{"topic":"Industrial Automation and Control Systems"},"cohort_total":134,"direct_labels_cover":0,"predictions_cover":134,"exported":134,"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/3fdb4554bfa1","api":"https://metacan.xera.ac/api/v1/cohort?topic=Industrial+Automation+and+Control+Systems"},"results":[{"id":"W150999474","doi":"","title":"Modeling of biogas generation in bioreactor landfills using neuro-fuzzy system","year":2008,"lang":"en","type":"article","venue":"international conference on Modelling and simulation","topic":"Industrial Automation and Control 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; University of Ottawa","funders":"","keywords":"Adaptive neuro fuzzy inference system; Bioreactor; Biogas; Leachate; Neuro-fuzzy; Process engineering; Fuzzy control system; Fuzzy logic; Controller (irrigation); Computer science; Environmental science; Control engineering; Control theory (sociology); Engineering; Waste management; Artificial intelligence; Control (management); Chemistry","score_opus":0.14299800226544299,"score_gpt":0.2750583364076068,"score_spread":0.1320603341421638,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W150999474","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.75230294,0.000015014699,0.246191,0.000015722548,0.00025239933,0.00009125822,0.000008397568,0.00005131758,0.0010719645],"genre_scores_gemma":[0.99947083,0.000029756966,0.00030712006,0.0000062920008,0.00013578469,0.000003650405,0.00002874142,0.000010406863,0.0000074000227],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99926,0.00002792414,0.0003296802,0.00012083067,0.00018075385,0.00008077444],"domain_scores_gemma":[0.99971277,0.000028646346,0.000049935938,0.00006391358,0.000119762924,0.000024995239],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010260538,0.00009370454,0.00013724894,0.00020150568,0.000037974587,0.000024470455,0.00005200776,0.00008022658,0.000005259191],"category_scores_gemma":[0.0000096485055,0.00009419393,0.000025472285,0.00006738393,0.000009661952,0.00014194132,0.000005168105,0.00008280199,0.0000024062224],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001611623,0.000007787958,0.00027283587,0.000008203004,0.0000085780775,0.0000014861915,0.00019938507,0.99000746,0.003443411,0.0058676316,0.0000010150691,0.00016611903],"study_design_scores_gemma":[0.00043222363,0.00001243432,0.000022943126,0.00007684763,0.0000034831453,0.0000040001087,0.000046552366,0.99899143,0.0002545475,0.00006326938,0.000008697268,0.000083559666],"about_ca_topic_score_codex":0.00022456369,"about_ca_topic_score_gemma":0.0000072211983,"teacher_disagreement_score":0.24716792,"about_ca_system_score_codex":0.000066645094,"about_ca_system_score_gemma":0.000017411918,"threshold_uncertainty_score":0.3841117},"labels":[],"label_agreement":null},{"id":"W1550209229","doi":"10.17146/jfn.2010.4.2.229","title":"Modifikasi Surveymeter Gamma Dosimeter 3007A Untuk Pemantauan Melalui Ethernet Dengan PLC T100MD Series","year":2013,"lang":"id","type":"article","venue":"Jurnal Forum Nuklir","topic":"Industrial Automation and Control 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":"Tellabs (Canada)","funders":"","keywords":"Physics; Operating system; Computer science","score_opus":0.014205014509424014,"score_gpt":0.2125849818613028,"score_spread":0.1983799673518788,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1550209229","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9589202,0.0017699125,0.0013468715,0.0038333517,0.008937439,0.0022967674,0.00017981687,0.0008938308,0.0218218],"genre_scores_gemma":[0.97277284,0.00010826907,0.00014702791,0.00045300895,0.0016437396,0.00018275456,0.00006045419,0.00022792975,0.024404004],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9947472,0.00066562265,0.0015337853,0.00062912714,0.00087316206,0.0015510598],"domain_scores_gemma":[0.9976398,0.0002807376,0.0004160242,0.0007867111,0.0003206321,0.00055610924],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0010064051,0.0009134891,0.0011489594,0.00036626062,0.00041123215,0.000979743,0.0007075582,0.0008815135,0.0022322005],"category_scores_gemma":[0.00015764737,0.0008302239,0.0005877585,0.00049147836,0.00012858545,0.0014208428,0.00015460991,0.0012798154,0.0065198173],"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":[0.0016185837,0.0012994143,0.069741145,0.0024294031,0.009246292,0.00053961534,0.016978975,0.011353275,0.1275439,0.021347284,0.5917999,0.14610219],"study_design_scores_gemma":[0.017430304,0.0025848805,0.14387666,0.0022519492,0.0010835747,0.0011365304,0.008154609,0.18274567,0.03937707,0.0025137966,0.59083307,0.008011881],"about_ca_topic_score_codex":0.0016349747,"about_ca_topic_score_gemma":0.00062096433,"teacher_disagreement_score":0.17139238,"about_ca_system_score_codex":0.00036623012,"about_ca_system_score_gemma":0.00012699998,"threshold_uncertainty_score":0.99941486},"labels":[],"label_agreement":null},{"id":"W1569119709","doi":"10.1109/ccdc.2015.7161755","title":"PLC controller for hydraulic pressing machine","year":2015,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control 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":"Dalhousie University","funders":"","keywords":"Pressing; Programmable logic controller; Hydraulic machinery; Control system; Controller (irrigation); Computer science; Work (physics); Machine control; Control engineering; Brick; Engineering; Mechanical engineering; Electrical engineering; Operating system","score_opus":0.035903970754463,"score_gpt":0.23412418242556107,"score_spread":0.19822021167109807,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1569119709","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013544053,0.0013961112,0.5569235,0.0014873379,0.0031124053,0.0020477166,0.000034404195,0.002808016,0.41864645],"genre_scores_gemma":[0.995114,4.5589127e-7,0.00028127318,0.00016673552,0.00030890846,0.00006706255,0.0000053275526,0.000016481557,0.0040397025],"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995553,0.000011563194,0.00015872622,0.00006103864,0.000080243844,0.00013314435],"domain_scores_gemma":[0.99977356,0.000032940243,0.00001643556,0.00006822117,0.000036629124,0.00007222013],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015147761,0.00007341512,0.00013749402,0.000030014835,0.00002430617,0.00004351559,0.00005469124,0.000057749374,0.00002862394],"category_scores_gemma":[0.000038232447,0.000058679285,0.00003944029,0.000038440914,0.0000045081138,0.00007673573,0.000004405647,0.000042130312,0.0000668025],"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":[0.00028108747,0.00006917527,0.00039252697,0.0001257014,0.0003882606,0.000003519815,0.0011634841,0.18453884,0.013796695,0.01792279,0.57602125,0.20529667],"study_design_scores_gemma":[0.0026402615,0.000016511058,0.000029492076,0.000006237878,0.000007349286,0.0000016559648,0.000034199165,0.7984986,0.00054856134,0.00017432618,0.1979634,0.00007943403],"about_ca_topic_score_codex":0.000036145444,"about_ca_topic_score_gemma":0.000005973837,"teacher_disagreement_score":0.98157,"about_ca_system_score_codex":0.00003258315,"about_ca_system_score_gemma":0.000010678852,"threshold_uncertainty_score":0.23928718},"labels":[],"label_agreement":null},{"id":"W1573144041","doi":"10.1109/ccece.1993.332276","title":"Multi-level bang-bang control of DC motors using a PLC","year":2002,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control 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 New Brunswick","funders":"","keywords":"Programmable logic controller; Reliability (semiconductor); DC motor; Control engineering; Bang–bang control; Process (computing); Variable (mathematics); Control theory (sociology); Computer science; Machine control; Electronic speed control; Induction motor; Controller (irrigation); Control system; Engineering; Control (management); Optimal control; Electrical engineering; Mathematics; Artificial intelligence","score_opus":0.07054794199475986,"score_gpt":0.22596264443332031,"score_spread":0.15541470243856045,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1573144041","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4837135,0.000764375,0.4905062,0.00015112528,0.001813004,0.0011556415,0.000077056844,0.0011249474,0.020694144],"genre_scores_gemma":[0.99784774,0.0000017796979,0.00092393096,0.00004274646,0.00012234895,0.000009271475,8.550197e-7,0.00001934438,0.001032012],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99929506,0.000025184692,0.00030153574,0.00008100585,0.000124244,0.0001729477],"domain_scores_gemma":[0.9997048,0.000033825476,0.000043925695,0.00012773767,0.00003926416,0.000050454684],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009409387,0.00010767608,0.00022014708,0.00007866036,0.000028867971,0.000017699085,0.00007858749,0.00009968013,0.0005225131],"category_scores_gemma":[0.000026404132,0.000096827,0.00007331049,0.00011271604,0.000012078675,0.000085995125,0.0000051715847,0.00007565742,0.000080186706],"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":[0.000036624824,0.00025041352,0.003122197,0.000272177,0.0007004916,0.000020636673,0.0022060466,0.3095449,0.62977964,0.0020610471,0.0066047627,0.04540108],"study_design_scores_gemma":[0.0018908007,0.000010769994,0.0006106434,0.000026116357,0.00001557263,0.0000033271012,0.00007591614,0.99354005,0.002466312,0.000001621914,0.0012434623,0.00011543777],"about_ca_topic_score_codex":0.0001303157,"about_ca_topic_score_gemma":0.000019050447,"teacher_disagreement_score":0.6839951,"about_ca_system_score_codex":0.00004795242,"about_ca_system_score_gemma":0.0000049975374,"threshold_uncertainty_score":0.5721152},"labels":[],"label_agreement":null},{"id":"W1581697919","doi":"10.1109/mia.2003.1206912","title":"From DC to AC","year":2003,"lang":"en","type":"article","venue":"IEEE Industry Applications Magazine","topic":"Industrial Automation and Control 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":"Weyerhauser (Canada)","funders":"","keywords":"Upgrade; Engineering; Kiln; Rotary kiln; Lime; Project commissioning; Automotive engineering; DC motor; Electrical engineering; Mechanical engineering; Manufacturing engineering; Control engineering; Computer science; Waste management; Materials science; Publishing; Operating system","score_opus":0.015353245240497268,"score_gpt":0.23765970789878077,"score_spread":0.2223064626582835,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1581697919","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":[0.36947423,0.00023966239,0.22830068,0.002614179,0.0028604635,0.0035928274,0.000365109,0.0032548879,0.38929796],"genre_scores_gemma":[0.9931088,0.0000015342044,0.00083537487,0.00024213242,0.00093571085,0.00092730165,0.000024630257,0.0000374821,0.003887038],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99909693,0.00002903446,0.00030333755,0.00020022188,0.00014282929,0.00022761809],"domain_scores_gemma":[0.99926454,0.00004235901,0.000033728946,0.0004320653,0.00005367632,0.00017361616],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000109749795,0.00015521058,0.00016984272,0.00008586961,0.000071994735,0.000054499367,0.00018575537,0.00034460737,0.000539027],"category_scores_gemma":[0.000021818332,0.00016665213,0.000040480707,0.0004930033,0.000014048218,0.00008052801,0.000006673731,0.00039002963,0.0047676447],"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":[0.000014394129,0.00020878788,0.00078732107,0.00003780041,0.00022602157,0.000008146527,0.00044689086,0.056869898,0.31238568,0.016994888,0.55356073,0.058459457],"study_design_scores_gemma":[0.00043345374,0.000010091257,0.0004680753,0.000015170894,0.00001686457,0.00000525988,0.000070891714,0.0018290082,0.018999452,0.00054593646,0.9773498,0.0002560037],"about_ca_topic_score_codex":0.000017515773,"about_ca_topic_score_gemma":0.000008505973,"teacher_disagreement_score":0.6236346,"about_ca_system_score_codex":0.000083214705,"about_ca_system_score_gemma":0.00002997681,"threshold_uncertainty_score":0.99600726},"labels":[],"label_agreement":null},{"id":"W1584023225","doi":"10.1002/9780470029558.ch2","title":"Process Control Hardware Fundamentals","year":2006,"lang":"en","type":"other","venue":"","topic":"Industrial Automation and Control 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":"Process (computing); Computer science; Control (management); Computer hardware; Process control; Operating system; Artificial intelligence","score_opus":0.0064306463555099365,"score_gpt":0.20252236090129605,"score_spread":0.1960917145457861,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1584023225","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":[0.00000502813,0.000456691,0.002459037,0.000027518601,0.0008524627,0.0004941498,0.00010257596,0.0024008027,0.99320173],"genre_scores_gemma":[0.060248382,0.0000030210326,0.000010447356,0.000073859665,0.0009870369,0.000091653674,0.000056533023,0.000378946,0.9381501],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993625,0.000012203545,0.00019210023,0.00011424204,0.00014827098,0.00017067183],"domain_scores_gemma":[0.9997614,0.000006711173,0.000047887333,0.0001345431,0.000011436318,0.000038029273],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000036094752,0.00019697162,0.0002953775,0.000107227126,0.0000137652505,0.000040404117,0.00010328267,0.00028888352,0.0034429447],"category_scores_gemma":[0.00000236356,0.00017182397,0.000060843337,0.00006088511,0.000008686562,0.00002132551,0.0000025477652,0.00010367094,0.00075092976],"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":[9.1857726e-7,0.000004950563,0.00001829933,0.00009270017,0.000068108864,0.000002029993,0.000005103249,0.00046584834,0.00002141506,0.00013052885,0.99805605,0.0011340526],"study_design_scores_gemma":[0.0009220624,0.0000055503006,0.000009789323,0.00010212284,0.000019853936,0.0000017030706,0.000017896557,0.0042996528,0.00004082033,0.000008217582,0.9943438,0.0002285249],"about_ca_topic_score_codex":0.00017547097,"about_ca_topic_score_gemma":0.00019792389,"teacher_disagreement_score":0.060243353,"about_ca_system_score_codex":0.000041092833,"about_ca_system_score_gemma":0.000013551561,"threshold_uncertainty_score":0.99746805},"labels":[],"label_agreement":null},{"id":"W1653968515","doi":"10.1109/isie.1996.548393","title":"Use of mechanical impedance in sensing object-end effector interaction","year":2002,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control 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":"Robot end effector; Electrical impedance; Impedance control; Encoder; Computer science; Object (grammar); Displacement (psychology); Interface (matter); Rotary encoder; Robot; Effector; Control engineering; Electronic engineering; Engineering; Artificial intelligence; Electrical engineering","score_opus":0.03475118513651754,"score_gpt":0.22581653003890645,"score_spread":0.1910653449023889,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1653968515","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98691374,0.000026259082,0.0075804396,0.000041644722,0.00082235655,0.0001986873,0.0000018038684,0.00021253165,0.0042025447],"genre_scores_gemma":[0.9995834,0.0000033880192,0.00017192091,0.000013740182,0.000058386213,0.0000019025465,7.059833e-7,0.000008013847,0.00015853076],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99954396,0.000036421952,0.000204239,0.000057805224,0.00006955804,0.00008802743],"domain_scores_gemma":[0.9997692,0.00010174519,0.000022437609,0.00007460769,0.000013124029,0.000018887305],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007417957,0.000057187684,0.00012471057,0.000062126135,0.0000072127864,0.000016670961,0.0000215846,0.000059230093,0.00016598748],"category_scores_gemma":[0.000049368613,0.000052756688,0.000029973939,0.00010295843,0.0000033625413,0.00013973129,0.0000044899375,0.00008973149,0.00006295448],"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":[0.000036017558,0.000051236653,0.0002624625,0.00011064922,0.00006403339,0.00001445436,0.00062997936,0.029671298,0.74642295,0.0013332638,0.0035968132,0.21780685],"study_design_scores_gemma":[0.00030434603,0.000014590521,0.00021980736,0.00004584039,0.0000026715725,0.000005388238,0.000029984294,0.9768109,0.02130453,0.000004035346,0.0011977565,0.000060171362],"about_ca_topic_score_codex":0.00017018992,"about_ca_topic_score_gemma":0.00012990729,"teacher_disagreement_score":0.94713956,"about_ca_system_score_codex":0.000050383605,"about_ca_system_score_gemma":0.0000014487258,"threshold_uncertainty_score":0.21513553},"labels":[],"label_agreement":null},{"id":"W165903867","doi":"","title":"TransAlta's Sundance plant pioneers the company's plunge into automation","year":2005,"lang":"en","type":"article","venue":"Power","topic":"Industrial Automation and Control 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":"Engineering; Automation; Work (physics); Power station; Excellence; Plan (archaeology); Productivity; Manufacturing engineering; Telecommunications; Electrical engineering; Operations management; Mechanical engineering","score_opus":0.00685266832037294,"score_gpt":0.19249578791486494,"score_spread":0.185643119594492,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W165903867","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85195893,0.0018590156,0.054479677,0.011579768,0.005461524,0.0015885461,0.000059611135,0.0039983485,0.06901457],"genre_scores_gemma":[0.99925214,0.0000050177496,0.00008651572,0.00015813427,0.0002117648,0.000027342337,0.0000075671237,0.000015117528,0.0002363732],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994017,0.000026162075,0.00019931736,0.00007409557,0.00014892637,0.00014978775],"domain_scores_gemma":[0.9997453,0.000035818786,0.000024750867,0.00013976038,0.000017104492,0.000037243262],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014145485,0.0000947166,0.00011262225,0.00003395078,0.00007751388,0.000047321515,0.00011703773,0.00006181917,0.00017411081],"category_scores_gemma":[0.0000057268685,0.00006946496,0.00004329911,0.00009164117,0.000016173082,0.00012345154,0.0000035992828,0.00011453002,0.00034011665],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013719987,0.00024379033,0.00047984492,0.00023197215,0.00060779776,0.0000150903825,0.069536194,0.48806038,0.03403078,0.05055291,0.22130056,0.13480349],"study_design_scores_gemma":[0.00072574057,0.00001775868,0.00229017,0.000032971646,0.000012887134,0.000007762328,0.0002701026,0.51171774,0.0009768644,0.000045101795,0.48371306,0.0001898184],"about_ca_topic_score_codex":0.000040757684,"about_ca_topic_score_gemma":0.00010440942,"teacher_disagreement_score":0.26241252,"about_ca_system_score_codex":0.000077834266,"about_ca_system_score_gemma":0.0000105030385,"threshold_uncertainty_score":0.4371625},"labels":[],"label_agreement":null},{"id":"W1850425453","doi":"10.24908/pceea.v0i0.3698","title":"PHYSICAL AND VIRTUAL ENVIRONMENT FOR AUTOMATION EDUCATION ENGINEERS AND TECHNICIANS PART 1: ENGINEERING AN AUTOMATED RECYCLING FACILITY FOR BOTTLES AND CANS","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Industrial Automation and Control 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":true,"ca_institutions":"","funders":"","keywords":"Automation; Engineering management; Process (computing); Sophistication; Work (physics); Engineering; Field (mathematics); Ethernet; Programmable logic controller; Order (exchange); Manufacturing engineering; Systems engineering; Computer science; Software engineering; Mechanical engineering; Operating system","score_opus":0.00990049831351418,"score_gpt":0.19738906237527806,"score_spread":0.1874885640617639,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1850425453","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99523985,0.00011920025,0.0011978609,0.00032538932,0.0009828338,0.0013643332,0.00015040702,0.00051389873,0.00010620303],"genre_scores_gemma":[0.9972616,0.000014499106,0.0019177891,0.000027411104,0.00018514507,0.00041962456,0.00003284816,0.00003545875,0.000105652376],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99909717,0.000005514553,0.00030174977,0.00020619051,0.0001336502,0.0002556993],"domain_scores_gemma":[0.9993697,0.00006329595,0.000147047,0.00007881414,0.00015021245,0.00019093513],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036318967,0.00019114143,0.00021427937,0.00021013398,0.00014221862,0.000082722545,0.000095113224,0.00017988375,0.000001995474],"category_scores_gemma":[0.0003488486,0.00020379924,0.000044808876,0.00013298007,0.000017023163,0.000310609,0.000010078398,0.00012041292,4.708862e-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":[0.00014363986,0.0012657612,0.06008687,0.011436829,0.002443115,2.5667595e-7,0.10338843,0.12332405,0.2635244,0.13684706,0.036577642,0.26096192],"study_design_scores_gemma":[0.00064094964,0.000102581645,0.05986537,0.00022868974,0.00016378186,0.000005514654,0.0014719444,0.9193051,0.004574041,0.00014802793,0.012932615,0.000561378],"about_ca_topic_score_codex":0.0011374494,"about_ca_topic_score_gemma":0.0006014441,"teacher_disagreement_score":0.79598105,"about_ca_system_score_codex":0.0007298868,"about_ca_system_score_gemma":0.00016448903,"threshold_uncertainty_score":0.8310692},"labels":[],"label_agreement":null},{"id":"W1866157285","doi":"10.1109/wcica.2002.1020799","title":"A remote control system using Java and CORBA architecture","year":2003,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control 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 Guelph","funders":"","keywords":"Common Object Request Broker Architecture; Computer science; The Internet; Client–server model; Operating system; Java; Application server; Embedded system; Client; Server; Fat client; Computer network","score_opus":0.009009829722745525,"score_gpt":0.17967344706325222,"score_spread":0.1706636173405067,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1866157285","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3198987,0.00070032437,0.5672643,0.000063575695,0.0015312908,0.00074709865,0.000007185688,0.0013164547,0.10847105],"genre_scores_gemma":[0.9988915,5.9650006e-7,0.0007584277,0.000042090032,0.00007460201,0.0000018519956,4.0112266e-7,0.000015287611,0.00021528258],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994609,0.000051834657,0.0001705175,0.00008459164,0.0000833935,0.00014876359],"domain_scores_gemma":[0.99977934,0.000029461902,0.000020528456,0.000098597244,0.000013394638,0.000058674457],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014339703,0.000098334785,0.00016979051,0.00004466911,0.00004609534,0.000042191346,0.00003111423,0.000081874605,0.000018586119],"category_scores_gemma":[0.00001833711,0.00008178971,0.00003580868,0.00007046394,0.000007016675,0.000031819898,0.000002169741,0.000084106316,0.000016588026],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012199508,0.00004661458,0.0021365942,0.0016055995,0.0015785368,0.00023147863,0.0025672128,0.52123266,0.17691976,0.16036822,0.0044017266,0.1287896],"study_design_scores_gemma":[0.001950594,0.000014177408,0.000070129856,0.000081528786,0.00003280816,0.00014724772,0.00026123648,0.98477614,0.0005021021,0.000049457776,0.01191919,0.00019538308],"about_ca_topic_score_codex":0.0000513057,"about_ca_topic_score_gemma":0.000008313525,"teacher_disagreement_score":0.67899275,"about_ca_system_score_codex":0.000045737055,"about_ca_system_score_gemma":0.000010618628,"threshold_uncertainty_score":0.33352876},"labels":[],"label_agreement":null},{"id":"W1896528927","doi":"10.1109/isie.1993.268813","title":"An integrated controller for current source inverter drives","year":2002,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control 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 British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"PID controller; Microcontroller; Controller (irrigation); Computer science; Inverter; Current (fluid); Software; Control engineering; Control system; Control (management); Control theory (sociology); Engineering; Computer hardware; Electrical engineering; Temperature control; Operating system; Artificial intelligence; Voltage","score_opus":0.023242679060693362,"score_gpt":0.22181648190574363,"score_spread":0.19857380284505027,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1896528927","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.029764876,0.00058453233,0.9498497,0.0003353681,0.002104015,0.0013394343,0.000022735163,0.0022687821,0.013730552],"genre_scores_gemma":[0.99784493,0.00000450855,0.00007708007,0.00009279711,0.00023366087,0.000081645725,0.000007896752,0.000016938848,0.0016405575],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99950993,0.00001933355,0.00017840123,0.00008367084,0.000062571315,0.00014607442],"domain_scores_gemma":[0.99977326,0.000025006777,0.00001582996,0.00008732823,0.00003832972,0.000060235554],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000058355963,0.00009484466,0.00014356946,0.000046731646,0.00003413303,0.00005084122,0.00007496603,0.000059032238,0.0004173886],"category_scores_gemma":[0.000011693687,0.00007275628,0.00005198187,0.000057909867,0.000007803845,0.00010153696,0.0000021182054,0.00006856951,0.00015051849],"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":[0.000017408744,0.00006900144,0.00014930383,0.000029041199,0.0000803956,2.2388487e-7,0.0009053514,0.008993948,0.0050617354,0.0017621754,0.097548544,0.8853829],"study_design_scores_gemma":[0.0011043232,0.000022572234,0.000023865856,0.000007630601,0.000005612798,4.7342164e-7,0.00008809774,0.7637705,0.0002068182,0.000015774134,0.2346707,0.00008360609],"about_ca_topic_score_codex":0.00000954463,"about_ca_topic_score_gemma":0.000010001916,"teacher_disagreement_score":0.96808004,"about_ca_system_score_codex":0.000025145286,"about_ca_system_score_gemma":0.000002260769,"threshold_uncertainty_score":0.45701122},"labels":[],"label_agreement":null},{"id":"W1989350807","doi":"10.5539/mas.v1n4p69","title":"Design of Alternating Impact Machine with High Temperature and Pressure Resistance","year":2007,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Industrial Automation and Control 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":"Siemens; Programmable logic controller; Work (physics); Temperature control; Control system; Computer science; Machine control; Natural rubber; Automotive engineering; Hydraulic machinery; Controller (irrigation); Mechanical engineering; Control logic; Materials science; Environmental science; Control engineering; Engineering; Composite material; Electrical engineering; Computer hardware","score_opus":0.007101764170832546,"score_gpt":0.20670311330843533,"score_spread":0.19960134913760277,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1989350807","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.58431953,0.00036936297,0.41082478,0.000019562116,0.00008612369,0.0004481829,0.000009017148,0.00017171778,0.0037517257],"genre_scores_gemma":[0.99758863,0.0000016172495,0.002264536,0.000009613831,0.000033172935,0.0000060113625,5.553436e-7,0.0000097985185,0.000086067856],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99919707,0.000006233033,0.00015082269,0.0001525494,0.00028841002,0.00020490149],"domain_scores_gemma":[0.9996744,0.000033791122,0.00004896338,0.00014040613,0.00003945336,0.00006299982],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006241176,0.00009643712,0.00013286514,0.00007294573,0.000089251815,0.000053080515,0.00015423281,0.000042026604,0.0000038291146],"category_scores_gemma":[0.000007934529,0.00006975245,0.000007984198,0.000258586,0.000089677545,0.00010267194,0.000013012226,0.00010488021,7.856405e-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":[0.00005353423,0.0000043208684,0.00009333292,0.000022607965,0.0000115963085,0.0000013965658,0.0003712053,0.113479614,0.8836007,0.0007351237,0.000016469405,0.001610068],"study_design_scores_gemma":[0.0009911641,0.00003897169,0.004077364,0.00006348164,0.000013898884,0.0000071187205,0.000052212657,0.8528047,0.14133531,0.0003411786,0.00005095156,0.00022365124],"about_ca_topic_score_codex":0.000022495306,"about_ca_topic_score_gemma":0.000014404166,"teacher_disagreement_score":0.7422654,"about_ca_system_score_codex":0.000029468178,"about_ca_system_score_gemma":0.000030517012,"threshold_uncertainty_score":0.28444225},"labels":[],"label_agreement":null},{"id":"W2005244877","doi":"10.1109/les.2011.2168892","title":"Editorial Introduction of New Editor-in-Chief (EIC) and Deputy EIC","year":2011,"lang":"en","type":"article","venue":"IEEE Embedded Systems Letters","topic":"Industrial Automation and Control 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":"Excellence; Editor in chief; Computer science; Publishing; Electronic design automation; Power (physics); Library science; Management; Engineering management; Operations research; Political science; Engineering; Law","score_opus":0.012645416346032655,"score_gpt":0.19277697344497918,"score_spread":0.18013155709894652,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2005244877","genre_codex":"editorial","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3750911,0.0001371615,0.0029376317,0.0001450456,0.6201142,0.00060700683,0.0000062590543,0.0002842206,0.0006773877],"genre_scores_gemma":[0.6891445,0.000002863647,0.000026255975,0.000015291607,0.31069255,0.0000239565,0.0000030465728,0.000024075647,0.00006749282],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985734,0.000091792666,0.0005773507,0.0002116714,0.0002917406,0.00025400697],"domain_scores_gemma":[0.99946624,0.00003205957,0.00012162563,0.00024315352,0.00004135209,0.00009556714],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004150664,0.00019016174,0.00037775224,0.00018337349,0.00002882425,0.00003688847,0.00012371552,0.00021438574,0.000015143938],"category_scores_gemma":[0.000022108861,0.00018907593,0.0000557954,0.0001779214,0.000028240367,0.0002105363,0.000008019485,0.00022619197,0.00003087122],"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":[0.000074625,0.00001375599,0.00020752904,0.00012428562,0.000059891096,0.0000026076275,0.0016917511,0.00518293,0.07134272,0.00009481023,0.9208263,0.00037879794],"study_design_scores_gemma":[0.02887497,0.00060481677,0.0040507107,0.0010863917,0.0003168996,0.00014252849,0.0038535069,0.09200588,0.045720533,0.000110129404,0.81972474,0.0035088705],"about_ca_topic_score_codex":0.0009971174,"about_ca_topic_score_gemma":0.00003978291,"teacher_disagreement_score":0.31405336,"about_ca_system_score_codex":0.000092016795,"about_ca_system_score_gemma":0.000025106428,"threshold_uncertainty_score":0.7710293},"labels":[],"label_agreement":null},{"id":"W2010757759","doi":"10.1109/cpre.2009.4982533","title":"Efficient applications of bus transfer schemes utilizing microprocessor based relaying technology","year":2009,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control 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; General Electric (Canada)","funders":"","keywords":"Microprocessor; Criticality; Computer science; Transfer (computing); Petrochemical; Technology transfer; Reliability engineering; Embedded system; Systems engineering; Engineering; Operating system","score_opus":0.008029255783888236,"score_gpt":0.20772842249129858,"score_spread":0.19969916670741034,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2010757759","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3403739,0.0005456498,0.6370789,0.0006702348,0.00008808118,0.0006361831,0.000005457098,0.0012664961,0.019335072],"genre_scores_gemma":[0.9988552,0.0000012534439,0.0009775459,0.000042545933,0.000022964874,0.000043402913,0.0000017988201,0.0000082790475,0.00004701127],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99944234,0.000005269373,0.00024872602,0.0000911069,0.00008037798,0.00013219273],"domain_scores_gemma":[0.99976015,0.000013921273,0.000014783232,0.00013627652,0.000051831175,0.000023013916],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007237209,0.00007992134,0.00013916036,0.00017052052,0.000039053924,0.000008677467,0.000096429234,0.000116409865,0.00003706632],"category_scores_gemma":[0.0000075893654,0.000074085154,0.000038834994,0.00041628533,0.00001544137,0.000014105764,0.0000019479369,0.000090576905,0.000017534036],"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":[0.000012933361,0.000101910504,0.00011574395,0.00012209493,0.000035521465,9.3906505e-7,0.00012786186,0.08341742,0.7441818,0.040422007,0.00011945779,0.13134228],"study_design_scores_gemma":[0.0012003189,0.00003956636,0.000119859986,0.00007102729,0.000022877986,0.000003902597,0.00036783342,0.6099986,0.37558982,0.00010992753,0.012254779,0.00022149114],"about_ca_topic_score_codex":0.0000031818388,"about_ca_topic_score_gemma":0.0000011046433,"teacher_disagreement_score":0.6584813,"about_ca_system_score_codex":0.00002379345,"about_ca_system_score_gemma":0.000016189315,"threshold_uncertainty_score":0.3021105},"labels":[],"label_agreement":null},{"id":"W2021698410","doi":"10.1007/bf02480874","title":"Appendix BELCAM Roofing Data Collection Protocol and integration with predictive tools","year":2003,"lang":"en","type":"article","venue":"Materials and Structures","topic":"Industrial Automation and Control 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":"Public Works and Government Services Canada","funders":"","keywords":"Solid mechanics; Protocol (science); Data collection; Engineering; Computer science; Mathematics; Statistics; Materials science; Medicine; Composite material; Pathology","score_opus":0.0193811589616463,"score_gpt":0.2333811954815527,"score_spread":0.2140000365199064,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2021698410","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95099527,0.000043815955,0.0109029105,0.00003475662,0.00068628736,0.03303965,0.00020752198,0.00034695212,0.0037428252],"genre_scores_gemma":[0.9965777,0.0000018570711,0.00034219673,0.000008402609,0.000087677494,0.00288822,0.000053272262,0.000011099072,0.000029598203],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99951017,0.000050919545,0.00014994944,0.00012952523,0.00007024901,0.00008920015],"domain_scores_gemma":[0.9997932,0.000013487296,0.000037577258,0.000112432856,0.000016754067,0.000026555415],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012862869,0.000100243036,0.00013792988,0.00003263683,0.00009418696,0.00024479502,0.000040074694,0.000055497483,0.00007924193],"category_scores_gemma":[0.00002615509,0.00007023122,0.0000032878527,0.000044645163,0.000016413847,0.00021725826,0.000011442328,0.000041229705,0.0000011069592],"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":[0.0014086744,0.000036638805,0.0012206696,0.0009248631,0.00039854547,0.00001216576,0.002361454,0.0028933124,0.8894164,0.035349008,0.007839492,0.058138765],"study_design_scores_gemma":[0.0152131235,0.0018987699,0.052888412,0.0006270199,0.00020420407,0.0004849626,0.0016555313,0.06437406,0.79568535,0.0070373793,0.058169875,0.0017612798],"about_ca_topic_score_codex":0.000041868938,"about_ca_topic_score_gemma":0.000031701282,"teacher_disagreement_score":0.09373103,"about_ca_system_score_codex":0.000013957858,"about_ca_system_score_gemma":0.000010929497,"threshold_uncertainty_score":0.2863946},"labels":[],"label_agreement":null},{"id":"W2033603176","doi":"10.5539/mas.v3n11p75","title":"Alteration of the Let-off and Take-up Machine of Loom SAURER 400","year":2009,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Industrial Automation and Control 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":"LOOM; Computer science; Object (grammar); Industrial engineering; Artificial intelligence; Engineering","score_opus":0.006808182094244066,"score_gpt":0.1873402095117847,"score_spread":0.18053202741754065,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2033603176","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89366233,0.00019667503,0.09024538,0.00028003482,0.00041453587,0.00046720664,0.000008984348,0.00008902372,0.0146358395],"genre_scores_gemma":[0.99978185,0.0000021143155,0.00007430044,0.000046973288,0.000026159436,0.0000032507544,3.6939312e-7,0.0000028226152,0.000062159306],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994186,0.0000063508955,0.00016433455,0.000091246315,0.0002235592,0.00009589638],"domain_scores_gemma":[0.9997492,0.000007941963,0.000046436697,0.00014781438,0.00002500313,0.000023632258],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023168401,0.00005577419,0.00009734278,0.00003887474,0.000060092134,0.000023395307,0.0001524761,0.000029302686,0.0000053568447],"category_scores_gemma":[0.00000850797,0.000039497347,0.000014692456,0.00019075359,0.000079252735,0.00006980125,0.000012263488,0.000055646477,0.0000017060427],"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":[0.000004972518,0.0000055658966,0.00005427782,0.00000731361,0.0000019380557,3.5231597e-8,0.00057296106,0.011228352,0.91581213,0.004756806,0.00004865768,0.067506954],"study_design_scores_gemma":[0.0003157298,0.000009917378,0.0059308712,0.0000111015825,0.0000035675694,9.703912e-7,0.000014426666,0.9322163,0.060411487,0.0008160585,0.00021633084,0.000053266816],"about_ca_topic_score_codex":0.00000868252,"about_ca_topic_score_gemma":0.000004038778,"teacher_disagreement_score":0.9209879,"about_ca_system_score_codex":0.000016264754,"about_ca_system_score_gemma":0.000020378351,"threshold_uncertainty_score":0.1610655},"labels":[],"label_agreement":null},{"id":"W2080754361","doi":"10.6000/1927-5129.2013.09.48","title":"Cost-Effective Micro Programmable Logic Controller for System Automation","year":2013,"lang":"en","type":"article","venue":"Journal of Basic & Applied Sciences","topic":"Industrial Automation and Control 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":"Computer science; Microcontroller; Automation; Computer hardware; Programmable logic controller; Embedded system; Byte; Controller (irrigation); Simplicity; Flash (photography); Operating system; Engineering","score_opus":0.025406744134270645,"score_gpt":0.24720982592111987,"score_spread":0.2218030817868492,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2080754361","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.48681214,0.0010397517,0.43925813,0.0013146275,0.005903471,0.023517642,0.000016706603,0.0009847605,0.041152783],"genre_scores_gemma":[0.99684757,0.0000013077669,0.0020187558,0.000047056492,0.00035243068,0.00067896163,5.151929e-7,0.0000087428625,0.000044656757],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99884266,0.00003439472,0.0004959617,0.00009986046,0.0002790618,0.00024807337],"domain_scores_gemma":[0.99921656,0.00017134042,0.0002954048,0.000055363413,0.00018475215,0.00007657165],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011141489,0.00011821472,0.00032264998,0.00014541803,0.00015729027,0.00022871848,0.0002050876,0.000079299185,0.000017637849],"category_scores_gemma":[0.000031180076,0.000082205,0.0001009791,0.00024109482,0.000058535847,0.00028462784,0.0000064863643,0.000108877255,0.000051952753],"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":[0.00015031884,0.000121454126,0.00019672683,0.0004700782,0.00037172105,0.0000037603904,0.0012920881,0.09981167,0.24027345,0.038180258,0.018870248,0.60025823],"study_design_scores_gemma":[0.0074754474,0.00066301407,0.0014494269,0.00027314518,0.00011109984,0.00011083641,0.0046034143,0.94502974,0.01903439,0.002144355,0.018622497,0.00048261657],"about_ca_topic_score_codex":0.000007660694,"about_ca_topic_score_gemma":0.0000013694772,"teacher_disagreement_score":0.84521806,"about_ca_system_score_codex":0.00014637248,"about_ca_system_score_gemma":0.000048998187,"threshold_uncertainty_score":0.33522227},"labels":[],"label_agreement":null},{"id":"W2083877773","doi":"10.1109/coase.2012.6386418","title":"Novel sensors for underground robotics","year":2012,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control 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":"McGill University","keywords":"Robotics; Artificial intelligence; Computer science; Geography of robotics; Future of robotics; Robot; Computer vision","score_opus":0.03723204564803064,"score_gpt":0.23218291891126192,"score_spread":0.19495087326323127,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2083877773","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008935302,0.00006281775,0.93449485,0.00026595694,0.00225442,0.00032921263,0.000005820041,0.00060568313,0.05304596],"genre_scores_gemma":[0.9938905,5.8400934e-7,0.0028068908,0.000045511155,0.0005030428,0.000013039456,0.000003198845,0.000013716379,0.0027234736],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996603,0.0000029429345,0.00010145574,0.000029129968,0.000045902823,0.00016026967],"domain_scores_gemma":[0.99983287,0.00003956724,0.0000089614405,0.000059494352,0.000014109838,0.00004502612],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008010833,0.000052308034,0.00006953293,0.000019732748,0.000023700328,0.000017430397,0.00002818545,0.00005449525,0.000032126678],"category_scores_gemma":[0.000010744438,0.000045990815,0.000030205378,0.000037252797,0.0000031539498,0.00008506212,0.0000025198262,0.000029174094,0.00007683009],"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":[0.0000116626325,0.00008693641,0.00046446236,0.0001101721,0.000191965,1.6392619e-7,0.00045766978,0.4017516,0.030289391,0.518644,0.041180324,0.0068116575],"study_design_scores_gemma":[0.0017068638,0.000019438978,0.00077280274,0.000011205374,0.000028641824,0.000012436238,0.00038509932,0.8559322,0.0021740724,0.00014420462,0.13849679,0.000316294],"about_ca_topic_score_codex":0.000007671242,"about_ca_topic_score_gemma":0.00000434778,"teacher_disagreement_score":0.98495525,"about_ca_system_score_codex":0.00003128219,"about_ca_system_score_gemma":0.0000032935518,"threshold_uncertainty_score":0.18754509},"labels":[],"label_agreement":null},{"id":"W2095235739","doi":"10.1139/s06-011","title":"Proposed water management and control device for water losses problem in Jordan","year":2006,"lang":"en","type":"article","venue":"Journal of Environmental Engineering and Science","topic":"Industrial Automation and Control 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":"Water storage; Water scarcity; Economic shortage; Environmental science; Control (management); Water supply; Water resources; Storage tank; Water tanks; Water pumping; Water conservation; Water level; Computer science; Environmental engineering; Water resource management; Engineering; Waste management","score_opus":0.0037798328862421538,"score_gpt":0.16106525445077266,"score_spread":0.15728542156453051,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2095235739","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9971814,0.00017019986,0.002118844,0.00006260331,0.00011791429,0.0002013693,0.0000017946446,0.000011716499,0.00013413031],"genre_scores_gemma":[0.99899644,0.000011374983,0.0008617914,0.000008109957,0.000051972813,0.0000057476773,4.213416e-7,0.0000071362792,0.000056994137],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993588,0.00000415779,0.00023763662,0.000073512485,0.0001356135,0.00019033588],"domain_scores_gemma":[0.9998879,0.000009487401,0.000018823479,0.000035503992,0.000004484491,0.000043813274],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035871836,0.00007900308,0.000120876604,0.0001226789,0.000040597377,0.000053399064,0.00006383976,0.000022923357,0.000003920601],"category_scores_gemma":[0.0000016053167,0.000049936945,0.00001785451,0.000032034328,0.00003938342,0.00019861721,0.000012201855,0.0000613361,0.0000010289017],"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":[0.000017677123,0.000026563668,0.00065818685,0.00010609841,0.00001637226,0.000012710524,0.00020514126,0.2247807,0.77231103,0.0001459867,0.00001569811,0.001703817],"study_design_scores_gemma":[0.008412792,0.00033771023,0.03910367,0.0002721961,0.000067043315,0.00025139784,0.00034369258,0.61893374,0.3192551,0.00039631588,0.012024694,0.00060164364],"about_ca_topic_score_codex":0.0000023808984,"about_ca_topic_score_gemma":6.519104e-7,"teacher_disagreement_score":0.45305592,"about_ca_system_score_codex":0.00006141534,"about_ca_system_score_gemma":0.0000021010912,"threshold_uncertainty_score":0.20363696},"labels":[],"label_agreement":null},{"id":"W2129003912","doi":"10.13031/aim.20131586740","title":"Design &amp;amp; Simulation of Automatic Control and Operation of Agricultural Wide-Span Implement Carrier (WSIC)","year":2013,"lang":"en","type":"article","venue":"2013 Kansas City, Missouri, July 21 - July 24, 2013","topic":"Industrial Automation and Control 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","keywords":"Automation; Computer science; Hydraulic machinery; PID controller; Hydraulic motor; Programmable logic controller; Controller (irrigation); Process (computing); Control engineering; Simulation; Engineering; Mechanical engineering; Temperature control","score_opus":0.02976955215572647,"score_gpt":0.2377598143592293,"score_spread":0.20799026220350283,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2129003912","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8348464,0.00084410945,0.1568574,0.0008993906,0.0009789772,0.0042763613,0.00018841308,0.00048113524,0.00062783674],"genre_scores_gemma":[0.9964374,0.000029131717,0.0018296872,0.000070207534,0.00020787955,0.00019177712,0.0000870982,0.000050459646,0.0010963661],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99712545,0.0002655559,0.0012595608,0.00032266072,0.0005404424,0.00048631488],"domain_scores_gemma":[0.9981185,0.00033485438,0.00041211356,0.0004363029,0.0004646211,0.00023360079],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00055330753,0.00043537206,0.0007663691,0.00019061948,0.00014076111,0.000162641,0.00025351514,0.0003114324,0.0007239149],"category_scores_gemma":[0.000115560375,0.0003637276,0.00015493447,0.00022056475,0.00006646652,0.0006313041,0.00003757336,0.00024638776,0.00045021364],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003979876,0.00013493499,0.0009712225,0.00046982281,0.000547402,7.880537e-7,0.0036366747,0.79493666,0.049414784,0.00010184085,0.14578797,0.003958109],"study_design_scores_gemma":[0.0067266165,0.00022441288,0.027929522,0.0003366027,0.00039173377,0.00001819954,0.00034373626,0.9254595,0.005162162,0.0003797816,0.03183753,0.0011901696],"about_ca_topic_score_codex":0.0011798233,"about_ca_topic_score_gemma":0.00018051521,"teacher_disagreement_score":0.16159101,"about_ca_system_score_codex":0.00011635531,"about_ca_system_score_gemma":0.000051049698,"threshold_uncertainty_score":0.99988145},"labels":[],"label_agreement":null},{"id":"W2134850084","doi":"10.3329/cerb.v13i2.3132","title":"Preparation of Rice Based ORS by Solution Method","year":2009,"lang":"en","type":"article","venue":"Chemical Engineering Research Bulletin","topic":"Industrial Automation and Control 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":"Bangladesh University of Engineering and Technology","keywords":"Absorption of water; Chemistry; Food science; Materials science; Chromatography; Composite material","score_opus":0.021150679887854795,"score_gpt":0.31596269194740245,"score_spread":0.29481201205954766,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2134850084","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11725685,0.0011729872,0.8616997,0.0051153926,0.00048702685,0.0014228916,0.000040429015,0.0019636147,0.010841108],"genre_scores_gemma":[0.99556893,0.0000028090626,0.0040979953,0.000021788834,0.00011520382,0.000033912867,0.000023552535,0.000017881839,0.00011794726],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988004,0.00005240864,0.00028522103,0.00014785046,0.00039377742,0.00032034155],"domain_scores_gemma":[0.9993332,0.00022299986,0.000021850252,0.00017451058,0.00014703149,0.000100385805],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008348097,0.00011116596,0.00018258582,0.00012287074,0.000026200876,0.000024632876,0.00015500461,0.00015832433,0.00008706906],"category_scores_gemma":[0.00051543646,0.000115354116,0.00005420435,0.00032040192,0.000015697506,0.0000324659,0.000010370854,0.00033352693,0.00005000177],"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":[0.000020320229,0.00002332073,4.0691188e-7,0.0000722618,0.000008963747,6.0429016e-7,0.00002747098,0.040593915,0.91435295,0.000115907525,0.04296841,0.0018154779],"study_design_scores_gemma":[0.00034542772,0.00003793302,0.000009765061,0.000041875843,0.0000027243245,9.611311e-7,0.0000040870223,0.52286845,0.4479238,0.000011197785,0.02866215,0.00009160127],"about_ca_topic_score_codex":0.000020309388,"about_ca_topic_score_gemma":3.9285908e-8,"teacher_disagreement_score":0.87831205,"about_ca_system_score_codex":0.0001353296,"about_ca_system_score_gemma":0.000018788263,"threshold_uncertainty_score":0.47040042},"labels":[],"label_agreement":null},{"id":"W2135728370","doi":"10.1109/procce.1988.82241","title":"A general purpose sequencer/controller: an alternative to ladder logic","year":2003,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control 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":"Compiler; Microprocessor; Programmable logic controller; Computer science; PID controller; Controller (irrigation); Programming language; Control unit; Process (computing); Computer hardware; Embedded system; Operating system; Control engineering; Engineering; Temperature control","score_opus":0.026811846619483916,"score_gpt":0.2456402891308224,"score_spread":0.21882844251133848,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2135728370","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":[0.43209773,0.00018552122,0.107755296,0.00063101336,0.0026705372,0.0019214576,0.000022941964,0.0019045465,0.45281094],"genre_scores_gemma":[0.9947572,0.0000015908684,0.00086360634,0.00062645227,0.0002703033,0.000087347566,0.0000023561254,0.000017855004,0.0033733004],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992314,0.000070147864,0.00019945778,0.0001408931,0.00012990521,0.00022821277],"domain_scores_gemma":[0.9996542,0.000014187783,0.000017081824,0.00013095098,0.000044613207,0.000138978],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015875945,0.00012756404,0.00017745794,0.00006974752,0.000041372037,0.000065072636,0.00010437257,0.00007141063,0.00053208135],"category_scores_gemma":[0.000028776398,0.00010455455,0.000043992317,0.00013023819,0.0000070006186,0.00013405127,0.000005020818,0.00008069664,0.00039281085],"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":[0.000049070575,0.0000912531,0.00026887155,0.000017512455,0.00025686793,0.000042349886,0.0015676462,0.4114798,0.075600475,0.46933746,0.014529172,0.02675954],"study_design_scores_gemma":[0.006272938,0.00038906664,0.00043843506,0.00002828207,0.00003652096,0.000057348956,0.0006034723,0.73969007,0.02230502,0.006094124,0.22293147,0.0011532309],"about_ca_topic_score_codex":0.00011300664,"about_ca_topic_score_gemma":0.00007427898,"teacher_disagreement_score":0.56265944,"about_ca_system_score_codex":0.00007536867,"about_ca_system_score_gemma":0.000016304464,"threshold_uncertainty_score":0.5825918},"labels":[],"label_agreement":null},{"id":"W2141380408","doi":"10.5539/cis.v2n3p87","title":"Study on the NN Decoupling Control System of Air-cushioned Headbox","year":2009,"lang":"en","type":"article","venue":"Computer and Information Science","topic":"Industrial Automation and Control 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":"Papermaking; Computer science; Decoupling (probability); Paper machine; Control theory (sociology); Control engineering; Artificial intelligence; Control (management); Mechanical engineering; Pulp and paper industry; Engineering","score_opus":0.012743448716105683,"score_gpt":0.21779788572946188,"score_spread":0.20505443701335618,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2141380408","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85173327,0.000011005125,0.14019774,0.00025099487,0.00060851313,0.00060659077,0.0000025491709,0.0001876094,0.0064017316],"genre_scores_gemma":[0.99963486,5.342788e-7,0.00004089703,0.0002684931,0.00004698084,0.000005619513,3.581142e-7,0.0000010627328,0.0000012041337],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99930036,0.000014196615,0.00029070306,0.000049089496,0.00024487652,0.00010077076],"domain_scores_gemma":[0.99963826,0.00004664859,0.000060897008,0.00012839255,0.00009087794,0.000034905137],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00066598423,0.00006127699,0.00010653828,0.00011410543,0.0001471438,0.00009974021,0.00015676528,0.000019208966,0.0000010153543],"category_scores_gemma":[0.000013834395,0.000039606326,0.000016062098,0.00027039513,0.000030299216,0.0009862051,0.000008898656,0.000053770895,0.000018070154],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007633303,0.00012379466,0.0020565458,0.0001306841,0.00006642336,0.0000018198743,0.02742721,0.5583097,0.0019169864,0.1822928,0.0019509615,0.22564673],"study_design_scores_gemma":[0.0006919386,0.0001458559,0.03138428,0.000040953535,0.000003160378,0.0000038514663,0.0009980752,0.9660788,0.00025630885,0.0000060094603,0.00032843638,0.00006231471],"about_ca_topic_score_codex":0.0000017593499,"about_ca_topic_score_gemma":1.3298258e-7,"teacher_disagreement_score":0.4077691,"about_ca_system_score_codex":0.000029567489,"about_ca_system_score_gemma":0.00001698373,"threshold_uncertainty_score":0.1615099},"labels":[],"label_agreement":null},{"id":"W2158417574","doi":"10.5281/zenodo.1084663","title":"A Condition Rating System For Wastewater Treatment Plants Infrastructures","year":2009,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Industrial Automation and Control 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":"Wastewater; Rating system; Environmental science; Sewage treatment; Waste management; Environmental engineering; Engineering; Environmental economics; Economics","score_opus":0.020418407358905225,"score_gpt":0.2179574596667436,"score_spread":0.19753905230783836,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2158417574","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7235949,0.00025735053,0.035026588,0.0008796106,0.0016904344,0.005474322,0.0021683632,0.013052522,0.2178559],"genre_scores_gemma":[0.9979125,0.0000043532896,0.00009275589,0.000022459837,0.00027528222,1.9879253e-7,0.0011937816,0.00034473225,0.00015390641],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99913156,0.000084749314,0.0002361811,0.0001615522,0.00014449818,0.00024146447],"domain_scores_gemma":[0.9995778,0.000013501396,0.00005196521,0.00016777054,0.00010761004,0.000081324724],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001782976,0.00012440486,0.00014642061,0.00012012628,0.00078989676,0.0004045547,0.00020274552,0.00006692017,0.0005993173],"category_scores_gemma":[0.00004586231,0.00011369264,0.00004534684,0.0001065054,0.000015311627,0.00014223921,0.000027436608,0.00007299787,0.0007048974],"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":[0.0003005029,0.00012745366,0.000003151761,0.00037926502,0.00030218283,0.000024422432,0.0057768594,0.022125993,0.22564012,0.014945123,0.20687394,0.523501],"study_design_scores_gemma":[0.002848661,0.00062839646,0.00034156692,0.00011427915,0.000026908585,0.00015673182,0.0010873433,0.051711306,0.017353978,0.0001453631,0.9252719,0.0003135102],"about_ca_topic_score_codex":0.0000045476936,"about_ca_topic_score_gemma":1.3634813e-7,"teacher_disagreement_score":0.71839803,"about_ca_system_score_codex":0.0002585081,"about_ca_system_score_gemma":0.0000016075344,"threshold_uncertainty_score":0.9060265},"labels":[],"label_agreement":null},{"id":"W2161799083","doi":"10.1109/ccece.1998.682567","title":"Diesel generation control system modernization","year":2002,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control 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":"Golder Associates (Canada)","funders":"","keywords":"SCADA; Upgrade; Programmable logic controller; Engineering; Control system; Diesel fuel; Controller (irrigation); Software; Embedded system; Systems engineering; Control engineering; Power station; Industrial control system; Automotive engineering; Computer science; Electrical engineering; Operating system","score_opus":0.023049674505856325,"score_gpt":0.1570578829812829,"score_spread":0.13400820847542658,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2161799083","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.018879578,0.00026690867,0.8327269,0.00017443301,0.0013996944,0.00043891306,0.0000067769997,0.0021781337,0.14392868],"genre_scores_gemma":[0.9980411,0.0000032910311,0.000049445065,0.00003925478,0.000442402,0.00003181283,0.0000056267845,0.000012839405,0.0013742485],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99954575,0.000021842718,0.00017459184,0.0000630293,0.00009790836,0.0000968995],"domain_scores_gemma":[0.9998236,0.000008309972,0.000016875141,0.00008594614,0.000035273977,0.000030048413],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000057217458,0.00006812666,0.00009548675,0.000037711732,0.00004734361,0.00004568847,0.00003708024,0.000064037515,0.00018486826],"category_scores_gemma":[0.000006398066,0.00006082999,0.00002321188,0.000066895176,0.000003015999,0.0001070551,0.0000015773387,0.000036549947,0.00043928818],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000032128853,0.000021022237,0.00018648762,0.000083912026,0.000103286,0.0000030551846,0.0004752253,0.8592688,0.024875944,0.035745833,0.054070864,0.025162363],"study_design_scores_gemma":[0.0005616153,0.000005437151,0.000026902015,0.000005721296,0.0000063556663,0.0000027890273,0.000040698273,0.9960205,0.00041346284,0.0000019175764,0.0028418915,0.00007270903],"about_ca_topic_score_codex":0.000009226336,"about_ca_topic_score_gemma":0.0000064352853,"teacher_disagreement_score":0.9791615,"about_ca_system_score_codex":0.00006624168,"about_ca_system_score_gemma":0.0000013168747,"threshold_uncertainty_score":0.56463075},"labels":[],"label_agreement":null},{"id":"W2299855010","doi":"10.1109/tcsi.2009.2022778","title":"Guest Editorial Special Issue on ISCAS 2008","year":2009,"lang":"en","type":"editorial","venue":"IEEE Transactions on Circuits and Systems I Regular Papers","topic":"Industrial Automation and Control 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":"Computer science; Library science","score_opus":0.007635660498152321,"score_gpt":0.20407293082213018,"score_spread":0.19643727032397787,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2299855010","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000017624005,0.0002864752,0.00043058855,0.000047920887,0.96667975,0.0009591631,0.0005132748,0.0005544592,0.03051077],"genre_scores_gemma":[0.00788212,0.00029925889,7.786644e-7,0.00002150272,0.98178244,0.0001324659,0.00007798195,0.00014461695,0.009658836],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9960143,0.00022715473,0.0009326496,0.0006782831,0.0015490773,0.0005985293],"domain_scores_gemma":[0.9983038,0.00032935935,0.00019445702,0.0006046715,0.00018842607,0.00037931112],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0004941575,0.0007971602,0.0011238799,0.00040080593,0.00038163722,0.00040188548,0.00030723578,0.0024079722,0.00011482246],"category_scores_gemma":[0.0000458596,0.0007697789,0.00033055482,0.00025965297,0.0000691164,0.00014481704,8.343655e-7,0.00154889,0.00035432828],"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":[0.000038057227,0.000054949254,3.0317192e-8,0.00017674634,0.00024298723,0.000020521398,0.00017120251,0.010797331,0.000298347,0.000016652137,0.97148407,0.01669912],"study_design_scores_gemma":[0.0017736099,0.00033494068,6.536079e-7,0.0006191702,0.00014955908,0.0000135235005,0.0001274208,0.0007239291,0.00014502826,0.000002200807,0.99534553,0.0007644463],"about_ca_topic_score_codex":0.00011834369,"about_ca_topic_score_gemma":0.00006165707,"teacher_disagreement_score":0.023861462,"about_ca_system_score_codex":0.00042352467,"about_ca_system_score_gemma":0.00019070049,"threshold_uncertainty_score":0.9994753},"labels":[],"label_agreement":null},{"id":"W2316438642","doi":"10.1115/imece2003-42281","title":"Ethernet-Based Intelligent Switching of Controllers for Performance Improvement in an Industrial Plant","year":2003,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control 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":"Supervisor; Ethernet; Controller (irrigation); Control engineering; Supervisory control; Scheme (mathematics); Computer science; Industrial Ethernet; Intelligent control; Embedded system; Engineering; Control (management); Computer network; Artificial intelligence","score_opus":0.03639511893760645,"score_gpt":0.2258746842718165,"score_spread":0.18947956533421006,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2316438642","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97841,0.000020084255,0.018193822,0.000021395945,0.00057439087,0.0009423728,0.000008013208,0.00008716613,0.0017427627],"genre_scores_gemma":[0.99962234,0.000001297828,0.00012797203,0.000038755683,0.000062002815,0.00009549915,0.0000065266336,0.000014140651,0.00003144025],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991574,0.000031577674,0.00042437183,0.00009467665,0.000107541775,0.00018443193],"domain_scores_gemma":[0.9997047,0.00006170867,0.00005542784,0.0001080344,0.00002592411,0.00004419242],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004818312,0.00010687036,0.00022141004,0.000098568744,0.000019441206,0.000016758793,0.000074373376,0.000111805406,0.000043207656],"category_scores_gemma":[0.000030398753,0.00009202077,0.000045455665,0.000081637314,0.0000041604994,0.00007033026,0.0000020756215,0.000107161104,0.0000026317891],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006746768,0.00021752164,0.006328807,0.00020110876,0.00013117681,0.0000013727418,0.0009591716,0.7342766,0.09846664,0.0069937273,0.000447003,0.1513022],"study_design_scores_gemma":[0.0053999675,0.00027474057,0.00007471511,0.000048781574,0.000007708302,2.8227302e-7,0.00034278136,0.9030548,0.08811135,0.000015956864,0.0025234595,0.00014548472],"about_ca_topic_score_codex":0.00006264898,"about_ca_topic_score_gemma":0.00010273719,"teacher_disagreement_score":0.1687782,"about_ca_system_score_codex":0.00008585927,"about_ca_system_score_gemma":0.000048636317,"threshold_uncertainty_score":0.3752498},"labels":[],"label_agreement":null},{"id":"W2331858554","doi":"10.3166/jesa.41.963-990","title":"Commande des systèmes hybrides rapides. Applications aux systèmes mécatroniques","year":2007,"lang":"fr","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"Industrial Automation and Control 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":"Physics; Humanities; Computer science; Art","score_opus":0.025427324846813926,"score_gpt":0.2655824821889897,"score_spread":0.2401551573421758,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2331858554","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13299742,0.21549748,0.5675946,0.0023589882,0.010267793,0.004439431,0.00033015083,0.004860712,0.06165347],"genre_scores_gemma":[0.96449834,0.0037581073,0.010431424,0.00018924706,0.0056144744,0.00020079565,0.000041533018,0.00043021166,0.014835837],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99040663,0.0011882547,0.0038517043,0.0007557961,0.0013712919,0.0024262925],"domain_scores_gemma":[0.9939622,0.0010796859,0.0015117609,0.0010167987,0.0011873838,0.0012421504],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.005021233,0.0013272549,0.0019138831,0.0010973037,0.0022272577,0.0019825797,0.0013322192,0.00078883243,0.0007928571],"category_scores_gemma":[0.00053321174,0.001320618,0.0009546057,0.0014267837,0.0009458113,0.00180022,0.00020701939,0.0017981019,0.0015130172],"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":[0.000087494365,0.00036130202,0.002994399,0.003928726,0.0017286512,0.00056766625,0.0028384053,0.00781818,0.0031799753,0.04458299,0.025400287,0.9065119],"study_design_scores_gemma":[0.00912915,0.0013077019,0.37335318,0.019773006,0.0026433133,0.026775748,0.00711911,0.123169556,0.00793054,0.08386233,0.33885857,0.0060778023],"about_ca_topic_score_codex":0.0011857984,"about_ca_topic_score_gemma":0.0005454545,"teacher_disagreement_score":0.90043414,"about_ca_system_score_codex":0.0036114373,"about_ca_system_score_gemma":0.0007648334,"threshold_uncertainty_score":0.99994785},"labels":[],"label_agreement":null},{"id":"W2340333350","doi":"10.1007/978-3-319-26453-0_18","title":"Erratum to: Informatics in Control, Automation and Robotics","year":2016,"lang":"en","type":"erratum","venue":"Lecture notes in electrical engineering","topic":"Industrial Automation and Control 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":"Carleton University","funders":"","keywords":"Robotics; Automation; Informatics; Artificial intelligence; Computer science; Control (management); Engineering; Robot; Mechanical engineering; Electrical engineering","score_opus":0.004399711615272698,"score_gpt":0.19246393701769732,"score_spread":0.18806422540242462,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2340333350","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00056695915,0.0029176339,0.97793114,0.000565463,0.0129336305,0.0012424582,0.000025651554,0.0010372906,0.0027797953],"genre_scores_gemma":[0.9924697,0.00037922463,0.003166393,0.0003878386,0.0024787849,0.00023357703,0.000079688834,0.00025134417,0.0005534138],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978836,0.000035596615,0.0008812141,0.00021309563,0.00030565757,0.00068079395],"domain_scores_gemma":[0.9991677,0.00033175532,0.00007959585,0.00023347315,0.000041785832,0.00014569119],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00026053708,0.0004816979,0.0007730709,0.00094330887,0.000023565415,0.00009781181,0.00020876313,0.0011017807,0.000006764443],"category_scores_gemma":[0.00074285927,0.00043559118,0.00006831185,0.00090531685,0.000009593421,0.000147888,0.000025123658,0.0015372339,0.000023327542],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009832374,0.000008891088,0.00003817594,0.00022840792,0.00003669142,0.000010401254,0.0002031923,0.9637457,0.00036364511,0.0001554812,0.010176482,0.025023103],"study_design_scores_gemma":[0.0010190649,0.00005323297,0.00042504052,0.00060760626,0.000017083445,0.000013080756,0.0000012054658,0.9786656,0.00005108518,0.00014459199,0.018467424,0.00053498213],"about_ca_topic_score_codex":0.000019312185,"about_ca_topic_score_gemma":0.00006936637,"teacher_disagreement_score":0.99190277,"about_ca_system_score_codex":0.0005996698,"about_ca_system_score_gemma":0.00007495653,"threshold_uncertainty_score":0.99980956},"labels":[],"label_agreement":null},{"id":"W2346415332","doi":"10.5539/cis.v9n2p112","title":"Anfis Based Material Flow Rate Control System for Weigh Feeder Conveyor","year":2016,"lang":"en","type":"article","venue":"Computer and Information Science","topic":"Industrial Automation and Control 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":"Computer science; Adaptive neuro fuzzy inference system; Controller (irrigation); Microcontroller; Fuzzy control system; Set (abstract data type); Fuzzy logic; Point (geometry); Control system; Control theory (sociology); Control engineering; Control (management); Artificial intelligence; Computer hardware; Mathematics; Engineering","score_opus":0.006307730083386931,"score_gpt":0.17867969141450282,"score_spread":0.1723719613311159,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2346415332","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01483117,0.0000053307976,0.979626,0.00020241732,0.0032272283,0.0004302351,0.00006015215,0.00028568893,0.0013317876],"genre_scores_gemma":[0.9984721,0.0000010069002,0.00090647774,0.00034123653,0.00021067091,0.00004522047,0.000005034745,0.0000037368475,0.000014496708],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999287,0.000015610747,0.00029539346,0.000078798585,0.00014035126,0.00018281095],"domain_scores_gemma":[0.99953926,0.00006323624,0.000058295198,0.0001037577,0.00015874559,0.00007668147],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005496197,0.000088868226,0.00013082493,0.00012729959,0.00009816373,0.00021929921,0.00013168766,0.000043376644,0.000023936069],"category_scores_gemma":[0.000017206788,0.000058575464,0.000024617433,0.00009757202,0.000064840344,0.0022370475,0.000011483043,0.000019391664,0.000051071063],"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":[0.0004909401,0.000028946813,0.0004228281,0.0014118017,0.00010794008,0.0000017655098,0.0022310219,0.0423045,0.06791658,0.10265979,0.0431405,0.7392834],"study_design_scores_gemma":[0.0020867987,0.000032672386,0.00065394945,0.000050532028,0.0000034269647,0.000003262323,0.000015849886,0.96754366,0.0031073561,0.000004746338,0.026394727,0.00010299741],"about_ca_topic_score_codex":0.0000024595238,"about_ca_topic_score_gemma":1.4550793e-7,"teacher_disagreement_score":0.98364097,"about_ca_system_score_codex":0.000107445754,"about_ca_system_score_gemma":0.0000582926,"threshold_uncertainty_score":0.23886381},"labels":[],"label_agreement":null},{"id":"W2352478725","doi":"","title":"Design and Implementation of Management Information System for Auto 4S Shops","year":2007,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Industrial Automation and Control 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":"Computer science; Plan (archaeology); Set (abstract data type); Management system; Engineering management; Process management; Operations management; Business","score_opus":0.008153101529800763,"score_gpt":0.22811867374646078,"score_spread":0.21996557221666002,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2352478725","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":[0.0024233959,0.000020709593,0.9947617,0.000023166229,0.000033424967,0.0021168112,0.000012770093,0.00018938222,0.0004186473],"genre_scores_gemma":[0.83584344,0.000002508876,0.16313717,0.000028609174,0.00007934533,0.0008326049,0.00005347958,0.000010224239,0.0000126098475],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99943256,0.000006384515,0.0003360728,0.0000621143,0.00005620069,0.0001066815],"domain_scores_gemma":[0.9997502,0.000029111445,0.00006244546,0.000081090955,0.00005014635,0.000027012951],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025147118,0.00006815672,0.000088875415,0.000110986206,0.000053252923,0.00003040888,0.00006367641,0.000038491253,0.0000017821243],"category_scores_gemma":[5.5981925e-8,0.00007244895,0.000021478947,0.000110689194,0.000006166066,0.00011925193,0.000011064049,0.000022486882,0.000009522212],"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":[0.000008971076,0.000008197588,0.000039975956,0.00058341416,0.00007949566,8.2816435e-8,0.00078180066,0.00497147,0.005200648,0.021066807,0.0016191192,0.96564],"study_design_scores_gemma":[0.0049564997,0.00008006967,0.007120638,0.000102505204,0.00013376457,0.00002099296,0.0037058503,0.29174557,0.063266285,0.00022551631,0.6281213,0.0005210137],"about_ca_topic_score_codex":0.0000062463787,"about_ca_topic_score_gemma":0.0000015446359,"teacher_disagreement_score":0.965119,"about_ca_system_score_codex":0.000058709214,"about_ca_system_score_gemma":0.0000051263955,"threshold_uncertainty_score":0.29543826},"labels":[],"label_agreement":null},{"id":"W2357047477","doi":"","title":"Realization of PLC and the Position Machine Serial Communication in Automatic Weighing System","year":2008,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Industrial Automation and Control 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":"Computer science; Serial communication; Siemens; Protocol (science); Serial port; Realization (probability); Communications protocol; Computer hardware; Reading (process); Embedded system; Operating system","score_opus":0.005237799465533194,"score_gpt":0.17902357175063238,"score_spread":0.1737857722850992,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2357047477","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1730442,0.0008764509,0.8200021,0.00035097223,0.000073981886,0.0024981152,0.000024521332,0.00056287873,0.0025668147],"genre_scores_gemma":[0.9962887,0.000041103063,0.0032028388,0.000020651378,0.00006390312,0.00030705525,0.000055835902,0.000011388963,0.000008505061],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992953,0.0000939711,0.000379801,0.00008177605,0.000071086164,0.00007806357],"domain_scores_gemma":[0.99959046,0.0000721355,0.00008546135,0.00019781735,0.000036331374,0.000017777633],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020408332,0.00007976452,0.00016802388,0.000079465644,0.00012330705,0.000021598382,0.00013230646,0.000059098165,0.0000018062179],"category_scores_gemma":[6.3496145e-7,0.00006654947,0.000026417438,0.00020959425,0.00005054802,0.000083748346,0.000024203404,0.000080741745,0.000006307638],"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":[0.00014768912,0.00029971713,0.0025513482,0.0019778477,0.00033964097,0.000003841913,0.025551712,0.0957548,0.036724728,0.587859,0.0033261948,0.24546348],"study_design_scores_gemma":[0.0025564018,0.0000071500094,0.0034540726,0.00013322626,0.000020067477,0.00006600324,0.00012676304,0.98909,0.00076645176,0.00029019246,0.0033637488,0.00012592261],"about_ca_topic_score_codex":0.0001678068,"about_ca_topic_score_gemma":0.000028369166,"teacher_disagreement_score":0.8933352,"about_ca_system_score_codex":0.0000617593,"about_ca_system_score_gemma":0.000010274065,"threshold_uncertainty_score":0.27138087},"labels":[],"label_agreement":null},{"id":"W2359161250","doi":"","title":"An Application ot PowerFlex700 Frequency Converter in ControlNet","year":2008,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Industrial Automation and Control 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":"Computer science; Line (geometry); Automatic frequency control; Electrical engineering; Telecommunications; Engineering","score_opus":0.007027830553483031,"score_gpt":0.20349837838176899,"score_spread":0.19647054782828596,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2359161250","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0503392,0.00016495548,0.9430575,0.00016961237,0.000057154673,0.0015563311,0.000025103742,0.0007551619,0.003875029],"genre_scores_gemma":[0.99317515,0.000009488877,0.0048868335,0.0002510244,0.00028378793,0.0012275418,0.000092872484,0.000028232575,0.000045074838],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99901044,0.000031970652,0.00039029046,0.00024085153,0.00009772287,0.00022870691],"domain_scores_gemma":[0.999466,0.000023912195,0.000044993256,0.00033023857,0.000049867558,0.00008497591],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008841024,0.00015712072,0.00020554301,0.00013586297,0.00009038251,0.000032527023,0.00026469992,0.00012645782,0.000034532735],"category_scores_gemma":[2.134488e-7,0.00017022529,0.000045593042,0.00027627187,0.000033151013,0.00017230715,0.000010027025,0.00015530564,0.00042352936],"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":[0.000027296226,0.0007500771,0.015165831,0.00011261611,0.00014611923,0.000015686304,0.0034089347,0.01664226,0.45337075,0.034963865,0.012634263,0.4627623],"study_design_scores_gemma":[0.003726468,0.000060730654,0.03043243,0.000023876359,0.000018823048,0.00011693168,0.00007249894,0.47685394,0.0036429116,0.001376809,0.4828231,0.0008514717],"about_ca_topic_score_codex":0.00010092868,"about_ca_topic_score_gemma":0.00004131996,"teacher_disagreement_score":0.9428359,"about_ca_system_score_codex":0.00009546288,"about_ca_system_score_gemma":0.000026727506,"threshold_uncertainty_score":0.6941586},"labels":[],"label_agreement":null},{"id":"W2361504852","doi":"","title":"Design of Remote Multiple Physiological Parameter Monitoring System Based on OPC XML-DA","year":2010,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Industrial Automation and Control 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":"Computer science; XML; Hoist (device); Wireless; OPC Data Access; Real-time computing; Embedded system; Operating system; Software","score_opus":0.026924738294422268,"score_gpt":0.2282867059393495,"score_spread":0.20136196764492723,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2361504852","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":[0.04920583,0.000008758094,0.94906074,0.000024077897,0.00015585743,0.00087425945,0.000009690252,0.00045452884,0.00020628527],"genre_scores_gemma":[0.86369634,3.704892e-7,0.13572374,0.000016338005,0.0003413836,0.00018536592,0.000008544076,0.00001782652,0.000010066032],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99921834,0.00003569653,0.00030384454,0.00018091791,0.000098426564,0.00016276597],"domain_scores_gemma":[0.99934953,0.00017361561,0.00006339146,0.00030293994,0.00005567164,0.00005482494],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012236582,0.00013925474,0.0002031046,0.000070921684,0.00006861518,0.000037216407,0.00021783802,0.00014237844,0.000005607093],"category_scores_gemma":[0.0000019754045,0.00012473692,0.0000668927,0.00014877772,0.000021115446,0.000032630043,0.000014919555,0.00021255559,0.00008919117],"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":[0.000010341324,0.000049889313,0.000064338106,0.000072998446,0.000026691048,5.418257e-7,0.0000563241,0.14389552,0.7832717,0.00024556354,0.0003663428,0.071939774],"study_design_scores_gemma":[0.00054937456,0.000022894463,0.00061224925,0.000044658544,0.0000090950025,0.0000025146446,0.000012201996,0.9372326,0.052646566,0.000015095261,0.008712653,0.00014010016],"about_ca_topic_score_codex":0.00001159452,"about_ca_topic_score_gemma":3.6275574e-7,"teacher_disagreement_score":0.81449056,"about_ca_system_score_codex":0.00003718368,"about_ca_system_score_gemma":0.000012131411,"threshold_uncertainty_score":0.5086624},"labels":[],"label_agreement":null},{"id":"W2361747711","doi":"","title":"Development and application of monitoring and control system for salad oil automation production line","year":2004,"lang":"en","type":"article","venue":"Zhongguo youzhi","topic":"Industrial Automation and Control 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":"Automation; Manufacturing engineering; Production line; Production (economics); Control (management); Computer science; Production system (computer science); Process engineering; Control system; Process automation system; Line (geometry); Monitoring and control; Oil production; Engineering; Control engineering; Petroleum engineering; Mathematics; Artificial intelligence; Operating system","score_opus":0.010285299296762493,"score_gpt":0.2081319359718589,"score_spread":0.1978466366750964,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2361747711","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90468377,0.0002811345,0.093375504,0.000073260766,0.0005798828,0.0004950152,0.0000061468604,0.00037870638,0.00012657458],"genre_scores_gemma":[0.9964615,0.0000053534845,0.0029743584,0.0000013009136,0.00029080283,0.00021811113,0.000008040475,0.000014997931,0.00002554272],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993759,0.00000889126,0.00029812384,0.000121051125,0.00009515772,0.00010088844],"domain_scores_gemma":[0.999727,0.000015039237,0.000080183134,0.000081364116,0.00006267389,0.000033714805],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020513362,0.000091714624,0.00016164673,0.000064915075,0.00006687595,0.000021170054,0.000029650351,0.00007391521,1.608736e-7],"category_scores_gemma":[0.000020176918,0.000090964975,0.000015475469,0.0000741098,0.000010868466,0.000101971134,0.000004293694,0.000039306953,0.0000020453572],"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":[0.0000697749,0.00004442872,0.0015950974,0.0026015195,0.00017284801,5.6003637e-7,0.0028477653,0.0590548,0.4371829,0.0038908026,0.00001421569,0.49252528],"study_design_scores_gemma":[0.011803908,0.00013692278,0.027519511,0.0012499571,0.00017535065,0.00005753648,0.0020892618,0.25948215,0.6897386,0.00011646419,0.0068263654,0.0008039726],"about_ca_topic_score_codex":0.000023468909,"about_ca_topic_score_gemma":0.0000048989377,"teacher_disagreement_score":0.4917213,"about_ca_system_score_codex":0.000098275246,"about_ca_system_score_gemma":0.00001546898,"threshold_uncertainty_score":0.37094438},"labels":[],"label_agreement":null},{"id":"W2364125569","doi":"","title":"Application and Implement of Multi-protocol Self-adaptation Gateway","year":2015,"lang":"en","type":"article","venue":"Automation and Instrumentation","topic":"Industrial Automation and Control 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":"Ovarian Cancer Canada","funders":"","keywords":"H.248; Gateway (web page); Protocol (science); Computer science; Communications protocol; Adaptation (eye); Gateway address; Profibus; Interface (matter); Computer network; Default gateway; Embedded system; Interior gateway protocol; Distributed computing; Fieldbus; Internet Protocol Control Protocol; Internet protocol suite; Engineering; User Datagram Protocol; Operating system; The Internet; Control system; Routing protocol; Routing (electronic design automation)","score_opus":0.028881817769262633,"score_gpt":0.2723886558770868,"score_spread":0.2435068381078242,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2364125569","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.75873035,0.000045303615,0.19742523,0.00024568164,0.00039964216,0.039337076,0.000022047629,0.0012311523,0.0025635113],"genre_scores_gemma":[0.9907787,0.0000042937486,0.0031478845,0.00002125629,0.000028081147,0.005960041,0.00004005375,0.00000958289,0.000010106973],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99930346,0.000037571383,0.00034190738,0.000095470896,0.00014387854,0.00007772636],"domain_scores_gemma":[0.9996775,0.0000112960815,0.0001150773,0.00006738903,0.00006944713,0.000059310998],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020874974,0.000087062275,0.00010663878,0.00009017033,0.000038262155,0.00003593409,0.000026410604,0.00005637833,0.0000075567254],"category_scores_gemma":[0.000009607847,0.000086927364,0.000012015451,0.000105499086,0.0000108568975,0.00032491973,0.000008126593,0.000033609318,0.000008023505],"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":[0.00005966393,0.00012140278,0.0054220418,0.00052381714,0.00011319927,3.1840344e-7,0.014811811,0.0077251424,0.027212625,0.017702976,0.00072472845,0.9255823],"study_design_scores_gemma":[0.0028248806,0.000065412205,0.0098807085,0.000016073853,0.000013356006,0.0000033604485,0.0015561286,0.9783488,0.004582072,0.00016236713,0.0024455048,0.00010136852],"about_ca_topic_score_codex":0.000065970744,"about_ca_topic_score_gemma":0.000018610906,"teacher_disagreement_score":0.9706236,"about_ca_system_score_codex":0.000063433064,"about_ca_system_score_gemma":0.000019656842,"threshold_uncertainty_score":0.3544795},"labels":[],"label_agreement":null},{"id":"W2378015566","doi":"","title":"Design of the Control System for the Integrated Unit of Air-conditioner and Hot-water Based on ATmega8","year":2007,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Industrial Automation and Control 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":"Computer science; Flow chart; Software; Air conditioning; Control unit; Control system; Software design; Control (management); Unit (ring theory); Code (set theory); Embedded system; Control engineering; Software development; Operating system; Programming language; Artificial intelligence; Electrical engineering; Mechanical engineering; Engineering","score_opus":0.01106373617753922,"score_gpt":0.19998733248466766,"score_spread":0.18892359630712843,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2378015566","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0052641947,0.000030440866,0.99240816,0.00016146761,0.000043788572,0.0018899363,0.000053513108,0.000069532056,0.00007898842],"genre_scores_gemma":[0.9969815,2.861651e-7,0.002410835,0.00009806987,0.0000650959,0.00039489567,0.000012726536,0.000012505609,0.000024068308],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994285,0.00003380243,0.0002803592,0.00008204019,0.000066623776,0.00010866741],"domain_scores_gemma":[0.9993254,0.0003001018,0.000061457926,0.00019489924,0.00009888663,0.000019264968],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030572226,0.00008855305,0.00013703428,0.000048691283,0.000096162104,0.000011941847,0.0001496763,0.000061908126,0.0000030076656],"category_scores_gemma":[6.768112e-7,0.000046853504,0.000051282408,0.00012141032,0.000038735103,0.000018733426,0.0000065730824,0.000066328495,0.0000041628023],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001379147,0.00010097113,0.00013431934,0.0003162169,0.0002997809,2.0221765e-7,0.00066678796,0.50825316,0.45304295,0.00781823,0.002210002,0.027019477],"study_design_scores_gemma":[0.0024609906,0.000044065782,0.0016621618,0.000091806614,0.00009127411,0.0000044232443,0.00019511656,0.77738774,0.1763879,0.000036532332,0.041501094,0.00013690045],"about_ca_topic_score_codex":0.000016492259,"about_ca_topic_score_gemma":0.000002993304,"teacher_disagreement_score":0.99171734,"about_ca_system_score_codex":0.000028095023,"about_ca_system_score_gemma":0.000013225188,"threshold_uncertainty_score":0.19106303},"labels":[],"label_agreement":null},{"id":"W2379135307","doi":"","title":"Study of Real-time of Modbus/TCP Protocol of Ethernet","year":2007,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Industrial Automation and Control 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":"Modbus; Computer science; Transmission Control Protocol; Computer network; Ethernet; Protocol (science); Industrial Ethernet; Embedded system; Ethernet Powerlink; ATA over Ethernet; Communications protocol; Ethernet flow control; Medicine","score_opus":0.01248582156027484,"score_gpt":0.25902144570437274,"score_spread":0.2465356241440979,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2379135307","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4485538,0.0000100976085,0.38249654,0.000017963284,0.000027548203,0.15641882,0.000029610412,0.00037565717,0.01206997],"genre_scores_gemma":[0.970091,2.5097094e-7,0.00572549,0.0000042110723,0.00009037251,0.023954943,0.000005837247,0.000021454225,0.00010648432],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99911183,0.000019159297,0.0005671189,0.000094674746,0.00010926893,0.00009792053],"domain_scores_gemma":[0.9994511,0.00004317117,0.00015122075,0.00022821485,0.00009884597,0.000027473028],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021099963,0.000083594496,0.00022663534,0.00009886119,0.000015033988,0.0000040632726,0.00017531248,0.00006454432,0.000023129009],"category_scores_gemma":[3.025891e-7,0.000081988896,0.000044199674,0.00024154347,0.00001813274,0.000026957197,0.000021323773,0.00005462188,0.000021042788],"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":[0.000059276656,0.0016482634,0.0015073204,0.0004987296,0.0002964902,7.66063e-7,0.0062382068,0.020393481,0.77746075,0.0022648931,0.0021893268,0.18744248],"study_design_scores_gemma":[0.015029418,0.0010090711,0.04797058,0.00028032358,0.00016641193,0.00001658855,0.0021742748,0.07152239,0.6749588,0.00041313187,0.1854096,0.0010494051],"about_ca_topic_score_codex":0.00008579581,"about_ca_topic_score_gemma":0.0000098729315,"teacher_disagreement_score":0.5215371,"about_ca_system_score_codex":0.000018685914,"about_ca_system_score_gemma":0.000012567493,"threshold_uncertainty_score":0.33434102},"labels":[],"label_agreement":null},{"id":"W2379436458","doi":"","title":"Singlechip System Bus-extending Technology Basing on AT89C51","year":2004,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control 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":"System bus; Computer science; Local bus; Control bus; Back-side bus; Embedded system; Computer hardware; Bus; CAN bus; Operating system; Automotive engineering; Electrical engineering; Engineering","score_opus":0.00712393752485597,"score_gpt":0.17691283478552813,"score_spread":0.16978889726067217,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2379436458","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.54055905,0.00023616536,0.08322695,0.0012251756,0.0038516456,0.0007535349,0.000005146454,0.012386767,0.35775557],"genre_scores_gemma":[0.999168,0.0000010005639,0.0003790775,0.00003776188,0.00019490872,0.0000160422,0.0000014388174,0.000026727323,0.00017509128],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99926084,0.000011737342,0.00023919079,0.00012845098,0.000118500495,0.00024126009],"domain_scores_gemma":[0.9997145,0.000018174082,0.000028776354,0.00017468247,0.000021011574,0.000042869407],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011245757,0.00012985113,0.00017740755,0.00024516645,0.00009131251,0.000048847196,0.000104324834,0.00017041783,0.00002008781],"category_scores_gemma":[0.000020000505,0.00011786471,0.000042933938,0.00029814188,0.000011949666,0.000065315566,0.000009517634,0.00016014471,0.00039071307],"study_design_candidate":"theoretical_or_conceptual","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":[0.000018709696,0.000044112156,0.00019737649,0.00017875692,0.0001234022,0.00005907883,0.00020870099,0.17486492,0.047495738,0.7118641,0.00060143345,0.064343646],"study_design_scores_gemma":[0.018442875,0.0008721226,0.001294758,0.005222988,0.00016223518,0.000930005,0.009346167,0.48699427,0.38414767,0.004133854,0.08466853,0.003784531],"about_ca_topic_score_codex":0.000022525372,"about_ca_topic_score_gemma":0.00000799009,"teacher_disagreement_score":0.7077303,"about_ca_system_score_codex":0.00035988016,"about_ca_system_score_gemma":0.000015143773,"threshold_uncertainty_score":0.50219566},"labels":[],"label_agreement":null},{"id":"W2381753603","doi":"","title":"Application of PLC Communication in Transformation of Electric Control System of 4m Vertical Lathe","year":2005,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control 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":"Siemens; Reliability (semiconductor); Control system; Transformation (genetics); Engineering; Control network; Process (computing); Function (biology); Control (management); Computer science; Electrical engineering; Operating system; Physics","score_opus":0.005369722243966021,"score_gpt":0.19184078491416182,"score_spread":0.1864710626701958,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2381753603","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7321808,0.0002731221,0.24726836,0.00017280909,0.000036797785,0.0009845415,0.0000074823374,0.0001467913,0.018929299],"genre_scores_gemma":[0.9998393,0.000006988539,0.000088776156,0.0000038830067,0.000012522746,0.000034262543,0.0000053719164,0.000005557435,0.000003307372],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999121,0.000052613166,0.0006026002,0.00003654586,0.000117048534,0.00007020782],"domain_scores_gemma":[0.9996452,0.00006102077,0.00006363587,0.00015585124,0.000060299797,0.000014037137],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002895499,0.000052669377,0.00020854363,0.00011434166,0.0000071363206,0.0000022179502,0.00009152836,0.000081769336,0.0000057154753],"category_scores_gemma":[0.000009418679,0.0000482335,0.000037025333,0.0002196693,0.000009351347,0.00009764834,0.0000017876316,0.00005878807,0.000005248928],"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":[0.00016229303,0.00018801873,0.0014696463,0.00089068845,0.0000980788,4.7523827e-8,0.0021830562,0.19986993,0.46962938,0.24980587,0.00005741054,0.0756456],"study_design_scores_gemma":[0.0013120642,0.000020814281,0.0023634091,0.00004705487,0.000012958067,6.627408e-7,0.00016203898,0.9392243,0.0566617,0.000014084814,0.00013950818,0.000041407075],"about_ca_topic_score_codex":0.0001149026,"about_ca_topic_score_gemma":0.00004004013,"teacher_disagreement_score":0.7393544,"about_ca_system_score_codex":0.00006584536,"about_ca_system_score_gemma":0.000010901539,"threshold_uncertainty_score":0.19669051},"labels":[],"label_agreement":null},{"id":"W2385456671","doi":"","title":"Research on Communication Method between PC and PLC Based on Socket Technology","year":2007,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Industrial Automation and Control 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":"Computer science; Winsock; Control (management); Embedded system; Operating system; Internet protocol suite; The Internet; Artificial intelligence","score_opus":0.0405851850906701,"score_gpt":0.35192552507657704,"score_spread":0.31134033998590693,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2385456671","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":[0.009713604,0.000070326154,0.97931737,0.0016476817,0.000014532723,0.0009260742,0.0000136131885,0.00053138076,0.007765438],"genre_scores_gemma":[0.941555,0.0000042662455,0.05762071,0.00015253211,0.00019797972,0.00033286223,0.000041157487,0.000025636242,0.000069813315],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991172,0.000080911435,0.0002471706,0.00018647786,0.00013797666,0.00023028479],"domain_scores_gemma":[0.9989228,0.00048888865,0.000031431722,0.00041848354,0.00008032593,0.00005806077],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009885569,0.00010446124,0.00014320885,0.00047095263,0.00022766863,0.000048283087,0.00027068413,0.00019119146,0.000006797854],"category_scores_gemma":[0.0000014716001,0.00010702958,0.00002520664,0.0005678279,0.000048035916,0.000028076001,0.00003889716,0.0004124584,0.00013325067],"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":[0.000010470959,0.00007371154,0.00040803623,0.000033460463,0.0000390219,5.3778905e-7,0.00016741177,0.0038422581,0.0068064705,0.022943797,0.005262362,0.96041244],"study_design_scores_gemma":[0.0012867213,0.00010555791,0.00600044,0.00008707831,0.000015944803,0.000004597691,0.00018417304,0.075956926,0.025759112,0.0024002225,0.88787436,0.0003248468],"about_ca_topic_score_codex":0.000012599973,"about_ca_topic_score_gemma":0.0000069158077,"teacher_disagreement_score":0.9600876,"about_ca_system_score_codex":0.00009497515,"about_ca_system_score_gemma":0.000013044448,"threshold_uncertainty_score":0.43645394},"labels":[],"label_agreement":null},{"id":"W2385476631","doi":"","title":"Researching Transpiantation of μC/OS-II in AVR Singlechip","year":2007,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Industrial Automation and Control 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":"Computer science; Embedded system; Process (computing); Software; Operating system; Real-time operating system; Computer hardware","score_opus":0.00867360156264738,"score_gpt":0.23362888386418115,"score_spread":0.22495528230153378,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2385476631","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21464105,0.00007368032,0.7778878,0.00007830001,0.000028784847,0.0006260966,0.00000750133,0.00016846618,0.00648831],"genre_scores_gemma":[0.98904216,0.0000031872044,0.010668741,0.000022299173,0.00012064808,0.00006908128,0.000017133863,0.000013913115,0.00004282193],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99924344,0.00001714018,0.0003611728,0.00010700279,0.00009634166,0.00017488818],"domain_scores_gemma":[0.99972165,0.00005456446,0.00003347452,0.0001180708,0.000035419096,0.000036836846],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032551493,0.00007451876,0.00012118052,0.00021382485,0.0000618547,0.000015878742,0.00010986179,0.00006777118,0.0000070390943],"category_scores_gemma":[5.690471e-7,0.000082035906,0.000036199755,0.0003802716,0.000015905169,0.000068350615,0.000011003883,0.00013359988,0.000019164096],"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":[0.000015022581,0.00012087382,0.00065353257,0.0001262225,0.000029740584,0.0000013894719,0.00310628,0.012140642,0.4719158,0.007821017,0.00054255256,0.5035269],"study_design_scores_gemma":[0.006494099,0.00016289929,0.070064954,0.00043662073,0.000042564,0.00004896126,0.0006356397,0.16728091,0.26401094,0.0031205676,0.48655042,0.0011514177],"about_ca_topic_score_codex":0.000046887875,"about_ca_topic_score_gemma":0.000098185854,"teacher_disagreement_score":0.7744011,"about_ca_system_score_codex":0.000056982593,"about_ca_system_score_gemma":0.000013743351,"threshold_uncertainty_score":0.3345327},"labels":[],"label_agreement":null},{"id":"W2388107863","doi":"","title":"Development of Process Monitoring System of Treatment Equipment for Recycling Crushed Waste Printed Circuit Board Based on Labview","year":2010,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Industrial Automation and Control 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":"Printed circuit board; Computer science; Process (computing); Fraction (chemistry); Interface (matter); Embedded system; Data acquisition; Software; Process engineering; Engineering; Operating system","score_opus":0.024776438519147643,"score_gpt":0.2583273432720234,"score_spread":0.23355090475287574,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2388107863","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.32127723,0.000037646692,0.6743178,0.000022305298,0.0002091151,0.0031812557,0.00002805075,0.0003062967,0.00062030915],"genre_scores_gemma":[0.94763124,8.162553e-7,0.049745843,0.0000035960127,0.00017842893,0.0023787338,0.000019060788,0.000024772775,0.000017488412],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989499,0.000010299873,0.0005967649,0.00017791681,0.000105384715,0.00015975082],"domain_scores_gemma":[0.9993829,0.000056085428,0.00015175928,0.00022897724,0.00012897023,0.000051312123],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013322156,0.00015416023,0.00028762664,0.00010936225,0.0000734808,0.000018254601,0.00016803338,0.000084608655,0.0000027624944],"category_scores_gemma":[7.742648e-7,0.00014336754,0.000079577105,0.00015047009,0.0000100553225,0.000026786834,0.00000967457,0.00007130547,0.0000073969886],"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":[0.000020588139,0.00020794054,0.00016987871,0.0015870191,0.00016884343,1.4490857e-7,0.0012485596,0.031197544,0.5771322,0.0010928438,0.000024886995,0.3871495],"study_design_scores_gemma":[0.0019492661,0.000069080445,0.000227265,0.0005868654,0.000049706196,0.0000013154356,0.00026949507,0.1548868,0.78449184,0.000011182073,0.057192523,0.0002646817],"about_ca_topic_score_codex":0.000004634258,"about_ca_topic_score_gemma":0.000003677782,"teacher_disagreement_score":0.62635404,"about_ca_system_score_codex":0.00018708837,"about_ca_system_score_gemma":0.000087559034,"threshold_uncertainty_score":0.58463585},"labels":[],"label_agreement":null},{"id":"W2389534119","doi":"","title":"Designation of Automatic Capule Filling Machine Control Systerm","year":2011,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control 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":"Scheme (mathematics); Automation; Software; Computer science; Jamming; Control system; Control (management); Automatic control; Electronic circuit; Embedded system; Computer hardware; Control engineering; Engineering; Electrical engineering; Mechanical engineering; Operating system; Artificial intelligence","score_opus":0.0235127439911393,"score_gpt":0.17982696015551106,"score_spread":0.15631421616437174,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2389534119","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2062781,0.0003886565,0.6265591,0.000028900633,0.0013503435,0.0011691091,0.00002774909,0.0018381034,0.16235995],"genre_scores_gemma":[0.9992687,0.0000010446422,0.00046334986,0.00001513349,0.000037952384,0.000022881855,0.0000029131952,0.00001313,0.00017490973],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99936634,0.000033609973,0.00032965155,0.000058006957,0.00010470377,0.00010768607],"domain_scores_gemma":[0.99972975,0.00003202087,0.00005569426,0.00011034733,0.000040012368,0.00003217711],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018538487,0.00008188347,0.00018542845,0.0000728435,0.000019562993,0.0000087243925,0.0000756406,0.00006440335,0.0004900508],"category_scores_gemma":[0.000016317095,0.000069468726,0.000042633965,0.00007586,0.0000073449464,0.00008661327,0.0000029227178,0.0000464209,0.000061166604],"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":[0.00022027855,0.0006474377,0.015052767,0.005804166,0.0027619302,0.000054639433,0.02076858,0.12534857,0.38694036,0.110317275,0.008605346,0.32347864],"study_design_scores_gemma":[0.00088441314,0.00002361914,0.0011709471,0.000055345143,0.000020636735,0.0000034577079,0.00006780089,0.9895764,0.007984033,0.000056776957,0.00006400194,0.00009257883],"about_ca_topic_score_codex":0.000124175,"about_ca_topic_score_gemma":0.000015409796,"teacher_disagreement_score":0.86422783,"about_ca_system_score_codex":0.000028463457,"about_ca_system_score_gemma":0.000007921869,"threshold_uncertainty_score":0.5365713},"labels":[],"label_agreement":null},{"id":"W2412969961","doi":"","title":"Principles of Operating Systems: Design and Applications","year":2008,"lang":"en","type":"book","venue":"Course Technology Press eBooks","topic":"Industrial Automation and Control 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":"Thomson Reuters (Canada)","funders":"","keywords":"Computer science","score_opus":0.036897909235355124,"score_gpt":0.22463061253726796,"score_spread":0.18773270330191283,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2412969961","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":[0.000055735887,0.015260181,0.05600562,0.000013871303,0.0003622278,0.0035311487,0.000060186503,0.0023444768,0.92236656],"genre_scores_gemma":[0.029953003,0.00045858425,0.0013236273,0.000009091306,0.0005394353,0.0029767577,0.000030750056,0.0002014616,0.9645073],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988974,0.000030469915,0.0005292075,0.00021950505,0.0001308547,0.0001925945],"domain_scores_gemma":[0.9991385,0.00006566862,0.00020174644,0.00044499722,0.00010894277,0.00004016792],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00014214628,0.00025662637,0.0005263988,0.00020140214,0.00008614623,0.000023138638,0.00028822428,0.0009530618,0.0000010876687],"category_scores_gemma":[0.00001182719,0.00026243867,0.000040749477,0.00002130217,0.0002249474,0.00002295099,0.000061599596,0.00041825898,0.0000057223433],"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":[0.0000061530163,0.000020684458,0.000006657049,0.000992977,0.00061078573,0.000020703279,0.0002222257,0.027922412,0.0010365093,0.9277241,0.0073288963,0.034107897],"study_design_scores_gemma":[0.00055963016,0.000043721124,0.0000012308508,0.0005489392,0.00013519285,0.000117239986,0.00005107734,0.050812073,0.0012377546,0.00019672564,0.9458923,0.00040416644],"about_ca_topic_score_codex":0.0000070593014,"about_ca_topic_score_gemma":0.0000010803235,"teacher_disagreement_score":0.93856335,"about_ca_system_score_codex":0.00006351821,"about_ca_system_score_gemma":0.000145094,"threshold_uncertainty_score":0.9999828},"labels":[],"label_agreement":null},{"id":"W2493113430","doi":"10.1109/mcs.2016.2558296","title":"IEEE Control Systems Society Enrollment [From the Editor]","year":2016,"lang":"en","type":"article","venue":"IEEE Control Systems","topic":"Industrial Automation and Control 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":"Montreal Heart Institute","funders":"","keywords":"Control (management); Computer science; Engineering management; Engineering; Artificial intelligence","score_opus":0.010155665684232061,"score_gpt":0.19177327752466158,"score_spread":0.18161761184042952,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2493113430","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.047967393,0.016999513,0.5220767,0.0041563697,0.3787363,0.013357748,0.0033930435,0.005610292,0.007702607],"genre_scores_gemma":[0.9542808,0.000043700526,0.0000025163272,0.00028023522,0.042834368,0.0011398902,0.0000067693204,0.00010830635,0.0013034438],"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99574727,0.00056645204,0.0013299686,0.00050934695,0.00095188135,0.000895059],"domain_scores_gemma":[0.99675035,0.0013994111,0.00035951406,0.00095387717,0.00025945046,0.0002773634],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0013517261,0.0005986151,0.001086561,0.000058109083,0.00030226473,0.000453707,0.0007251084,0.00052398426,0.0000375207],"category_scores_gemma":[0.00006655322,0.00034205584,0.00049700146,0.00019436845,0.00009389173,0.00031832926,0.0000122009615,0.0003399271,0.00091393956],"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":[0.00015509408,0.0000655117,0.0009822918,0.00015050611,0.0023724898,0.0000157075,0.00056545436,0.12508217,0.10682628,0.0011393123,0.7606321,0.0020130905],"study_design_scores_gemma":[0.018327134,0.0001151661,0.0003150809,0.0007517525,0.00026018725,0.000025809622,0.0006303187,0.5132901,0.00036123334,0.000024808234,0.46495134,0.0009470765],"about_ca_topic_score_codex":0.00095831277,"about_ca_topic_score_gemma":0.00002963295,"teacher_disagreement_score":0.90631336,"about_ca_system_score_codex":0.00056527846,"about_ca_system_score_gemma":0.00009846541,"threshold_uncertainty_score":0.99990314},"labels":[],"label_agreement":null},{"id":"W2496863075","doi":"","title":"Mobile asset data acquisition and decision making over the internet","year":2003,"lang":"en","type":"article","venue":"GEOMATICA","topic":"Industrial Automation and Control 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":"Humanities; Political science; The Internet; Telecommunications; Computer science; Art; World Wide Web","score_opus":0.01767107463002032,"score_gpt":0.2526870636273697,"score_spread":0.23501598899734938,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2496863075","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88349867,0.00073541777,0.09680524,0.000031716387,0.00092720933,0.00060905033,0.000041445357,0.00031670005,0.017034546],"genre_scores_gemma":[0.999135,0.0000061258747,0.0006505436,0.000066755354,0.000058645106,0.00001938242,0.000012866267,0.000009425885,0.000041210507],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999494,0.000033304448,0.00016720097,0.00009039538,0.00010992003,0.00010518317],"domain_scores_gemma":[0.999514,0.000105936975,0.000024269939,0.00032613456,0.000009426811,0.000020234414],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030690164,0.00006799051,0.00008724066,0.000024200945,0.000040599058,0.00009634947,0.00013959369,0.000048912258,0.00027342315],"category_scores_gemma":[0.00004777775,0.000047418413,0.0000122837555,0.00006202663,0.000011093808,0.0001260784,0.000037082045,0.00006348686,0.00008672694],"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":[0.000044812034,0.00008416738,0.002415561,0.00027275685,0.00034748265,0.000022122002,0.003504434,0.009784637,0.0019225142,0.038907193,0.30713257,0.63556176],"study_design_scores_gemma":[0.00065108616,0.00002933267,0.004355646,0.00017160006,0.000029007531,0.00003715855,0.0002486146,0.9071665,0.00008319198,0.0031224515,0.08393119,0.00017422154],"about_ca_topic_score_codex":0.0000040769,"about_ca_topic_score_gemma":0.000005045826,"teacher_disagreement_score":0.89738184,"about_ca_system_score_codex":0.000016739208,"about_ca_system_score_gemma":0.000004859852,"threshold_uncertainty_score":0.2993792},"labels":[],"label_agreement":null},{"id":"W2536348916","doi":"10.1109/mpe.2016.2598229","title":"Tales of Power System Failures: A Look at the Unusual, Strange, and Downright Bizarre Causes","year":2016,"lang":"en","type":"article","venue":"IEEE Power and Energy Magazine","topic":"Industrial Automation and Control 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":"Independent Electricity System Operator","funders":"","keywords":"Premise; Component (thermodynamics); Law and economics; Engineering; Epistemology; Computer science; Law; Philosophy; Sociology; Political science; Physics","score_opus":0.0063628600179563444,"score_gpt":0.1845824773234583,"score_spread":0.17821961730550195,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2536348916","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94939315,0.0052284133,0.002467847,0.0008034119,0.001886184,0.00021954806,0.00018277194,0.00044969158,0.039368995],"genre_scores_gemma":[0.995576,0.000112518894,0.000004586214,0.000027338188,0.00009454868,0.000017495642,0.0000022959496,0.00002157124,0.0041436036],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992129,0.0000407241,0.0002675524,0.0001487136,0.00014196288,0.00018812077],"domain_scores_gemma":[0.9995588,0.00008283768,0.000050537798,0.00019317446,0.00004225014,0.00007241428],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010638614,0.00016854805,0.00024120492,0.00006535703,0.00006850146,0.000030170911,0.00007881343,0.00010532482,0.00009559947],"category_scores_gemma":[0.0000073330802,0.00008787625,0.00004519624,0.00008376736,0.00009675193,0.000096545555,0.000019381203,0.000042776563,0.000026438243],"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":[0.00038433756,0.00011433109,0.002087427,0.000826726,0.0013440254,0.000104753584,0.0027357202,0.0015297246,0.76511997,0.074023314,0.124412365,0.027317319],"study_design_scores_gemma":[0.005553084,0.00031007951,0.005404289,0.0009747376,0.00015561774,0.0002847698,0.0008400355,0.0023092027,0.04561783,0.00009471782,0.93749,0.00096567],"about_ca_topic_score_codex":0.000070334594,"about_ca_topic_score_gemma":0.00030598036,"teacher_disagreement_score":0.8130776,"about_ca_system_score_codex":0.00003472513,"about_ca_system_score_gemma":0.000011820073,"threshold_uncertainty_score":0.35834894},"labels":[],"label_agreement":null},{"id":"W2555112769","doi":"10.1016/j.ifacol.2016.10.097","title":"Real-Time Simulation and Control of a SAG Mill","year":2016,"lang":"en","type":"article","venue":"IFAC-PapersOnLine","topic":"Industrial Automation and Control 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":"Université Laval","funders":"","keywords":"Toolbox; Mill; Programmable logic controller; Control engineering; Control (management); Industrial control system; Control system; Computer science; Control logic; Systems engineering; Embedded system; Engineering; Operating system; Computer hardware","score_opus":0.008659483896848582,"score_gpt":0.21512537271410126,"score_spread":0.20646588881725267,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2555112769","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9822183,0.00021423788,0.0116946325,0.00076614245,0.00028801162,0.0004544192,0.00015981517,0.00042616812,0.003778219],"genre_scores_gemma":[0.99780977,0.000021471922,0.0013429446,0.000024076604,0.00019301547,0.00000669655,0.0000050809936,0.000016936585,0.00058002595],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993816,0.00002996952,0.0002469794,0.000097243304,0.00011148162,0.00013271162],"domain_scores_gemma":[0.9995688,0.0001712481,0.000050944425,0.00011165147,0.000044458597,0.00005290673],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012330452,0.00010295993,0.00021765237,0.00005003649,0.000020995949,0.000008413177,0.000046218825,0.00009403748,0.00013760212],"category_scores_gemma":[0.000057162946,0.00007200898,0.000041182608,0.000060822822,0.000022395481,0.00008497749,0.0000050536905,0.000035559046,0.00005574915],"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":[0.00007560885,0.000021529288,0.00060368667,0.000045211673,0.00010023718,0.0000024957753,0.00025194944,0.012914471,0.93488866,0.00019038396,0.000018993967,0.050886776],"study_design_scores_gemma":[0.0053884983,0.000095304975,0.0041716746,0.0001465988,0.000047144953,0.0000042285524,0.000044448352,0.9845761,0.0031362101,0.00004191342,0.0020973338,0.00025053706],"about_ca_topic_score_codex":0.000029860814,"about_ca_topic_score_gemma":0.000006915272,"teacher_disagreement_score":0.9716616,"about_ca_system_score_codex":0.00002933886,"about_ca_system_score_gemma":0.000009764971,"threshold_uncertainty_score":0.2936441},"labels":[],"label_agreement":null},{"id":"W2566849155","doi":"10.5539/mas.v11n3p48","title":"Automation of a Cans Waste Sorting System Using the Ejector System","year":2016,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Industrial Automation and Control 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":"Sorting; Automation; Injector; Microcontroller; Automotive engineering; Bar (unit); Cartridge; Process engineering; Servomotor; Computer science; Hazardous waste; Environmental science; Waste management; Embedded system; Mechanical engineering; Engineering; Artificial intelligence","score_opus":0.016832713203074,"score_gpt":0.2071512265312481,"score_spread":0.1903185133281741,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2566849155","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40439606,0.000016712329,0.5875574,0.000018132288,0.00046154944,0.00037933435,0.0000056734148,0.00040818908,0.0067569823],"genre_scores_gemma":[0.99959123,1.3997862e-7,0.00021160948,0.0000039539427,0.00011838594,0.00003564367,1.6177034e-7,0.000012722442,0.000026139951],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99869657,0.000022935676,0.00039303672,0.00017297416,0.00044260267,0.00027186074],"domain_scores_gemma":[0.99939555,0.000045565583,0.00015250499,0.00028504382,0.000069552836,0.000051761668],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000835732,0.00010885067,0.00017892946,0.000100341116,0.00022231552,0.00005877452,0.00032660723,0.000050478047,0.000002574317],"category_scores_gemma":[0.00001610895,0.00006252356,0.000033935357,0.00038541242,0.00010434295,0.00014757559,0.000030760155,0.000051166804,0.000018681634],"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":[0.0000023089246,0.0000015434235,0.00001783478,0.00009551609,0.000006051412,1.9555733e-7,0.00049265433,0.029686991,0.9594299,0.007137708,0.0000058038167,0.003123482],"study_design_scores_gemma":[0.00023797595,0.0000032998885,0.000041448006,0.00019848214,0.000008715355,0.0000064288574,0.00116798,0.941196,0.057026785,0.000013552387,0.000013475419,0.00008585008],"about_ca_topic_score_codex":0.000045926216,"about_ca_topic_score_gemma":0.000006738369,"teacher_disagreement_score":0.91150904,"about_ca_system_score_codex":0.00043271916,"about_ca_system_score_gemma":0.000079015364,"threshold_uncertainty_score":0.25496367},"labels":[],"label_agreement":null},{"id":"W2585571345","doi":"10.23977/jeeem.2017.11004","title":"Drugstore Control System Design and Realization Based on Programmable Logic Controller (PLC)","year":2017,"lang":"en","type":"article","venue":"Journal of Electrotechnology Electrical Engineering and Management","topic":"Industrial Automation and Control 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":"Programmable logic controller; Ladder logic; Implementation; Computer science; Realization (probability); Embedded system; Control system; Scheme (mathematics); Control engineering; Protocol (science); Communications protocol; Controller (irrigation); Software; Computer hardware; Engineering; Software engineering; Operating system; Electrical engineering","score_opus":0.006755953942507286,"score_gpt":0.1891742609381359,"score_spread":0.18241830699562864,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2585571345","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0031313256,0.00082333613,0.9935191,0.00070005324,0.00022034398,0.00079453527,6.0833463e-7,0.0003833676,0.00042732406],"genre_scores_gemma":[0.99768674,0.00017864244,0.0019001968,0.000041680367,0.00007811662,0.000059276594,3.4504762e-7,0.000023574547,0.00003143058],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998963,0.000037176836,0.00037064558,0.00013556109,0.00017403263,0.0003195853],"domain_scores_gemma":[0.9994317,0.000062267616,0.00019364116,0.00017420456,0.00005968497,0.00007848883],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005245994,0.00018569686,0.0003961015,0.00037210863,0.00015175779,0.00011406917,0.00018689994,0.00017805742,7.981484e-7],"category_scores_gemma":[0.000085477426,0.00015628884,0.000052778032,0.00011784003,0.000026368907,0.00008576989,0.000011786424,0.00035379108,0.0000012601172],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005248101,0.000086091786,0.000053661603,0.00042617353,0.00077523635,0.0001938768,0.000017341948,0.74720865,0.0065185055,0.1495968,0.0010454701,0.0935534],"study_design_scores_gemma":[0.0033933453,0.00061319367,0.00015081788,0.00011772402,0.00009618056,0.00007250338,0.00000639237,0.99191624,0.0005494769,0.00015369584,0.0027775029,0.00015294988],"about_ca_topic_score_codex":0.0000028504644,"about_ca_topic_score_gemma":2.0824463e-7,"teacher_disagreement_score":0.9945554,"about_ca_system_score_codex":0.00015291326,"about_ca_system_score_gemma":0.000011459694,"threshold_uncertainty_score":0.6373274},"labels":[],"label_agreement":null},{"id":"W2590859123","doi":"10.15761/gimci.1000133","title":"Water activity as related to microorganisms in the manufacturing environment","year":2016,"lang":"en","type":"article","venue":"General Internal Medicine and Clinical Innovations","topic":"Industrial Automation and Control 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 Calgary","funders":"","keywords":"Microorganism; Environmental science; Business; Biology; Bacteria","score_opus":0.03639008012179894,"score_gpt":0.307363440397936,"score_spread":0.27097336027613705,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2590859123","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97200173,0.000011149683,0.0019889623,0.022723956,0.0005208276,0.00016743815,0.000002008482,0.000037405825,0.0025465302],"genre_scores_gemma":[0.9963092,0.000026528834,0.000025540292,0.0016115126,0.0003306035,0.000019093186,0.0000023042758,0.0000085165975,0.0016666589],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.99907476,0.00006396381,0.0004756753,0.00012474597,0.000115028815,0.00014584907],"domain_scores_gemma":[0.9996603,0.00012284379,0.000027610446,0.00012957524,0.000013105411,0.000046524245],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005574113,0.000090838876,0.00015539574,0.000077409466,0.000036039095,0.000013750231,0.00011273592,0.00008143612,0.00029707732],"category_scores_gemma":[0.00006191441,0.000040274335,0.000024914256,0.000069370275,0.000047388974,0.00005804377,0.000026551234,0.00019081091,0.00017396442],"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":[0.00009861736,0.00014698564,0.0065790177,0.000018322855,0.0002577836,0.00004869468,0.0024073166,0.0003167444,0.59712607,0.008625553,0.024802376,0.35957253],"study_design_scores_gemma":[0.013032545,0.001795369,0.29044482,0.0009152682,0.00013060546,0.00020383531,0.0011297351,0.0042438842,0.17889114,0.010360385,0.4977024,0.001150039],"about_ca_topic_score_codex":0.00010251967,"about_ca_topic_score_gemma":0.00001865008,"teacher_disagreement_score":0.4729,"about_ca_system_score_codex":0.000033819884,"about_ca_system_score_gemma":0.0000038636667,"threshold_uncertainty_score":0.32527882},"labels":[],"label_agreement":null},{"id":"W2611637324","doi":"10.12962/j25983806.v16.i1.33","title":"Studi Optimasi IPAL Komunal Kota Malang dengan Pendekatan Model Stella","year":2016,"lang":"id","type":"article","venue":"Jurnal Purifikasi","topic":"Industrial Automation and Control 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":"Encana (Canada)","funders":"","keywords":"Environmental science; STELLA (programming language); Forestry; Geography; Art","score_opus":0.02232704747297151,"score_gpt":0.2288574109299577,"score_spread":0.2065303634569862,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2611637324","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.78386056,0.0049530757,0.034024432,0.006042739,0.011951125,0.0029556311,0.0005268274,0.001690087,0.1539955],"genre_scores_gemma":[0.96468073,0.00020114513,0.000277648,0.00010510663,0.002348706,0.0000444741,0.000010204812,0.00014174066,0.03219027],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99592876,0.0002450993,0.0012123334,0.00058177643,0.0009277067,0.001104315],"domain_scores_gemma":[0.99810046,0.00018843728,0.00032698523,0.00067412225,0.00020820885,0.0005017819],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000835477,0.0006642265,0.0008229295,0.00026326923,0.0003239536,0.00034016388,0.0006828501,0.00055410306,0.00048265266],"category_scores_gemma":[0.00012268346,0.00051271665,0.000397081,0.00028571996,0.00009040435,0.0005616128,0.00013163529,0.00076060905,0.0017421548],"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":[0.0021759581,0.0017659765,0.013878275,0.0014951382,0.006740667,0.0018879414,0.008230867,0.1429118,0.31831524,0.06285071,0.13611667,0.30363074],"study_design_scores_gemma":[0.025364252,0.0009168261,0.015640695,0.0032461947,0.0010399224,0.0009482855,0.0019954601,0.7551267,0.012913197,0.00087013195,0.17687793,0.005060408],"about_ca_topic_score_codex":0.000036391237,"about_ca_topic_score_gemma":0.000032501783,"teacher_disagreement_score":0.6122149,"about_ca_system_score_codex":0.00054221286,"about_ca_system_score_gemma":0.00025936688,"threshold_uncertainty_score":0.99973243},"labels":[],"label_agreement":null},{"id":"W2753151372","doi":"10.31274/tsm416-180814-18","title":"Inventory Control Project","year":2017,"lang":"en","type":"report","venue":"","topic":"Industrial Automation and Control 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); Computer science; Environmental science; Artificial intelligence","score_opus":0.06236283239619707,"score_gpt":0.28846458619331383,"score_spread":0.22610175379711678,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2753151372","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":[0.000044525466,0.0007254783,0.0004592622,0.000027135,0.006853136,0.00068724615,0.000034529134,0.0008981268,0.99027056],"genre_scores_gemma":[0.6126506,0.00031557705,0.000013462446,0.000053316136,0.0065782233,0.00036480566,0.000093288414,0.00014848617,0.37978226],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988304,0.000026289834,0.00036069838,0.00014381896,0.00042876208,0.00021005531],"domain_scores_gemma":[0.9992083,0.000015580485,0.00013994644,0.00044648987,0.00014300412,0.00004669415],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044426727,0.00022335922,0.0004736113,0.00012439853,0.000066460154,0.0001212807,0.00023453643,0.00048500163,0.0001765613],"category_scores_gemma":[0.00011645656,0.00018921151,0.00016032845,0.00002469762,0.000016029522,0.00006895026,0.000010635214,0.0003140617,0.00030085232],"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":[0.0000023546759,0.0000044791063,0.00006290979,0.00019470757,0.00022563705,0.000012411711,0.000018579904,0.0000945793,0.000024874102,0.00006734397,0.98654324,0.012748902],"study_design_scores_gemma":[0.0005778157,0.000009391404,0.00006717938,0.00011544635,0.0000455208,0.000016104572,0.000007861141,0.010720229,0.000010388883,0.0000064512838,0.98819035,0.00023323522],"about_ca_topic_score_codex":0.00077528897,"about_ca_topic_score_gemma":0.000083626626,"teacher_disagreement_score":0.61260605,"about_ca_system_score_codex":0.00027035875,"about_ca_system_score_gemma":0.0007711755,"threshold_uncertainty_score":0.7715821},"labels":[],"label_agreement":null},{"id":"W2774575332","doi":"10.23977/jeis.2017.22011","title":"Design of an automatic production line for oil barrel renovation","year":2017,"lang":"en","type":"article","venue":"Journal of Electronics and Information Science","topic":"Industrial Automation and Control 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":"Barrel (horology); Polishing; Production line; Engineering; Process (computing); Production (economics); Process engineering; Oil production; Automotive engineering; Environmental pollution; Line (geometry); Waste management; Rock blasting; Environmental science; Petroleum engineering; Mechanical engineering; Computer science; Mining engineering","score_opus":0.021315273653296007,"score_gpt":0.2581799403811974,"score_spread":0.2368646667279014,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2774575332","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.820543,0.0001403111,0.17706741,0.00043222436,0.0010180877,0.00022133306,0.0000019003255,0.00003094883,0.0005448084],"genre_scores_gemma":[0.9977813,0.0000847585,0.0020196033,0.000012641946,0.000084851126,0.0000031486813,7.989467e-7,0.0000022003549,0.000010692105],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99919504,0.0000073648207,0.00044526497,0.000029950968,0.00021947372,0.00010287962],"domain_scores_gemma":[0.9987704,0.000014449121,0.00054674654,0.000110524394,0.0005223708,0.00003549869],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017903107,0.000045573957,0.000107274136,0.00018241517,0.00020621603,0.00016980399,0.00016822877,0.00003082881,0.0000014232313],"category_scores_gemma":[0.0003878341,0.000037155307,0.000016388749,0.00011220608,0.000045127446,0.0058121863,0.0000054538145,0.00006788374,4.924199e-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":[0.00005489448,0.000022576709,0.000022558499,0.00017705376,0.000022302558,8.520189e-8,0.0012793962,0.13829465,0.09987661,0.008220802,0.00020774118,0.75182134],"study_design_scores_gemma":[0.0004988185,0.0002738007,0.00047346015,0.000045445697,0.000008159616,0.000019719086,0.00007144523,0.97471154,0.021999951,0.0002461707,0.0015995615,0.000051913736],"about_ca_topic_score_codex":0.0000011454857,"about_ca_topic_score_gemma":7.272012e-7,"teacher_disagreement_score":0.8364169,"about_ca_system_score_codex":0.000057418834,"about_ca_system_score_gemma":0.00017410873,"threshold_uncertainty_score":0.4213695},"labels":[],"label_agreement":null},{"id":"W2782108633","doi":"","title":"An Overview of Embedded Systems and Prosthesis Technology","year":2010,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control 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 New Brunswick","funders":"","keywords":"Computer science; Engineering; Systems engineering","score_opus":0.02072208295738365,"score_gpt":0.25166945897204657,"score_spread":0.23094737601466292,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2782108633","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9894407,0.0007236855,0.0005556268,0.000074503994,0.00055295136,0.0003587928,0.0000039832476,0.0006590061,0.0076307827],"genre_scores_gemma":[0.99970746,0.00001075787,0.00010530744,0.0000047362055,0.00004318771,0.000022242644,6.473364e-7,0.00000784645,0.00009780028],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99965775,0.000011356965,0.00015392234,0.00005579358,0.00004832545,0.00007287334],"domain_scores_gemma":[0.99976397,0.000011140586,0.000021496387,0.00015094422,0.000026133004,0.000026320968],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012701064,0.000053337153,0.00013839712,0.00007290233,0.000012623817,0.000015434516,0.000058235117,0.00012791679,0.000033776963],"category_scores_gemma":[0.000012839983,0.000043370765,0.000011018302,0.00009802571,0.000016729207,0.00005522242,0.0000043064288,0.00007419179,0.000008947621],"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":[0.0000064029837,0.000039277395,0.0026879646,0.00046360804,0.000073751544,0.000002136824,0.0002847893,0.0006538188,0.7071037,0.1980831,0.00063652406,0.08996489],"study_design_scores_gemma":[0.0021401641,0.00021098602,0.0042570625,0.00018489087,0.000054327484,0.000109403605,0.0017377085,0.83731204,0.11281242,0.00070055184,0.039838307,0.00064215413],"about_ca_topic_score_codex":0.00002802262,"about_ca_topic_score_gemma":0.000021216458,"teacher_disagreement_score":0.8366582,"about_ca_system_score_codex":0.0000033981792,"about_ca_system_score_gemma":0.000005402192,"threshold_uncertainty_score":0.17686085},"labels":[],"label_agreement":null},{"id":"W2787504504","doi":"10.5539/mas.v12n2p142","title":"The Impact of Information Technology on Industrial Automation – A Critical Evaluation","year":2018,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Industrial Automation and Control 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":"SCADA; Modbus; Computer science; Programmable logic controller; Automation; Context (archaeology); Siemens; Scope (computer science); Industrial control system; Microprocessor; Process (computing); Industrial Internet; Cloud computing; Distributed control system; Software engineering; Control (management); Software; Computer security; Embedded system; Engineering; Operating system; Internet of Things; Electrical engineering; Artificial intelligence","score_opus":0.026308181707118006,"score_gpt":0.29505349534826225,"score_spread":0.26874531364114423,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2787504504","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7612486,0.000015047264,0.17240001,0.0004022185,0.0012572013,0.0013605665,0.0000102393915,0.0006302241,0.062675916],"genre_scores_gemma":[0.999751,3.1551772e-7,0.00006264317,0.000008119266,0.00010814442,0.00006205882,0.0000016317431,0.00000366379,0.0000024640094],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989186,0.000016754831,0.00026765832,0.00008444335,0.00051425124,0.00019830452],"domain_scores_gemma":[0.99938434,0.00006123948,0.000062370316,0.00021107499,0.0002453721,0.000035574423],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012218412,0.00007620817,0.0000876144,0.00023012824,0.0002628476,0.000100047335,0.00024662443,0.0001049015,0.000015582476],"category_scores_gemma":[0.00039507262,0.000051849125,0.000023829496,0.000700267,0.00037669158,0.0002861001,0.000018712959,0.000111972724,0.00008549227],"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":[0.000069295515,0.000020991301,0.000051468727,0.0000057476495,0.000016799127,4.298031e-8,0.001046156,0.030152991,0.17991771,0.066029154,0.00083677477,0.72185284],"study_design_scores_gemma":[0.00040113923,0.000078492165,0.00061992585,0.000009549271,0.0000040456566,9.2979457e-7,0.00006868094,0.98369163,0.009829913,0.005133907,0.00010390622,0.000057851164],"about_ca_topic_score_codex":0.000009281525,"about_ca_topic_score_gemma":0.0000019946865,"teacher_disagreement_score":0.95353866,"about_ca_system_score_codex":0.00023294576,"about_ca_system_score_gemma":0.0001845319,"threshold_uncertainty_score":0.21143459},"labels":[],"label_agreement":null},{"id":"W2792249633","doi":"10.4236/eng.2018.103006","title":"Distance Control and Positive Security for Intrinsic Equipment Working in Explosive Potential Atmospheres","year":2018,"lang":"en","type":"article","venue":"Engineering","topic":"Industrial Automation and Control 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":"Petro-Canada","funders":"","keywords":"Explosive material; Intrinsic safety; MATLAB; Elevator; Process (computing); Control (management); Coal mining; Computer science; Computer security; Engineering; Simulation; Coal; Waste management; Artificial intelligence; Structural engineering","score_opus":0.005654491501048038,"score_gpt":0.18723282547240305,"score_spread":0.181578333971355,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2792249633","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6569579,0.0009416658,0.33866403,0.00009174929,0.0015794819,0.0008972899,0.000016685997,0.00038776756,0.00046341165],"genre_scores_gemma":[0.9988823,0.0000067166266,0.00035572957,0.000018250974,0.00059814553,0.00009800061,0.0000036724564,0.00002557721,0.0000116036135],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993092,0.000010898101,0.00021147032,0.00013468771,0.000080842256,0.0002529026],"domain_scores_gemma":[0.9997605,0.000058974467,0.000023235454,0.000076564116,0.000029179904,0.000051527815],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011644729,0.00013625133,0.0001911791,0.00003401131,0.000039874358,0.000048008227,0.00005830586,0.000073055046,0.000006441779],"category_scores_gemma":[0.000029332032,0.00014659757,0.000032641667,0.00009933177,0.000014521019,0.00009871603,0.000012128767,0.00010430358,0.0000041539515],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009844634,0.00017435974,0.004323848,0.0007650313,0.0011693203,0.00013078001,0.01880363,0.67530435,0.11919391,0.054769333,0.0030313386,0.12134963],"study_design_scores_gemma":[0.00234424,0.0000625685,0.0024383694,0.00022070334,0.000015184942,0.0000049059095,0.00013624196,0.9894684,0.002565854,0.00010640684,0.0023761364,0.00026098752],"about_ca_topic_score_codex":0.000013144829,"about_ca_topic_score_gemma":0.000027475257,"teacher_disagreement_score":0.3419244,"about_ca_system_score_codex":0.00010368567,"about_ca_system_score_gemma":0.000006530054,"threshold_uncertainty_score":0.59780747},"labels":[],"label_agreement":null},{"id":"W2852204038","doi":"10.22214/ijraset.2018.6221","title":"Implementation of a Vending machine using Programmable Logic Controller","year":2018,"lang":"en","type":"article","venue":"International Journal for Research in Applied Science and Engineering Technology","topic":"Industrial Automation and Control 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":"Programmable logic controller; Computer science; Simple programmable logic device; Programmable logic device; Controller (irrigation); Embedded system; Computer hardware; Operating system; Logic synthesis; Logic gate; Logic family; Algorithm","score_opus":0.08431989678225058,"score_gpt":0.4237420268065863,"score_spread":0.33942213002433574,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2852204038","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9306433,0.00020291496,0.065171115,0.000826845,0.0014380165,0.0008740985,0.0000097185875,0.00017040636,0.0006635486],"genre_scores_gemma":[0.9968118,0.000013798441,0.002977056,0.0000046081236,0.00013894113,0.000043314238,4.6233882e-7,0.0000076030133,0.000002420042],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989362,0.0000053525455,0.00025260047,0.00010263604,0.0003969147,0.00030634424],"domain_scores_gemma":[0.9994568,0.000037204667,0.000037473324,0.000050629944,0.00037644088,0.000041419808],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018844085,0.000059320508,0.00011188245,0.001382094,0.00010303706,0.00008144341,0.00031960523,0.00005807689,0.0000059620716],"category_scores_gemma":[0.000089009634,0.000054949778,0.000014255118,0.0006986723,0.00018973745,0.00010731239,0.000050452014,0.00021583056,0.0000011563598],"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":[0.000052636733,0.000018279092,0.00060297514,0.00002886348,0.000051510426,0.000005202784,0.00019700493,0.0074481703,0.7584916,0.09818434,0.000056127497,0.1348633],"study_design_scores_gemma":[0.001896304,0.0001393905,0.00019886262,0.00007359337,0.0000030708748,0.0000937078,0.00067525485,0.9475472,0.037289657,0.007361153,0.0046099,0.00011188069],"about_ca_topic_score_codex":0.000022599264,"about_ca_topic_score_gemma":0.000008558542,"teacher_disagreement_score":0.94009906,"about_ca_system_score_codex":0.00024827637,"about_ca_system_score_gemma":0.00006925609,"threshold_uncertainty_score":0.2240787},"labels":[],"label_agreement":null},{"id":"W28986362","doi":"10.1152/ajpheart.00521.2016","title":"Diseño e implementación de un sistema de control para las bombas de despacho de gasolina extra en el terminal beaterio de Petrocomercial","year":2008,"lang":"en","type":"dissertation","venue":"American Journal of Physiology-Heart and Circulatory Physiology","topic":"Industrial Automation and Control 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":"Canadian Institutes of Health Research; Government of Canada","keywords":"Humanities; Political science; Philosophy","score_opus":0.008788564895732086,"score_gpt":0.25792827885539815,"score_spread":0.24913971395966605,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W28986362","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9982568,0.00061433343,0.00012117288,0.000075276526,0.00047068915,0.00027649375,0.000042921623,0.000077129596,0.000065193846],"genre_scores_gemma":[0.9969358,0.00027652882,0.00022281792,0.00047526017,0.0018047128,0.000079490856,0.000075803706,0.00009341033,0.000036162455],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9964359,0.0009647721,0.0009472281,0.00037039665,0.00019259205,0.0010891221],"domain_scores_gemma":[0.9982081,0.0002487545,0.0007156286,0.00027158923,0.00012293628,0.00043296648],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005964128,0.00055919087,0.0015764533,0.00026976588,0.00024976916,0.000032861986,0.00035587687,0.00049042306,0.00006417024],"category_scores_gemma":[0.00005310362,0.0005536122,0.0005001064,0.00015402079,0.0002739328,0.00013158761,0.000018971139,0.0010106773,0.0000088024235],"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":[0.0005306959,0.00007887334,0.0044907117,0.00017770461,0.0005946063,0.00001651806,0.0018680566,0.0017825909,0.9889504,0.000042198328,0.0004331017,0.0010345955],"study_design_scores_gemma":[0.0022436907,0.0007295447,0.98477054,0.0001834573,0.0003905449,0.0013539034,0.0016250948,0.0031285903,0.0032495854,0.00046329907,0.0012933608,0.0005683647],"about_ca_topic_score_codex":0.00022074682,"about_ca_topic_score_gemma":0.0000307682,"teacher_disagreement_score":0.9857008,"about_ca_system_score_codex":0.0006407251,"about_ca_system_score_gemma":0.0007947371,"threshold_uncertainty_score":0.99969155},"labels":[],"label_agreement":null},{"id":"W2940964888","doi":"10.1016/j.promfg.2019.02.255","title":"Implementation of an Absorber Design for Vibration Control in Automation Systems","year":2019,"lang":"en","type":"article","venue":"Procedia Manufacturing","topic":"Industrial Automation and Control 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":"McMaster University","funders":"McMaster University","keywords":"Vibration; Dynamic Vibration Absorber; Automation; Engineering; Vibration control; Noise (video); Mechanical resonance; Mechanical system; Computer science; Acoustics; Control engineering; Mechanical engineering; Physics; Artificial intelligence","score_opus":0.013241565753253252,"score_gpt":0.2375948893394548,"score_spread":0.22435332358620155,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2940964888","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8765024,0.0000326684,0.120363936,0.000016894093,0.0005429842,0.0021860353,0.000010394688,0.00020187668,0.00014279268],"genre_scores_gemma":[0.9990862,0.0000012261567,0.00041751235,0.000010658474,0.0001096932,0.00031179938,0.000024226303,0.000021910131,0.00001679241],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991587,0.00003436329,0.00040447843,0.00011836906,0.0001253107,0.00015882641],"domain_scores_gemma":[0.99967563,0.00006608573,0.000102963364,0.000093358205,0.000034367014,0.00002758859],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003411577,0.00010374422,0.00019145745,0.000141414,0.0000179177,0.000043831715,0.00006592884,0.00008099423,0.000021887729],"category_scores_gemma":[0.000007457094,0.00010540162,0.00002783205,0.000050550258,0.0000029071882,0.00046203006,0.0000027806357,0.00005049507,0.000013917921],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007288055,0.00002116376,0.0013835175,0.00088466867,0.000048453592,3.2145525e-7,0.0011684874,0.8981765,0.07635427,0.0005878686,0.00008174145,0.021220153],"study_design_scores_gemma":[0.0023630639,0.00006787135,0.010414934,0.00004396167,0.000010293159,0.0000013381461,0.00046504417,0.8668585,0.1194633,0.00007465138,0.000110348636,0.00012668848],"about_ca_topic_score_codex":0.0000679358,"about_ca_topic_score_gemma":0.00002003508,"teacher_disagreement_score":0.12258376,"about_ca_system_score_codex":0.000086521664,"about_ca_system_score_gemma":0.000022682829,"threshold_uncertainty_score":0.42981532},"labels":[],"label_agreement":null},{"id":"W2949189916","doi":"10.25105/pakar.v0i0.4178","title":"DESAIN DAN PEMILIHAN BAHAN PADA HELM WAJAH TERBUKA DENGAN SISTEM AIRBAG DARI GFRP / EPP / NYLON","year":2019,"lang":"id","type":"article","venue":"Prosiding Seminar Nasional Pakar","topic":"Industrial Automation and Control 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":"Air Canada","funders":"","keywords":"Airbag; Physics; Humanities; Art; Automotive engineering; Engineering","score_opus":0.010568173642673182,"score_gpt":0.20855222199165158,"score_spread":0.1979840483489784,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2949189916","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97499144,0.006593898,0.0007503896,0.0007184201,0.008121014,0.0033816341,0.000120367135,0.0011576151,0.004165209],"genre_scores_gemma":[0.9680514,0.0001322077,0.0003932639,0.00017812106,0.001459666,0.00016863142,0.00014916858,0.00024885265,0.029218713],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99450195,0.00036926795,0.0014275914,0.0010907318,0.0012841861,0.0013262641],"domain_scores_gemma":[0.9970321,0.0008318256,0.00045033902,0.0009144628,0.00026352046,0.00050773716],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0015996478,0.0010018381,0.0011653809,0.00036208553,0.00060114183,0.00046023238,0.00078123866,0.0009127204,0.00013582387],"category_scores_gemma":[0.00030802755,0.0010185246,0.00052624627,0.0007210941,0.000083478946,0.00053901627,0.00026531296,0.0012143049,0.0020819262],"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":[0.00037099826,0.00036241507,0.008298535,0.0018408106,0.0006271386,0.0001374095,0.002732454,0.0040381206,0.9545172,0.003212769,0.007862998,0.01599917],"study_design_scores_gemma":[0.009206336,0.0014221616,0.010792734,0.010153998,0.00069939916,0.0004814303,0.0046576667,0.18930113,0.4529812,0.00015233182,0.31549993,0.0046516685],"about_ca_topic_score_codex":0.00010943549,"about_ca_topic_score_gemma":0.000041663276,"teacher_disagreement_score":0.50153595,"about_ca_system_score_codex":0.00091894635,"about_ca_system_score_gemma":0.00027057485,"threshold_uncertainty_score":0.9992265},"labels":[],"label_agreement":null},{"id":"W2954663951","doi":"10.36456/waktu.v15i1.436","title":"REMOVAL COD DAN TSS LIMBAH CAIR RUMAH POTONG AYAM MENGGUNAKAN SISTEM BIOFILTER ANAEROB","year":2017,"lang":"id","type":"article","venue":"Waktu","topic":"Industrial Automation and Control 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":"Encana (Canada)","funders":"","keywords":"Physics; Chemistry","score_opus":0.024048321039207236,"score_gpt":0.24187558589271776,"score_spread":0.21782726485351053,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2954663951","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7131494,0.0009886936,0.00035948382,0.0033677616,0.014254462,0.0018651062,0.00012077245,0.0011593335,0.26473492],"genre_scores_gemma":[0.971637,0.000036367383,0.0001056219,0.000120589604,0.0019006755,0.000046505367,0.00004980998,0.000116123054,0.02598727],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.99701905,0.0001792389,0.00087613857,0.00054762285,0.00051580387,0.00086212845],"domain_scores_gemma":[0.99741775,0.000063984204,0.00044470857,0.0015962829,0.00013275785,0.00034451904],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006099208,0.0005659267,0.00078141905,0.0001548646,0.00095034635,0.00100248,0.0009108609,0.0006188118,0.00017486804],"category_scores_gemma":[0.0001361764,0.00057286676,0.00034745896,0.000099189245,0.00012146198,0.00048290973,0.00017393385,0.0006015986,0.001589214],"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":[0.0011322513,0.0016036805,0.017441748,0.0045160865,0.007764163,0.0060663926,0.01832222,0.0072738426,0.519512,0.11047997,0.17154531,0.1343423],"study_design_scores_gemma":[0.0079790475,0.00037482657,0.025499472,0.0011484823,0.00037221474,0.0003030646,0.0010509363,0.06409363,0.014351555,0.000054284188,0.8825794,0.0021930789],"about_ca_topic_score_codex":0.00052009494,"about_ca_topic_score_gemma":0.0002766081,"teacher_disagreement_score":0.7110341,"about_ca_system_score_codex":0.0003399108,"about_ca_system_score_gemma":0.000103476945,"threshold_uncertainty_score":0.9996723},"labels":[],"label_agreement":null},{"id":"W3008036225","doi":"10.2316/j.2020.201-0094","title":"FAULT TOLERANT METHOD ON POSITION CASCADE CONTROL OF DC SERVO SYSTEM","year":2020,"lang":"en","type":"article","venue":"Mechatronic systems and control","topic":"Industrial Automation and Control 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":"Cascade; Position (finance); Control theory (sociology); Actuator; Servomechanism; Fault (geology); Computer science; Fault tolerance; Servo control; Control engineering; Control system; Position sensor; Servo; Control (management); Engineering; Artificial intelligence; Electrical engineering; Geology","score_opus":0.009786225619276374,"score_gpt":0.204445474241514,"score_spread":0.19465924862223763,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3008036225","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05011642,0.00711824,0.93127567,0.0014118272,0.0022783757,0.0033746609,0.00034955126,0.0011747532,0.0029005178],"genre_scores_gemma":[0.99883497,0.0000075053626,0.00003006949,0.00022254701,0.0006272663,0.00018477107,0.0000069100033,0.00004492094,0.00004103538],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978672,0.00031084666,0.0007982668,0.00029876476,0.00035651086,0.0003683657],"domain_scores_gemma":[0.9991182,0.00014718558,0.0002077796,0.00023335993,0.000094551055,0.00019894358],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00053923693,0.00030584304,0.00091288355,0.000088551395,0.000086002205,0.00007956781,0.00015711084,0.00024863431,0.000011845034],"category_scores_gemma":[0.000021919985,0.00026210447,0.00016142508,0.00014706142,0.000013574885,0.00011053673,0.000008912252,0.0002313688,0.000038262475],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012244488,0.000087567074,0.00021198476,0.0040483857,0.0021806208,0.00008223937,0.001903509,0.6237781,0.17768532,0.1714228,0.0013818027,0.015993189],"study_design_scores_gemma":[0.0071264654,0.00030607654,0.00006578719,0.0003034567,0.00015856742,0.00005207254,0.000982714,0.98622066,0.0014369292,0.000008262663,0.003069246,0.0002697878],"about_ca_topic_score_codex":0.00022595406,"about_ca_topic_score_gemma":0.0000054868765,"teacher_disagreement_score":0.94871855,"about_ca_system_score_codex":0.00014838493,"about_ca_system_score_gemma":0.000037756654,"threshold_uncertainty_score":0.99998313},"labels":[],"label_agreement":null},{"id":"W3011261749","doi":"10.14455/isec.res.2017.19","title":"AUTOMATION OF A STEEL WALL FRAMING ASSEMBLY","year":2017,"lang":"en","type":"article","venue":"Proceedings of International Structural Engineering and Construction","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":8,"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":"Modular design; Framing (construction); Automation; Engineering; Fieldbus; Prefabrication; Manufacturing engineering; Modular construction; Systems engineering; Architectural engineering; Construction engineering; Control system; Computer science; Civil engineering; Mechanical engineering; Operating system; Electrical engineering","score_opus":0.006057444451534178,"score_gpt":0.20329659217684856,"score_spread":0.1972391477253144,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3011261749","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99643654,0.00004493754,0.00048050348,0.000061379,0.0008629033,0.00008672727,0.000010424542,0.000112920614,0.0019036643],"genre_scores_gemma":[0.9974294,0.000019376128,0.0023648164,0.0000015009804,0.00014591543,0.0000064756737,0.0000039065603,0.000009973791,0.000018666566],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993386,9.257203e-7,0.0003000175,0.00009402202,0.00017628729,0.00009010223],"domain_scores_gemma":[0.9995109,0.000012240147,0.00020332939,0.00005075039,0.00019102622,0.000031767286],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007893961,0.000107260974,0.00016681684,0.00011962807,0.00006450143,0.00009005043,0.00015437395,0.000081628066,0.000011270225],"category_scores_gemma":[0.000086024396,0.00010713314,0.000041039166,0.000033126333,0.000042579322,0.0004708349,0.000023021366,0.00009053469,5.3990834e-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":[0.000052912877,0.00000813184,0.026669718,0.0007346008,0.00043140736,6.74424e-7,0.00062220235,0.009758057,0.7019195,0.14076813,0.000090976086,0.11894371],"study_design_scores_gemma":[0.0007620573,0.000029770947,0.110151574,0.0002335567,0.000024107538,0.00006501365,0.00018098936,0.8300555,0.057457943,0.0003907013,0.00044827405,0.00020051995],"about_ca_topic_score_codex":0.00004521685,"about_ca_topic_score_gemma":8.6560374e-7,"teacher_disagreement_score":0.8202974,"about_ca_system_score_codex":0.000035288424,"about_ca_system_score_gemma":0.0000047737103,"threshold_uncertainty_score":0.43687627},"labels":[],"label_agreement":null},{"id":"W3090806210","doi":"10.1590/0370-44672019730057","title":"Strategies used to control the costs of underground ventilation in some Brazilian mines","year":2020,"lang":"en","type":"article","venue":"REM - International Engineering Journal","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":10,"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":"Ventilation (architecture); Environmental science; Consumption (sociology); Energy consumption; Control (management); Flow (mathematics); Mining engineering; Engineering; Computer science; Electrical engineering; Mechanical engineering; Mathematics","score_opus":0.015560590773655647,"score_gpt":0.2276819336463369,"score_spread":0.21212134287268125,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3090806210","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7747514,0.00036532927,0.2120213,0.0074315476,0.0035880643,0.00045065684,0.00002522479,0.0002053947,0.0011610622],"genre_scores_gemma":[0.9991097,0.000007436244,0.00009566501,0.00007689206,0.00066683796,0.000006687192,0.0000028986585,0.00001650395,0.00001738362],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991256,0.000020026142,0.000390822,0.00006742242,0.00026932315,0.00012678765],"domain_scores_gemma":[0.99966866,0.00007306969,0.000063489024,0.000055310327,0.000067814966,0.00007168061],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019158628,0.00010202961,0.00015410139,0.0001300793,0.000021452037,0.0001233066,0.00021584195,0.000050098908,0.000026397793],"category_scores_gemma":[0.000084900974,0.000086075604,0.00006366486,0.00015010219,0.0000063535435,0.00030834912,0.000009485385,0.00018781288,0.000008510124],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002875075,0.0000068482514,0.00021909342,0.000013172216,0.00007889345,0.000006606033,0.0004125253,0.97064614,0.020251574,0.006512232,0.00045114287,0.0013730188],"study_design_scores_gemma":[0.0012859728,0.000038961833,0.00630112,0.00014893328,0.0000100877705,0.000030832358,0.00045899345,0.9851566,0.00066384085,0.00006895195,0.0057017165,0.00013397278],"about_ca_topic_score_codex":0.000012575508,"about_ca_topic_score_gemma":0.000018182183,"teacher_disagreement_score":0.22435828,"about_ca_system_score_codex":0.00015194215,"about_ca_system_score_gemma":0.000030708376,"threshold_uncertainty_score":0.35100615},"labels":[],"label_agreement":null},{"id":"W3093682364","doi":"10.37775/eis.2020.2.3","title":"Analysing fuzzy logic-based line following model car","year":2020,"lang":"en","type":"article","venue":"Mérnöki és Informatikai Megoldások","topic":"Industrial Automation and Control 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":"Savaria (Canada)","funders":"European Social Fund; European Commission","keywords":"Fuzzy logic; Computer science; Microcontroller; Fuzzy electronics; Line (geometry); Implementation; Fuzzy set operations; Fuzzy control system; Control engineering; Artificial intelligence; Embedded system; Mathematics; Programming language; Engineering","score_opus":0.03183231029258551,"score_gpt":0.22514012882646833,"score_spread":0.19330781853388282,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3093682364","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15824108,0.00071106455,0.6617794,0.0030068199,0.001955007,0.001524873,0.00010917247,0.0059999954,0.16667257],"genre_scores_gemma":[0.99507266,0.000004052922,0.0019303547,0.0024410503,0.0003066187,0.000036842932,0.00007370109,0.000042112362,0.00009258597],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99806833,0.000033934746,0.00084779575,0.00016466307,0.00043847947,0.00044678242],"domain_scores_gemma":[0.9992176,0.000042691503,0.0001265352,0.00029334455,0.00006654099,0.00025324058],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00027993997,0.0003183631,0.0005066129,0.00015852433,0.00014254716,0.00017271876,0.00031756423,0.00021620737,0.000059338134],"category_scores_gemma":[0.00009578939,0.00030082112,0.00030877965,0.00053167826,0.000018065024,0.00063486525,0.000036698002,0.00034247836,0.00036029104],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014563726,0.000007501185,0.00004475853,0.000101385674,0.00010586053,0.000007930275,0.001184517,0.98804677,0.0015988955,0.00073449314,0.0034198624,0.004733454],"study_design_scores_gemma":[0.0013082571,0.00003822224,0.000012405531,0.000047489335,0.00006235756,0.0000017110492,0.00030133937,0.9885896,0.0015011508,0.0000758719,0.007707025,0.00035458943],"about_ca_topic_score_codex":0.000015887095,"about_ca_topic_score_gemma":0.0000049694754,"teacher_disagreement_score":0.8368316,"about_ca_system_score_codex":0.00012232052,"about_ca_system_score_gemma":0.00007641908,"threshold_uncertainty_score":0.9999444},"labels":[],"label_agreement":null},{"id":"W3113072112","doi":"10.18280/ijsse.100504","title":"Safety Instrumented Systems to Investigate the System of Instrumentation and Process Control on the Steam Purification System","year":2020,"lang":"en","type":"article","venue":"International Journal of Safety and Security Engineering","topic":"Industrial Automation and Control 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":"Block diagram; Instrumentation (computer programming); Engineering; Process (computing); Control system; Safety instrumented system; Component (thermodynamics); Control logic; Programmable logic controller; Control engineering; Block (permutation group theory); Actuator; Systems design; Computer science; Systems engineering; Electrical engineering; Work in process; Computer hardware; Operations management","score_opus":0.008409727136099854,"score_gpt":0.19361241566806447,"score_spread":0.18520268853196462,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3113072112","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96748585,0.00033449632,0.024585783,0.0046413676,0.0016080843,0.0007757021,0.00009735497,0.00011363009,0.00035775974],"genre_scores_gemma":[0.9995207,0.00004158087,0.000016354763,0.00008481781,0.0003070416,0.000011990176,0.000003217041,0.000013066648,0.000001184626],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986079,0.00007110331,0.00072560203,0.00008843707,0.0004061412,0.00010085507],"domain_scores_gemma":[0.99920607,0.00014207755,0.00025182244,0.00007163885,0.00022329511,0.00010508505],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005590381,0.0001339557,0.00025605093,0.00009476726,0.000065894754,0.00008294997,0.0002339233,0.000060799262,0.000001335846],"category_scores_gemma":[0.00009935518,0.00008889972,0.000045059274,0.00014147766,0.00002170034,0.00017474993,0.000015751646,0.00022780482,0.0000016504808],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007393604,0.000018153894,0.00038120383,0.0009621208,0.0007294839,0.000010785433,0.008421307,0.9065943,0.0060658455,0.07301206,0.00007328457,0.0029921068],"study_design_scores_gemma":[0.0017662536,0.000117974116,0.0013091633,0.0010815699,0.000049608898,0.00012213778,0.0064687557,0.98612416,0.0011707963,0.0000070738247,0.0016468122,0.00013566998],"about_ca_topic_score_codex":0.000013701307,"about_ca_topic_score_gemma":7.709508e-7,"teacher_disagreement_score":0.0795299,"about_ca_system_score_codex":0.0001354391,"about_ca_system_score_gemma":0.000023782244,"threshold_uncertainty_score":0.3625225},"labels":[],"label_agreement":null},{"id":"W3113947932","doi":"","title":"CADEPA is a PLC support GRAFCET (SFC) software developed by French/Canadian company.","year":2002,"lang":"en","type":"article","venue":"電子情報通信学会技術研究報告","topic":"Industrial Automation and Control 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":"Software; Computer science; Software engineering; Programming language","score_opus":0.021116781812042372,"score_gpt":0.18946667847810067,"score_spread":0.1683498966660583,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3113947932","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":[0.30389953,0.0059891655,0.0165588,0.010142568,0.014927529,0.005305445,0.004300419,0.011889306,0.6269873],"genre_scores_gemma":[0.9882929,0.000023485376,0.0003040556,0.0010567814,0.00028700932,0.00006201422,0.00010398981,0.000066583976,0.009803231],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983072,0.000035504298,0.0004615547,0.00025681505,0.0002854484,0.0006534293],"domain_scores_gemma":[0.9990959,0.000034270855,0.00005245333,0.00031922333,0.0000638246,0.00043429286],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001358278,0.00029168013,0.00036064177,0.00018717573,0.00016529854,0.00011497121,0.0003055459,0.00028657893,0.005852107],"category_scores_gemma":[0.000039139304,0.00030621633,0.000099095734,0.00034482527,0.00003115897,0.00017685773,0.000016642172,0.0002999441,0.003529477],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000012105959,0.000016529568,0.0010226027,0.000028146296,0.00007857702,0.00002975208,0.0013605249,0.00014334789,0.00018834407,0.000060959883,0.9789136,0.018156381],"study_design_scores_gemma":[0.0011148615,0.00003210869,0.0019372614,0.000034805373,0.000025424459,0.0000387277,0.000104521474,0.021528458,0.0005318819,0.00003633431,0.97403985,0.00057577895],"about_ca_topic_score_codex":0.010727954,"about_ca_topic_score_gemma":0.009510247,"teacher_disagreement_score":0.68439335,"about_ca_system_score_codex":0.0002505877,"about_ca_system_score_gemma":0.000071432,"threshold_uncertainty_score":0.99993896},"labels":[],"label_agreement":null},{"id":"W3161782827","doi":"","title":"RYERSON SHEET TRANSFER SYSTEM","year":2016,"lang":"en","type":"article","venue":"Mspace (University of Manitoba)","topic":"Industrial Automation and Control 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":"Fact sheet; Computer science; World Wide Web","score_opus":0.01123161851792577,"score_gpt":0.15250132367480299,"score_spread":0.1412697051568772,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3161782827","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9150164,0.000054225762,0.057471525,0.0013227945,0.0007015736,0.0002605787,0.00003398841,0.00075496634,0.024383945],"genre_scores_gemma":[0.9995325,0.0000071005884,0.00004276952,0.000004157293,0.00005867245,2.0750657e-7,9.0627697e-7,0.000009606847,0.00034406508],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.99956226,0.00002865458,0.000062488594,0.000085763175,0.00012672096,0.00013411319],"domain_scores_gemma":[0.9997524,0.000022297863,0.000015168284,0.00012860543,0.00003107897,0.00005043297],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008350468,0.00007796176,0.00015308225,0.00007233166,0.000053935106,0.0000064696437,0.00013363188,0.000088647925,0.000016539187],"category_scores_gemma":[0.0000023451669,0.000073658935,0.00006796768,0.00008523516,0.00002491682,0.00014062841,0.0000086161,0.00004347309,0.00022057355],"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":[0.00077417435,0.0002425326,0.08026743,0.0030125307,0.0020036718,0.00046317905,0.0035288478,0.009413964,0.43777427,0.14952736,0.16670436,0.14628768],"study_design_scores_gemma":[0.030507172,0.00067646924,0.33611923,0.0030795175,0.00064861774,0.000106992244,0.07944128,0.16120185,0.021873476,0.00012137596,0.36296645,0.003257546],"about_ca_topic_score_codex":0.00030395802,"about_ca_topic_score_gemma":0.007922448,"teacher_disagreement_score":0.4159008,"about_ca_system_score_codex":0.00012606767,"about_ca_system_score_gemma":0.000009078534,"threshold_uncertainty_score":0.44209123},"labels":[],"label_agreement":null},{"id":"W3168585378","doi":"","title":"Mesures d'accélérations et système d'acquisition par microcontrôleur Arduino Uno","year":2019,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Industrial Automation and Control 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":"Arduino; Computer science; Operating system","score_opus":0.011996410554831666,"score_gpt":0.22483888780479205,"score_spread":0.2128424772499604,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3168585378","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.079214424,0.0056355693,0.5977254,0.050827444,0.004595168,0.003754729,0.0007632786,0.0017065699,0.25577742],"genre_scores_gemma":[0.9545952,0.0005809582,0.009354191,0.00024886834,0.00021298912,0.0003048715,0.0015611858,0.0001488183,0.032992892],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9864385,0.009630307,0.0014833658,0.001022028,0.0006882698,0.00073751394],"domain_scores_gemma":[0.9919901,0.0018691958,0.0008659766,0.0024439048,0.0025178487,0.0003129641],"candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007358717,0.00077427167,0.0009812393,0.00034261614,0.0005272073,0.0011109003,0.0012524729,0.0009996049,0.0007249466],"category_scores_gemma":[0.00083597755,0.0009022506,0.00055501197,0.0005333698,0.00017449122,0.00043494502,0.00054637156,0.0012631703,0.0014880833],"study_design_candidate":"theoretical_or_conceptual","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":[0.000043466414,0.0007516832,0.0023777212,0.0010475608,0.00084022194,0.000014540586,0.015492708,0.032721683,0.037601568,0.8697872,0.014686692,0.02463494],"study_design_scores_gemma":[0.006893171,0.0000036236518,0.045630928,0.015775552,0.0007124373,0.00012315225,0.0008406246,0.47378728,0.08527988,0.009995,0.35737208,0.0035862727],"about_ca_topic_score_codex":0.003908939,"about_ca_topic_score_gemma":0.002043964,"teacher_disagreement_score":0.8753808,"about_ca_system_score_codex":0.0006920751,"about_ca_system_score_gemma":0.00066417723,"threshold_uncertainty_score":0.99992603},"labels":[],"label_agreement":null},{"id":"W3173770740","doi":"10.18280/jesa.540306","title":"Automatic Control of Color Sorting and Pick/Place of a 6- DOF Robot Arm","year":2021,"lang":"en","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"Industrial Automation and Control 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":"Universiti Malaysia Pahang","keywords":"Robotic arm; Computer vision; Robot end effector; Computer science; Robot; Servomotor; Servo control; Artificial intelligence; Robot control; Servo; Engineering; Mobile robot","score_opus":0.01456809350222136,"score_gpt":0.22562947348397613,"score_spread":0.21106137998175478,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3173770740","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97717,0.0037403211,0.012948094,0.00011137372,0.0010007176,0.00038394262,0.000023902634,0.00035537695,0.004266274],"genre_scores_gemma":[0.9976428,0.00007615415,0.0017880612,0.000028301407,0.00019403845,0.000010241745,0.0000017960274,0.000047262016,0.00021134969],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99731624,0.00032755136,0.0014472703,0.00015404381,0.00042229332,0.0003326018],"domain_scores_gemma":[0.9981818,0.00030417772,0.00066471513,0.00022151179,0.00046741613,0.00016034962],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000740979,0.0002426991,0.0008400361,0.00018323598,0.00012221021,0.000113762035,0.0001732682,0.0001359711,0.00018081846],"category_scores_gemma":[0.0006821381,0.0002203911,0.00017585665,0.00034892763,0.00009229072,0.00024731766,0.00003580143,0.00028397585,0.000013653989],"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":[0.00011161927,0.0004353545,0.007948908,0.006136258,0.0025040433,0.00045607798,0.007040036,0.09007779,0.2145125,0.0066226744,0.0035732293,0.6605815],"study_design_scores_gemma":[0.003962037,0.0002407156,0.06297134,0.001533995,0.0002233982,0.0011947617,0.00082219276,0.92067605,0.0070178164,0.0004958514,0.0005059787,0.00035585742],"about_ca_topic_score_codex":0.000019654206,"about_ca_topic_score_gemma":0.000016528094,"teacher_disagreement_score":0.8305983,"about_ca_system_score_codex":0.00012056817,"about_ca_system_score_gemma":0.00015294872,"threshold_uncertainty_score":0.8987288},"labels":[],"label_agreement":null},{"id":"W3208218951","doi":"10.32920/ryerson.14660973.v1","title":"A Study of Programmable Logic Controllers (PLC) in Control Systems for Effective Learning","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Industrial Automation and Control 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":"Programmable logic controller; Ladder logic; Automation; Control (management); Electronics; Automotive industry; Control system; Manufacturing engineering; Computer science; Simatic S5 PLC; Control engineering; Engineering; Control logic; Artificial intelligence; Mechanical engineering; Computer hardware; Electrical engineering","score_opus":0.02049559247728585,"score_gpt":0.24765971838962908,"score_spread":0.22716412591234322,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3208218951","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88916874,0.0030663242,0.055943105,0.00004664115,0.0042296397,0.0401691,0.00003400272,0.0011358049,0.0062066442],"genre_scores_gemma":[0.9915836,0.000008701614,0.000033110446,0.000005994956,0.00015957865,0.007880253,0.000025725963,0.000049475315,0.00025355438],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976471,0.00045439813,0.0009255446,0.0003673126,0.0002473433,0.00035827755],"domain_scores_gemma":[0.9987424,0.00043414216,0.00025729078,0.0002708163,0.00023701276,0.000058315713],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0010015263,0.0003446414,0.0014385706,0.00023527886,0.000040206036,0.00016260415,0.00018737446,0.00042589993,0.000010603808],"category_scores_gemma":[0.00020226302,0.00031405085,0.00021131148,0.00018458039,0.000013147467,0.00005594508,0.000051906427,0.00063605455,0.0000029330697],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012937673,0.00019809976,0.0013153291,0.0007366173,0.0006947134,0.000011622208,0.001148138,0.99332446,0.00017402692,0.00017655625,0.000051581097,0.0020394868],"study_design_scores_gemma":[0.016857002,0.0005392753,0.0005088023,0.00045076327,0.00014690722,0.0000025283975,0.011975316,0.9687106,0.000034655164,0.000017256774,0.00039080577,0.00036609318],"about_ca_topic_score_codex":0.0012880223,"about_ca_topic_score_gemma":0.00036753365,"teacher_disagreement_score":0.10241487,"about_ca_system_score_codex":0.0002377759,"about_ca_system_score_gemma":0.00007312877,"threshold_uncertainty_score":0.99993116},"labels":[],"label_agreement":null},{"id":"W3210374942","doi":"10.32920/ryerson.14653386.v1","title":"Fault Tolerant Control Design for Feedwater System","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Industrial Automation and Control 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":"Boiler feedwater; Control valves; Control system; Engineering; Controller (irrigation); Control theory (sociology); Fault tolerance; Fault (geology); Fault detection and isolation; Control engineering; Computer science; Actuator; Reliability engineering; Control (management); Mechanical engineering; Electrical engineering","score_opus":0.02578981807262711,"score_gpt":0.21170247063269182,"score_spread":0.1859126525600647,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3210374942","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0023955512,0.00039145316,0.98325765,0.00013640345,0.0048397463,0.0024096165,0.00005800627,0.0014572219,0.0050543663],"genre_scores_gemma":[0.9948542,0.0000022947888,0.0017248652,0.000068972426,0.0007695479,0.0011916051,0.00006599108,0.000065619555,0.0012568915],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99854285,0.00010231457,0.00057848875,0.00028398295,0.00018206566,0.0003102753],"domain_scores_gemma":[0.9992064,0.00011403118,0.000074159725,0.0003559795,0.00016723589,0.000082180915],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00039392573,0.00031381927,0.00067246583,0.00007700915,0.000052007832,0.0002927151,0.00020263415,0.0005341373,0.0000762898],"category_scores_gemma":[0.000019370113,0.00026757893,0.00026292662,0.000043149408,0.000006716008,0.000049010847,0.000035097808,0.00027824036,0.000057185116],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000041193085,0.000012889727,0.0000041705052,0.0013437906,0.0005270433,0.000012658225,0.00023398896,0.9826675,0.0020107264,0.0009966142,0.008936362,0.003213084],"study_design_scores_gemma":[0.0017712982,0.000015572143,0.000009301305,0.00034355163,0.000087177425,0.000009197911,0.0003203814,0.9902588,0.002066355,0.000012877269,0.0047553955,0.00035008285],"about_ca_topic_score_codex":0.000070613125,"about_ca_topic_score_gemma":0.000010081605,"teacher_disagreement_score":0.99245864,"about_ca_system_score_codex":0.00021722521,"about_ca_system_score_gemma":0.000073896204,"threshold_uncertainty_score":0.99997765},"labels":[],"label_agreement":null},{"id":"W4200039123","doi":"10.47460/athenea.v2i5.24","title":"Adaptive algorithms: a bibliographic review","year":2021,"lang":"en","type":"review","venue":"Athenea","topic":"Industrial Automation and Control 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":"Solenoid valve; Algorithm; Computer science; Supervisory control; Engineering; Artificial intelligence; Mechanical engineering","score_opus":0.07343921277554878,"score_gpt":0.30502641452679724,"score_spread":0.23158720175124847,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200039123","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":[8.6155785e-9,0.99162155,0.00036193282,0.0000118921325,0.0008606561,0.0008131089,0.000050542647,0.00040191805,0.0058783963],"genre_scores_gemma":[3.7558593e-7,0.998439,0.00007233974,0.00007244277,0.0004914742,0.00040847025,0.000099151715,0.000081344595,0.00033538233],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984329,0.00018355648,0.00067027303,0.0002451952,0.00021717617,0.00025092083],"domain_scores_gemma":[0.9991992,0.000089701476,0.00013831555,0.0004232178,0.00006533689,0.00008423823],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00028812306,0.00038477618,0.0019486496,0.0006878318,0.000037458165,0.00005376135,0.0002508803,0.00031688763,0.00028027705],"category_scores_gemma":[0.000026872782,0.00031435737,0.00087017386,0.003374365,0.000014504794,0.00006229065,0.000028542547,0.00037728582,0.0005925149],"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":[5.999014e-8,0.000004755332,1.6629583e-8,0.016166849,0.00027109703,0.000015118423,0.000006161966,0.0000026870307,1.3573642e-8,0.00020713155,0.020948034,0.9623781],"study_design_scores_gemma":[0.00007086531,0.000008467453,3.714377e-8,0.09540459,0.0005902159,0.000043009644,0.0000041757803,0.0002970973,4.7719706e-8,0.0000051891784,0.90328586,0.00029041947],"about_ca_topic_score_codex":0.000011000246,"about_ca_topic_score_gemma":0.000002136266,"teacher_disagreement_score":0.96208763,"about_ca_system_score_codex":0.0000587877,"about_ca_system_score_gemma":0.00009393724,"threshold_uncertainty_score":0.99993086},"labels":[],"label_agreement":null},{"id":"W4200589571","doi":"10.18280/jesa.540608","title":"Design and Development of Low-Level Automation for the Picking and Placing of the Object Using Pneumatic Suction","year":2021,"lang":"en","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"Industrial Automation and Control 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":"Pneumatic cylinder; Pneumatics; Pneumatic actuator; Pneumatic flow control; Compressed air; Automation; Factory (object-oriented programming); Relay; Air compressor; Automotive engineering; Suction; Valve actuator; Suction cup; Engineering; Actuator; Mechanical engineering; Computer science; Power (physics); Electrical engineering; Cylinder","score_opus":0.05045095291296558,"score_gpt":0.2454005222974397,"score_spread":0.1949495693844741,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200589571","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5872334,0.00084395666,0.41103178,0.000032801752,0.0004232868,0.0003592222,0.000002646348,0.00004950407,0.000023384146],"genre_scores_gemma":[0.9804199,0.000031370015,0.019421147,0.000008233627,0.000063182415,0.000010423426,5.6955685e-7,0.000023622837,0.000021549171],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985709,0.00021901629,0.0007202973,0.00008962264,0.00024367927,0.0001564952],"domain_scores_gemma":[0.99880916,0.00046628193,0.00038001497,0.00012202186,0.00018648039,0.00003605796],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009034647,0.00013471121,0.00027335764,0.00007875697,0.00038918536,0.00011665353,0.000099203375,0.00006305704,0.0000054149914],"category_scores_gemma":[0.00025275236,0.000088595334,0.000055234952,0.00018779069,0.000049262548,0.00019104475,0.00003363161,0.00012711858,4.204746e-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":[0.000023682456,0.000035754318,0.0007409295,0.0025288304,0.00055235776,0.00000445142,0.012638328,0.33878142,0.17917183,0.00036446005,0.000095687385,0.46506226],"study_design_scores_gemma":[0.0006069465,0.000018357554,0.049762312,0.001221702,0.000069430745,0.0005304143,0.0007588357,0.9223,0.024411643,0.00017538785,0.000030115265,0.000114889044],"about_ca_topic_score_codex":0.000006768359,"about_ca_topic_score_gemma":0.0000070427973,"teacher_disagreement_score":0.58351856,"about_ca_system_score_codex":0.0001163528,"about_ca_system_score_gemma":0.0001630357,"threshold_uncertainty_score":0.36128128},"labels":[],"label_agreement":null},{"id":"W4230477842","doi":"10.1007/978-1-4614-4262-2_6","title":"Gaseous Fuels","year":2012,"lang":"en","type":"book-chapter","venue":"Applied Chemistry","topic":"Industrial Automation and Control 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 Manitoba","funders":"","keywords":"Combustion; Waste management; Solid fuel; Liquid fuel; Coal; Combustor; Candle; Materials science; Environmental science; Chemistry; Engineering; Organic chemistry","score_opus":0.009204998974379324,"score_gpt":0.16218002209967908,"score_spread":0.15297502312529976,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4230477842","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":[0.000085346626,0.0008818346,0.000057952962,0.000007947266,0.0002679258,0.00014823188,0.000031269134,0.0006033143,0.99791616],"genre_scores_gemma":[0.40018845,0.00006885386,0.00002130347,0.000046420304,0.002964043,0.000059565078,0.00018314621,0.00015892484,0.5963093],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.99918,7.415108e-7,0.00026948887,0.0001479926,0.00017011705,0.00023165446],"domain_scores_gemma":[0.99948454,0.000016841761,0.00006846755,0.00030576639,0.00001531823,0.00010904354],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000048047434,0.0002894835,0.00030569633,0.00001630654,0.00002803078,0.000024295217,0.00014586574,0.00064636196,0.0027424127],"category_scores_gemma":[0.0000014501466,0.00031596195,0.000090624504,0.000010409355,0.000020648167,0.000015470678,0.000019100951,0.0003859682,0.0014517148],"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":[0.00004234727,0.000036363144,0.0000017643301,0.00278939,0.0012337944,0.000054498585,0.00028271016,0.0007487845,0.49661535,0.11706996,0.16553131,0.21559374],"study_design_scores_gemma":[0.00033470636,0.0000012367799,4.3005696e-7,0.000056687444,0.000059093134,0.000017801936,0.000007471248,0.000082834486,0.028555145,0.0010426643,0.9693715,0.0004704077],"about_ca_topic_score_codex":7.0038425e-7,"about_ca_topic_score_gemma":1.7785084e-7,"teacher_disagreement_score":0.8038402,"about_ca_system_score_codex":0.0001026639,"about_ca_system_score_gemma":0.000017271856,"threshold_uncertainty_score":0.99992925},"labels":[],"label_agreement":null},{"id":"W4235110820","doi":"10.1109/ojies.2019.2940301","title":"IEEE OPEN JOURNAL OF THE INDUSTRIAL ELECTRONICS SOCIETY","year":2020,"lang":"en","type":"article","venue":"IEEE Open Journal of the Industrial Electronics Society","topic":"Industrial Automation and Control 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":"Canadian Standards Association","funders":"","keywords":"Electronics; Business; Engineering; Electrical engineering","score_opus":0.06499779601097673,"score_gpt":0.25697389253701935,"score_spread":0.19197609652604264,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4235110820","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85521644,0.0060756444,0.0035595873,0.06968177,0.051064506,0.009248605,0.00018979755,0.00018989049,0.0047737737],"genre_scores_gemma":[0.98484886,0.0005709526,0.00016299175,0.0019574747,0.011695296,0.00001666278,0.0000019910826,0.0001386456,0.00060714054],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9942413,0.0007597781,0.0023566156,0.00027589742,0.001382579,0.0009838189],"domain_scores_gemma":[0.9956085,0.00027409726,0.002563739,0.0005683365,0.0006132404,0.0003720707],"candidate_categories":["metaepi_narrow","scholarly_communication","open_science","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00457797,0.00052915775,0.0013044332,0.000037874008,0.0006461332,0.0011354102,0.0071692294,0.0010340905,0.000104523235],"category_scores_gemma":[0.00045219788,0.00034050582,0.0019768698,0.0012991631,0.00015014024,0.001127154,0.00046616423,0.0064945803,0.000009086492],"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":[0.00074232655,0.000151926,0.0002040111,0.00002340137,0.0029966144,0.0000066297516,0.002534977,0.057285123,0.026229562,0.00045019898,0.8993646,0.010010644],"study_design_scores_gemma":[0.037607517,0.0021285908,0.000036235,0.00078730896,0.0014443725,0.00068764156,0.0026903837,0.02849223,0.08623832,0.0010573788,0.8375136,0.0013164217],"about_ca_topic_score_codex":0.000050886836,"about_ca_topic_score_gemma":0.00002672657,"teacher_disagreement_score":0.12963243,"about_ca_system_score_codex":0.0016201145,"about_ca_system_score_gemma":0.005504152,"threshold_uncertainty_score":0.9999047},"labels":[],"label_agreement":null},{"id":"W4238042503","doi":"10.32920/ryerson.14653386","title":"Fault Tolerant Control Design for Feedwater System","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Industrial Automation and Control 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":"Boiler feedwater; Control valves; Control system; Controller (irrigation); Engineering; Fault tolerance; Fault (geology); Fault detection and isolation; Control theory (sociology); Control engineering; Computer science; Actuator; Reliability engineering; Control (management); Mechanical engineering; Electrical engineering","score_opus":0.02578981807262711,"score_gpt":0.21170247063269182,"score_spread":0.1859126525600647,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4238042503","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0023955512,0.00039145316,0.98325765,0.00013640345,0.0048397463,0.0024096165,0.00005800627,0.0014572219,0.0050543663],"genre_scores_gemma":[0.9948542,0.0000022947888,0.0017248652,0.000068972426,0.0007695479,0.0011916051,0.00006599108,0.000065619555,0.0012568915],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99854285,0.00010231457,0.00057848875,0.00028398295,0.00018206566,0.0003102753],"domain_scores_gemma":[0.9992064,0.00011403118,0.000074159725,0.0003559795,0.00016723589,0.000082180915],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00039392573,0.00031381927,0.00067246583,0.00007700915,0.000052007832,0.0002927151,0.00020263415,0.0005341373,0.0000762898],"category_scores_gemma":[0.000019370113,0.00026757893,0.00026292662,0.000043149408,0.000006716008,0.000049010847,0.000035097808,0.00027824036,0.000057185116],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000041193085,0.000012889727,0.0000041705052,0.0013437906,0.0005270433,0.000012658225,0.00023398896,0.9826675,0.0020107264,0.0009966142,0.008936362,0.003213084],"study_design_scores_gemma":[0.0017712982,0.000015572143,0.000009301305,0.00034355163,0.000087177425,0.000009197911,0.0003203814,0.9902588,0.002066355,0.000012877269,0.0047553955,0.00035008285],"about_ca_topic_score_codex":0.000070613125,"about_ca_topic_score_gemma":0.000010081605,"teacher_disagreement_score":0.99245864,"about_ca_system_score_codex":0.00021722521,"about_ca_system_score_gemma":0.000073896204,"threshold_uncertainty_score":0.99997765},"labels":[],"label_agreement":null},{"id":"W4238108656","doi":"10.2523/86600-ms","title":"Improved Safety of Rig Automation with Remote Monitoring and Diagnostics","year":2004,"lang":"en","type":"article","venue":"Proceedings of SPE International Conference on Health, Safety, and Environment in Oil and Gas Exploration and Production","topic":"Industrial Automation and Control 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":"Automation; Safety monitoring; Computer science; Engineering; Mechanical engineering; Bioinformatics","score_opus":0.02560866365263516,"score_gpt":0.23406449480398211,"score_spread":0.20845583115134694,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4238108656","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7420132,0.0013275193,0.0030406578,0.24848476,0.00089994137,0.0007673589,0.000031844633,0.00013755173,0.003297162],"genre_scores_gemma":[0.6839288,0.31510335,0.00076897343,0.000013768684,0.00011373218,0.000010158969,0.000010835834,0.000008502896,0.000041870328],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9991998,0.0000066663297,0.00037094788,0.00018045335,0.00015373185,0.000088414556],"domain_scores_gemma":[0.99969524,0.000015953363,0.00015383422,0.000031512216,0.000053302738,0.00005017122],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024351518,0.0001120224,0.00017101168,0.00011339272,0.00006170994,0.000033812204,0.00002716313,0.00005699237,0.0000032624307],"category_scores_gemma":[0.000027224023,0.000102627906,0.0000075886464,0.000049863746,0.000059660175,0.0003493358,0.000012160913,0.000098161516,3.4216987e-7],"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":[0.00028682317,0.000034536708,0.00038757903,0.00031199172,0.000020662439,1.4858063e-7,0.002093506,0.0020457497,0.0044439356,0.0068722707,0.0000037498776,0.98349905],"study_design_scores_gemma":[0.022740213,0.0054668407,0.05723305,0.010149457,0.00015033386,0.00019368646,0.0228509,0.33269727,0.05123407,0.48762172,0.0073873755,0.0022750965],"about_ca_topic_score_codex":0.00009862762,"about_ca_topic_score_gemma":0.0000121874555,"teacher_disagreement_score":0.98122394,"about_ca_system_score_codex":0.00006858715,"about_ca_system_score_gemma":0.000013668246,"threshold_uncertainty_score":0.41850445},"labels":[],"label_agreement":null},{"id":"W4240081352","doi":"10.2316/j.2021.206-0654","title":"REPETITIVE CONTROL OF ROBOTIC MANIPULATORS IN OPERATIONAL SPACE: A NEURAL NETWORK-BASED APPROACH","year":2021,"lang":"en","type":"article","venue":"International Journal of Robotics and Automation","topic":"Industrial Automation and Control 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":"Computer science; Artificial neural network; Robot manipulator; Control (management); Control engineering; Artificial intelligence; Engineering","score_opus":0.011183664948867857,"score_gpt":0.2194520658394788,"score_spread":0.20826840089061094,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4240081352","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22982453,0.0008239981,0.76322967,0.0021167337,0.002759685,0.00024666984,0.00001371012,0.000051614315,0.00093337765],"genre_scores_gemma":[0.99604195,0.000015660478,0.0035436267,0.00007248943,0.00028109728,0.0000024541262,0.000017099908,0.000009630269,0.000015961974],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988319,0.000070935384,0.00059277524,0.00007210298,0.00033825726,0.00009402971],"domain_scores_gemma":[0.99916685,0.000079892416,0.00021894346,0.000051446954,0.00044404584,0.000038808892],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028495432,0.00009051648,0.00023439428,0.0001514259,0.000018479634,0.00006312556,0.000088662644,0.00007059217,0.000016670014],"category_scores_gemma":[0.00007549681,0.000086887034,0.00006927805,0.00012870716,0.000017945918,0.00018610047,0.000008813369,0.00013978466,7.210903e-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":[0.000020052898,0.00003780127,0.003638305,0.000017259606,0.00007790199,0.000020856829,0.000064141175,0.98597944,0.0007562505,0.008178956,0.00006511541,0.001143909],"study_design_scores_gemma":[0.0017108762,0.000028432143,0.01636381,0.00012425733,0.000020228148,0.000087217784,0.000059859925,0.98102593,0.0002732081,0.00017613814,0.000055048804,0.00007497931],"about_ca_topic_score_codex":0.0000067181354,"about_ca_topic_score_gemma":0.000006198733,"teacher_disagreement_score":0.76621747,"about_ca_system_score_codex":0.00008155987,"about_ca_system_score_gemma":0.000080586135,"threshold_uncertainty_score":0.35431504},"labels":[],"label_agreement":null},{"id":"W4241150357","doi":"10.32920/ryerson.14660973","title":"A Study of Programmable Logic Controllers (PLC) in Control Systems for Effective Learning","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Industrial Automation and Control 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":"Toronto Metropolitan University","funders":"","keywords":"Programmable logic controller; Ladder logic; Automation; Control (management); Electronics; Automotive industry; Control system; Manufacturing engineering; Computer science; Simatic S5 PLC; Control engineering; Engineering; Control logic; Artificial intelligence; Mechanical engineering; Computer hardware; Electrical engineering","score_opus":0.02049559247728585,"score_gpt":0.24765971838962908,"score_spread":0.22716412591234322,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4241150357","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88916874,0.0030663242,0.055943105,0.00004664115,0.0042296397,0.0401691,0.00003400272,0.0011358049,0.0062066442],"genre_scores_gemma":[0.9915836,0.000008701614,0.000033110446,0.000005994956,0.00015957865,0.007880253,0.000025725963,0.000049475315,0.00025355438],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976471,0.00045439813,0.0009255446,0.0003673126,0.0002473433,0.00035827755],"domain_scores_gemma":[0.9987424,0.00043414216,0.00025729078,0.0002708163,0.00023701276,0.000058315713],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0010015263,0.0003446414,0.0014385706,0.00023527886,0.000040206036,0.00016260415,0.00018737446,0.00042589993,0.000010603808],"category_scores_gemma":[0.00020226302,0.00031405085,0.00021131148,0.00018458039,0.000013147467,0.00005594508,0.000051906427,0.00063605455,0.0000029330697],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012937673,0.00019809976,0.0013153291,0.0007366173,0.0006947134,0.000011622208,0.001148138,0.99332446,0.00017402692,0.00017655625,0.000051581097,0.0020394868],"study_design_scores_gemma":[0.016857002,0.0005392753,0.0005088023,0.00045076327,0.00014690722,0.0000025283975,0.011975316,0.9687106,0.000034655164,0.000017256774,0.00039080577,0.00036609318],"about_ca_topic_score_codex":0.0012880223,"about_ca_topic_score_gemma":0.00036753365,"teacher_disagreement_score":0.10241487,"about_ca_system_score_codex":0.0002377759,"about_ca_system_score_gemma":0.00007312877,"threshold_uncertainty_score":0.99993116},"labels":[],"label_agreement":null},{"id":"W4244194645","doi":"10.1117/3.853623.ch11","title":"Cold-Stop Efficiency and Field Stop","year":2010,"lang":"en","type":"book-chapter","venue":"SPIE eBooks","topic":"Industrial Automation and Control 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":"Environmental science; History","score_opus":0.009903693058008199,"score_gpt":0.18633311179256806,"score_spread":0.17642941873455986,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4244194645","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":[0.0013388854,0.0002409549,0.00028517275,0.00004167819,0.0017329581,0.0003788892,0.000013665029,0.0003648107,0.99560297],"genre_scores_gemma":[0.13630627,0.000009275342,0.00005326918,0.00017517204,0.001037561,0.000027641834,0.0000056122076,0.00008581032,0.8622994],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99923044,0.0000027100552,0.00026109914,0.0001733633,0.000155419,0.00017698694],"domain_scores_gemma":[0.9995354,0.000044753633,0.00005925946,0.00024797564,0.000029974517,0.00008266457],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000096762415,0.00023761779,0.00029281536,0.00009082215,0.000068929534,0.000054060278,0.00012147717,0.0006224613,0.00024742773],"category_scores_gemma":[0.000011373736,0.00023303361,0.00007444495,0.000005533644,0.000035213823,0.000016998052,0.000025566353,0.00058380445,0.00016214563],"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":[0.000024283963,0.000008305713,0.0000056236236,0.0003164848,0.00021869484,0.00007305792,0.00081468304,0.00006206768,0.020430677,0.8295228,0.009395251,0.13912807],"study_design_scores_gemma":[0.0004991886,0.000064342246,0.0000033749357,0.00013129663,0.00003921291,0.000011492992,0.000008811525,0.0008487471,0.0019421908,0.0012569404,0.9947995,0.00039491372],"about_ca_topic_score_codex":0.00001636612,"about_ca_topic_score_gemma":0.000026800875,"teacher_disagreement_score":0.98540425,"about_ca_system_score_codex":0.000026992315,"about_ca_system_score_gemma":0.000029579967,"threshold_uncertainty_score":0.95028347},"labels":[],"label_agreement":null},{"id":"W4255200688","doi":"10.11159/cdsr17.122","title":"Determination of Cycle Time Constraints in Case of Link Failure in Closed Loop Control in Internet of Things","year":2017,"lang":"en","type":"article","venue":"Proceedings of the International Conference of Control, Dynamic systems, and Robotics","topic":"Industrial Automation and Control 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 Ottawa; Wilfrid Laurier University","funders":"","keywords":"Link (geometry); The Internet; Loop (graph theory); Computer science; Control (management); Closed loop; Internet of Things; Computer security; Computer network; Engineering; Control engineering; World Wide Web; Mathematics; Artificial intelligence","score_opus":0.0123888552841804,"score_gpt":0.2302406346609827,"score_spread":0.2178517793768023,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255200688","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99323535,0.00008464781,0.0032062612,0.00035946158,0.00043977593,0.00075086055,0.0000613022,0.000011391567,0.0018509405],"genre_scores_gemma":[0.9996889,0.000012431718,0.00018283598,0.0000044935496,0.000017885188,0.00001226197,0.0000019888728,0.000010819788,0.00006835612],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99821997,0.000027799631,0.0012198903,0.00013275724,0.0002692053,0.00013040408],"domain_scores_gemma":[0.99796027,0.00014171106,0.0011564529,0.00011776164,0.00059884443,0.000024936004],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00073203543,0.00014956748,0.00069455465,0.0002882256,0.000014378163,0.000035793113,0.00048159625,0.00017228974,0.000007045516],"category_scores_gemma":[0.00038290795,0.00012819364,0.00007280832,0.00007239921,0.0002173312,0.0003004139,0.000046724337,0.00017337865,2.7501446e-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":[0.0013477072,0.000566624,0.25079903,0.0065102577,0.0008561971,0.000046857494,0.009064719,0.07602936,0.5089606,0.117035314,0.000047653484,0.028735662],"study_design_scores_gemma":[0.0042087017,0.00005613238,0.005908999,0.0019173597,0.000028975575,0.00003876602,0.00056982774,0.985995,0.00078528357,0.0003894196,0.000002028841,0.00009949984],"about_ca_topic_score_codex":0.000902805,"about_ca_topic_score_gemma":0.00027212602,"teacher_disagreement_score":0.90996563,"about_ca_system_score_codex":0.00007159621,"about_ca_system_score_gemma":0.000058107424,"threshold_uncertainty_score":0.5227585},"labels":[],"label_agreement":null},{"id":"W4255896057","doi":"10.1088/1757-899x/533/1/011001","title":"Preface","year":2019,"lang":"en","type":"article","venue":"IOP Conference Series Materials Science and Engineering","topic":"Industrial Automation and Control 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":"China; Library science; Robotics; Control (management); Political science; Engineering ethics; Artificial intelligence; Engineering management; Management; Engineering; Computer science; Law; Robot","score_opus":0.010235883935245407,"score_gpt":0.18458942318542892,"score_spread":0.17435353925018351,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255896057","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99303985,0.000035678906,0.0002132895,0.000061366314,0.0017516762,0.00019159148,0.000006539679,0.0004012857,0.004298753],"genre_scores_gemma":[0.9994806,0.000022695207,0.0001339421,0.000014148848,0.00008087516,0.000017562303,0.0000014269658,0.000013171179,0.00023555024],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99911803,0.000005537796,0.00018697116,0.00016952655,0.00022084593,0.00029908496],"domain_scores_gemma":[0.99964195,0.0000094212055,0.000020263613,0.00016113235,0.000083860534,0.00008337831],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003296905,0.00013564584,0.00018802687,0.000097868266,0.000059405345,0.00034267287,0.00018095235,0.000054836186,0.00021526284],"category_scores_gemma":[0.00003391093,0.0001260452,0.000010143443,0.00021287518,0.000061138926,0.00075669645,0.00003995244,0.00005822489,0.00012627845],"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":[0.0000031758182,0.0000010874933,0.0000151012955,0.0000623932,0.0000037706475,6.526827e-7,0.00017360719,0.0026146772,0.990422,0.005913197,0.000026608985,0.0007636934],"study_design_scores_gemma":[0.0003896657,0.00006283992,0.003335753,0.0001285909,0.000006108122,0.00003446039,0.0003156277,0.04252514,0.94067913,0.000058067846,0.0120183015,0.00044629382],"about_ca_topic_score_codex":0.000012533726,"about_ca_topic_score_gemma":0.0000012855342,"teacher_disagreement_score":0.04974288,"about_ca_system_score_codex":0.00004119549,"about_ca_system_score_gemma":0.000049487295,"threshold_uncertainty_score":0.51399744},"labels":[],"label_agreement":null},{"id":"W4299435898","doi":"","title":"Mathematical Modeling of Hollow-Fiber Membrane System in Biological Wastewater Treatment","year":2006,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Industrial Automation and Control 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":"Wastewater; Fiber; Hollow fiber membrane; Membrane; Environmental science; Waste management; Biochemical engineering; Materials science; Chemistry; Environmental engineering; Engineering; Composite material","score_opus":0.20680825720793117,"score_gpt":0.44571483821648883,"score_spread":0.23890658100855766,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4299435898","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97830236,0.0020277316,0.00042743457,0.000018470404,0.00023574762,0.0006003282,0.00002229989,0.000097105105,0.018268513],"genre_scores_gemma":[0.9991902,0.00014177978,0.00009736254,0.000004372272,0.000150338,0.0000687516,0.000008378148,0.00003419151,0.00030459193],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976655,0.0001642491,0.0013064444,0.00020981483,0.00034445975,0.0003095034],"domain_scores_gemma":[0.9991814,0.00012460588,0.00025137927,0.0002687073,0.000079358455,0.00009455176],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00068430294,0.0002709901,0.0009764479,0.00045167276,0.00004977588,0.00025486262,0.00067181105,0.00018728714,0.002817911],"category_scores_gemma":[0.000029095067,0.00019683597,0.00018795618,0.00038994616,0.000031586518,0.00050405896,0.00009817454,0.00016904458,0.000060984512],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00040803882,0.0006621939,0.014475657,0.00082220294,0.00048597273,0.000104074876,0.0003024366,0.6777975,0.29563534,0.0013635899,0.0015320666,0.0064108865],"study_design_scores_gemma":[0.0059986934,0.000057295394,0.010392084,0.002741025,0.00017478604,0.000080516336,0.0004104604,0.873897,0.1007258,0.0018639042,0.0025648668,0.0010935386],"about_ca_topic_score_codex":0.00063615775,"about_ca_topic_score_gemma":0.000018181325,"teacher_disagreement_score":0.1960995,"about_ca_system_score_codex":0.00021808947,"about_ca_system_score_gemma":0.00003087397,"threshold_uncertainty_score":0.99809366},"labels":[],"label_agreement":null},{"id":"W4299447932","doi":"","title":"Procédé et dispositif de contrôle non-destructif d'une pièce","year":2018,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Industrial Automation and Control 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":"Safran Electronics (Canada)","funders":"","keywords":"Humanities; Physics; Philosophy","score_opus":0.009843685633242175,"score_gpt":0.2175073622913885,"score_spread":0.20766367665814633,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4299447932","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21715009,0.0011240069,0.535571,0.03514356,0.002475703,0.002019646,0.00022747052,0.0010210951,0.20526747],"genre_scores_gemma":[0.94113743,0.00026995348,0.028465465,0.00018549491,0.0003003106,0.00028329858,0.00046339087,0.00015610646,0.028738517],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9910297,0.005573849,0.0011195174,0.00088620477,0.0005591623,0.00083156594],"domain_scores_gemma":[0.9933101,0.0012770367,0.0006605716,0.002128239,0.0021990426,0.00042501354],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0070635253,0.000676076,0.00080672046,0.0002036869,0.00050911645,0.0008350662,0.0013978101,0.0008579426,0.00043187258],"category_scores_gemma":[0.0011844108,0.00077853864,0.0003753897,0.00058469275,0.00035598807,0.00031422326,0.00062595424,0.0012114084,0.0005914192],"study_design_candidate":"theoretical_or_conceptual","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":[0.00011699024,0.0013381554,0.0054843724,0.0016032127,0.0010798225,0.000047069123,0.051574863,0.005917658,0.0501287,0.69369996,0.017356537,0.17165266],"study_design_scores_gemma":[0.0055061863,0.000003856495,0.03893101,0.012888591,0.00043099627,0.00019605245,0.000764647,0.59594065,0.106531814,0.013238999,0.22284833,0.0027188496],"about_ca_topic_score_codex":0.010472054,"about_ca_topic_score_gemma":0.0042694984,"teacher_disagreement_score":0.7239874,"about_ca_system_score_codex":0.0006167854,"about_ca_system_score_gemma":0.00065725594,"threshold_uncertainty_score":0.99946654},"labels":[],"label_agreement":null},{"id":"W4304091997","doi":"10.1088/1742-6596/2352/1/011001","title":"Preface","year":2022,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Industrial Automation and Control 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":"Library science; Honor; Session (web analytics); Engineering; Media studies; Management; Sociology; Computer science","score_opus":0.01899702340763625,"score_gpt":0.2001417851463593,"score_spread":0.18114476173872304,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4304091997","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8199383,0.00083958614,0.10100684,0.002267677,0.011461506,0.0005388386,0.000083636114,0.00048603842,0.063377574],"genre_scores_gemma":[0.9992563,0.000007916075,0.000058241487,0.00001836656,0.0002712209,0.000004345626,8.895205e-7,0.0000076087645,0.00037509814],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994458,0.000034229077,0.0002108468,0.000028420784,0.00019987102,0.00008081392],"domain_scores_gemma":[0.99971133,0.000011713438,0.00010291143,0.000060251212,0.00008401256,0.000029753466],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011814353,0.00005827709,0.00014194254,0.00002564329,0.00006916726,0.000036299647,0.0001329558,0.0000138328405,0.00019335067],"category_scores_gemma":[0.000006515645,0.00005457928,0.00005304478,0.000089421315,0.000011878043,0.0002458041,0.000018152596,0.00020841448,0.0000063815423],"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":[0.0001793394,0.00012061541,0.00037291745,0.000103496415,0.00041175768,0.000050650186,0.007922905,0.24935572,0.11105874,0.22038724,0.021449983,0.38858664],"study_design_scores_gemma":[0.0045088814,0.0016623224,0.0018714874,0.00015167201,0.00014465871,0.0006278287,0.017009996,0.039350197,0.28951606,0.041410536,0.6025938,0.001152574],"about_ca_topic_score_codex":0.0000018625024,"about_ca_topic_score_gemma":7.720806e-7,"teacher_disagreement_score":0.5811438,"about_ca_system_score_codex":0.00004381479,"about_ca_system_score_gemma":0.000062099214,"threshold_uncertainty_score":0.22256784},"labels":[],"label_agreement":null},{"id":"W4306366851","doi":"10.38007/dps.2022.030408","title":"Dynamic Distributed Based on PLC Software Redundancy","year":2022,"lang":"en","type":"article","venue":"Distributed Processing System","topic":"Industrial Automation and Control 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":"Université de Moncton","funders":"","keywords":"Computer science; Redundancy (engineering); Software; Embedded system; Distributed computing; Programming language; Operating system","score_opus":0.007448008877970387,"score_gpt":0.20447516515253691,"score_spread":0.19702715627456652,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4306366851","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04926966,0.0011327789,0.9079093,0.00080796576,0.0052977707,0.0022392417,0.01485412,0.014280726,0.004208447],"genre_scores_gemma":[0.99575424,3.0482752e-7,0.000112730915,0.00004855587,0.00008780758,0.00046750344,0.0033755586,0.00007368785,0.000079617035],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.997697,0.00017534097,0.0006255493,0.00036090912,0.000636135,0.0005050931],"domain_scores_gemma":[0.99910516,0.00006933317,0.00018865452,0.0003923364,0.000108699955,0.0001358391],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00039083615,0.00033315466,0.00042901194,0.00015916584,0.0006834471,0.00019170667,0.00037969364,0.00013478154,0.000082633065],"category_scores_gemma":[0.000064802894,0.0003494466,0.00013399124,0.00091539026,0.000025060539,0.00012039364,0.00004000113,0.00047477277,0.00006579678],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001302233,0.000126749,0.0003308402,0.0013754294,0.00008207195,0.00009163945,0.00026643765,0.9710682,0.00042394627,0.00039686915,0.010617885,0.0150897],"study_design_scores_gemma":[0.0014135919,0.00007634878,0.0004801681,0.00034633768,0.00003707193,0.00003625318,0.0012063249,0.97690254,0.0001097098,0.000012275611,0.018936984,0.00044238803],"about_ca_topic_score_codex":0.000013134,"about_ca_topic_score_gemma":0.0000017679257,"teacher_disagreement_score":0.94648457,"about_ca_system_score_codex":0.0013871408,"about_ca_system_score_gemma":0.00016091834,"threshold_uncertainty_score":0.99989575},"labels":[],"label_agreement":null},{"id":"W4328029931","doi":"10.1109/icipnp57450.2022.00028","title":"Technical Solutions to Resolve Deterministic Requirements in the Industrial Site","year":2022,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control 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 Victoria","funders":"","keywords":"Key (lock); Reliability (semiconductor); Computer science; Industrial production; Control (management); Reduction (mathematics); Quality (philosophy); Telecommunications network; Reliability engineering; Risk analysis (engineering); Systems engineering; Manufacturing engineering; Engineering; Telecommunications; Computer security; Business; Artificial intelligence","score_opus":0.07291583639048509,"score_gpt":0.2604995766503516,"score_spread":0.18758374025986652,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4328029931","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":[0.4505869,0.00018603363,0.04688919,0.01670381,0.0110696945,0.01023914,0.00032253866,0.0037814167,0.46022126],"genre_scores_gemma":[0.99878603,1.9204276e-7,0.00005115885,0.00034986605,0.00016702179,0.00034726216,0.000007743425,0.000008521511,0.00028217278],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991,0.000104974264,0.00025577156,0.000091433154,0.00024190726,0.00020588998],"domain_scores_gemma":[0.999704,0.000062336985,0.000015142513,0.00017783453,0.0000072213006,0.000033438075],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005799082,0.00006847873,0.000095036616,0.000096480355,0.00015434728,0.00003464917,0.00020866406,0.00004639784,0.00024938874],"category_scores_gemma":[0.00006144652,0.0000556093,0.000032521686,0.0003800942,0.0000071066356,0.000035704532,0.00006439847,0.00026423272,0.000082265375],"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":[0.00023070484,0.0004294624,0.0022364971,0.000024870938,0.00007407396,0.00016417935,0.00526002,0.23438875,0.03699498,0.043571074,0.6182147,0.058410633],"study_design_scores_gemma":[0.005017746,0.0005365621,0.004856101,0.000042536238,0.00004432142,0.00009283797,0.0029931795,0.20552391,0.00013178121,0.00036399596,0.7796631,0.00073393993],"about_ca_topic_score_codex":0.00007192594,"about_ca_topic_score_gemma":0.00015167949,"teacher_disagreement_score":0.5481992,"about_ca_system_score_codex":0.00016222204,"about_ca_system_score_gemma":0.000023001756,"threshold_uncertainty_score":0.27306318},"labels":[],"label_agreement":null},{"id":"W4377967184","doi":"10.46254/na07.20220377","title":"Troubleshooting the Deodoriser Unit in a Palm Oil Refinery","year":2023,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control 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":"Kementerian Sains, Teknologi dan Inovasi; National Science Foundation","keywords":"Troubleshooting; Palm oil; Refinery; Palm; Computer science; Environmental science; Waste management; Engineering; Operating system; Agroforestry","score_opus":0.030775703883471353,"score_gpt":0.22204567473828515,"score_spread":0.1912699708548138,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4377967184","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7421558,0.00006881689,0.0001643325,0.0015628763,0.0009004652,0.00010864854,0.00000196761,0.0016380976,0.25339898],"genre_scores_gemma":[0.9915181,0.000008891796,0.000008653102,0.00007302201,0.00016858468,0.00003482115,0.0000036204942,0.000013785207,0.00817056],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99946177,0.000030439793,0.0001842104,0.000059391794,0.00009029989,0.00017386749],"domain_scores_gemma":[0.9997674,0.00007523915,0.000011883678,0.00011461803,0.000010791102,0.000020021933],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003170487,0.00006460017,0.0000891851,0.00007665278,0.000035361078,0.000033276527,0.00009101972,0.000053568077,0.00008269157],"category_scores_gemma":[0.00003075311,0.00004291896,0.000027194155,0.00050812645,0.0000048227407,0.00004671583,0.000012559862,0.000119141354,0.0004913156],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004227187,0.000038679522,0.028612249,0.00023339708,0.00017576374,0.000082960585,0.004084972,0.4564971,0.0117920535,0.055037405,0.09206576,0.35133737],"study_design_scores_gemma":[0.0015178302,0.000009749767,0.018087363,0.00007561139,0.0000074446716,0.000004804769,0.002097402,0.83547604,0.0004011323,0.00015300777,0.14191307,0.00025656045],"about_ca_topic_score_codex":0.00015381754,"about_ca_topic_score_gemma":0.00036020347,"teacher_disagreement_score":0.3789789,"about_ca_system_score_codex":0.00001612488,"about_ca_system_score_gemma":0.000009048204,"threshold_uncertainty_score":0.6315032},"labels":[],"label_agreement":null},{"id":"W4378375238","doi":"10.23977/jeeem.2023.060204","title":"Design and Application of Automatic Variable Pitch Automatic Sleeve Replacement Device and its Automatic Mechanism for Cylinder Head Bolts","year":2023,"lang":"en","type":"article","venue":"Journal of Electrotechnology Electrical Engineering and Management","topic":"Industrial Automation and Control 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":"Head (geology); Automation; Cylinder head; Engineering; Automotive engineering; Mechanism (biology); Production efficiency; Mechanical engineering; Cylinder; Structural engineering; Engineering drawing; Computer science","score_opus":0.009846192617509355,"score_gpt":0.2201445167506009,"score_spread":0.21029832413309155,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4378375238","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11680813,0.0011686811,0.8795306,0.00041147886,0.00011836169,0.0013549542,0.0000010717484,0.00058859953,0.00001813095],"genre_scores_gemma":[0.9826916,0.00068346906,0.016218271,0.00003084107,0.000035399364,0.00026807984,0.0000016814232,0.00003904695,0.00003165066],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99851084,0.00003369779,0.00069801346,0.00017919108,0.00019866216,0.00037961212],"domain_scores_gemma":[0.99928993,0.00019510329,0.00021037305,0.00013645917,0.00008851335,0.00007963166],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00082000217,0.00021265793,0.0004873215,0.0006582192,0.00006711698,0.000030535135,0.00013095987,0.00019186773,0.0000018123984],"category_scores_gemma":[0.00009889902,0.00020138548,0.000040835836,0.00065408985,0.000012892009,0.00009725531,0.00003508595,0.00025695705,0.0000015176723],"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":[0.000139572,0.00020210909,0.000015197518,0.0076977345,0.0029358766,0.000038350383,0.00037504954,0.10516421,0.26604423,0.24049772,0.0010149643,0.375875],"study_design_scores_gemma":[0.0014249358,0.0005300663,0.00007360426,0.00015775446,0.00014069382,0.00010221743,0.000023812145,0.9893113,0.005274766,0.002485966,0.00030090337,0.00017401883],"about_ca_topic_score_codex":0.0000022922247,"about_ca_topic_score_gemma":3.3399e-7,"teacher_disagreement_score":0.88414705,"about_ca_system_score_codex":0.00010613314,"about_ca_system_score_gemma":0.000020354144,"threshold_uncertainty_score":0.8212262},"labels":[],"label_agreement":null},{"id":"W4378965575","doi":"10.18280/jesa.560209","title":"Developing Multiple-Actuator Pneumatic Circuits Using the Karnaugh Maps Designing PLC Controlled","year":2023,"lang":"en","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"Industrial Automation and Control 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":"Actuator; Electronic circuit; Computer science; Control engineering; Control theory (sociology); Engineering; Electrical engineering; Artificial intelligence; Control (management)","score_opus":0.053304151700687655,"score_gpt":0.26197623169484224,"score_spread":0.2086720799941546,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4378965575","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88738126,0.0012729603,0.09539606,0.00044849602,0.005166253,0.0020783525,0.000025648218,0.0038825169,0.004348478],"genre_scores_gemma":[0.99678236,0.00008766736,0.0017746558,0.00009502693,0.00072319584,0.000067930036,0.000006278596,0.00014155859,0.00032129558],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99604094,0.0006697203,0.0014927358,0.00023151064,0.0007344296,0.00083068514],"domain_scores_gemma":[0.99780464,0.0009089043,0.00052030483,0.00032986415,0.00022459234,0.00021167684],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0019942636,0.0004502878,0.0009075641,0.0004445353,0.0011060196,0.0008390645,0.0005600431,0.0001801046,0.00004140935],"category_scores_gemma":[0.00093109347,0.00032228124,0.00031503962,0.001031797,0.00007988892,0.00049700076,0.00006607804,0.0006069834,0.00037569375],"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":[0.00014722832,0.000071473434,0.0026417235,0.0015988383,0.0035961485,0.0010155641,0.013638278,0.40711287,0.13528791,0.0054182117,0.013293308,0.41617844],"study_design_scores_gemma":[0.0067185983,0.000059013415,0.021802241,0.0016256435,0.00019564552,0.0016513444,0.0017213742,0.96035004,0.00080841227,0.0028490897,0.0014276104,0.00079098577],"about_ca_topic_score_codex":0.000029240364,"about_ca_topic_score_gemma":0.000013112494,"teacher_disagreement_score":0.55323714,"about_ca_system_score_codex":0.0006445039,"about_ca_system_score_gemma":0.00022616153,"threshold_uncertainty_score":0.99992293},"labels":[],"label_agreement":null},{"id":"W4379741042","doi":"10.46335/ijies.2023.8.4.9","title":"Electro-Mechanical Smart Switch system using IoT","year":2023,"lang":"en","type":"article","venue":"International Journal of Innovations in Engineering and Science","topic":"Industrial Automation and Control 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":"Canadian Patient Safety Institute","keywords":"Internet of Things; Computer science; Embedded system","score_opus":0.016742295685892,"score_gpt":0.2525947579318864,"score_spread":0.2358524622459944,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4379741042","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9692286,0.00003220974,0.027948255,0.00014925472,0.0023069237,0.000044146946,0.000001895675,0.000107179716,0.00018148286],"genre_scores_gemma":[0.9988999,0.0000067666747,0.0008777388,0.000009553982,0.00018821144,0.0000021126602,5.636858e-7,0.000007314625,0.000007872372],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989764,0.0000059893196,0.0004238972,0.00006851983,0.00037463426,0.00015057008],"domain_scores_gemma":[0.9994949,0.000040171963,0.00006459319,0.000052203133,0.00031142653,0.000036690253],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00089810014,0.00006677345,0.00011200434,0.0010844134,0.00003801903,0.00008661246,0.00024744464,0.000037431702,0.0000018745204],"category_scores_gemma":[0.0001673146,0.00006407048,0.000020645099,0.0015001819,0.000021227355,0.00019573844,0.000022729368,0.00017614447,0.00000329986],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000060903185,0.000009019301,0.0007482131,0.00002331973,0.000034752884,0.000039350267,0.00016332988,0.6706912,0.2967218,0.027135853,0.000111284884,0.0043158266],"study_design_scores_gemma":[0.00029236355,0.000011941524,0.002036768,0.0001503465,0.0000021090045,0.00017947283,0.000120216544,0.9929502,0.0036085623,0.000035644825,0.00054216775,0.000070202725],"about_ca_topic_score_codex":0.000007900824,"about_ca_topic_score_gemma":7.731148e-7,"teacher_disagreement_score":0.32225904,"about_ca_system_score_codex":0.00024484962,"about_ca_system_score_gemma":0.00007508155,"threshold_uncertainty_score":0.26127183},"labels":[],"label_agreement":null},{"id":"W4384159314","doi":"10.5954/icarob.2023.os7-3","title":"Design of a Database-Driven Control System for a Web Conveyor","year":2023,"lang":"en","type":"article","venue":"Proceedings of International Conference on Artificial Life and Robotics","topic":"Industrial Automation and Control 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":"Japan Society for the Promotion of Science; University of Tokushima; University of Alberta","keywords":"Database; Computer science; Database design; Web application; World Wide Web","score_opus":0.07413000913128082,"score_gpt":0.26648494059300815,"score_spread":0.19235493146172733,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4384159314","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.58764243,0.0001941123,0.34358633,0.008740769,0.010935619,0.009309841,0.0028911366,0.0032555456,0.033444226],"genre_scores_gemma":[0.9989745,0.00002050402,0.0006815623,0.0000204675,0.00018081215,0.000051566654,0.000015554719,0.000014436106,0.00004061085],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991161,0.000005673769,0.0004222314,0.00011905966,0.0002100234,0.00012691847],"domain_scores_gemma":[0.99918634,0.00010445337,0.00014518987,0.00003737692,0.00046949493,0.00005714771],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026246402,0.000106233325,0.0002509563,0.00017377308,0.000035703295,0.000043672113,0.00014102344,0.00007411917,0.000008061947],"category_scores_gemma":[0.00013709944,0.0000985907,0.000041068768,0.00011277169,0.000036054822,0.00009437197,0.000014537918,0.000064770895,0.000010966614],"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":[0.00036189836,0.0000374791,0.00034621204,0.000464467,0.00021674411,6.4251975e-7,0.0002453745,0.05031201,0.43534777,0.5100775,0.0018209786,0.00076893927],"study_design_scores_gemma":[0.00073478435,0.000099645,0.000058411686,0.0002095804,0.000023569413,0.0000011430345,0.00073393947,0.9923143,0.0054377425,0.00020550641,0.00008517257,0.000096247],"about_ca_topic_score_codex":0.0000035704186,"about_ca_topic_score_gemma":7.851697e-7,"teacher_disagreement_score":0.94200224,"about_ca_system_score_codex":0.000021352378,"about_ca_system_score_gemma":0.000046425404,"threshold_uncertainty_score":0.4020412},"labels":[],"label_agreement":null},{"id":"W4385245903","doi":"10.1109/pcic42668.2022.10181299","title":"Taking Medium Voltage Motor Control Centers to New Levels of Safety","year":2022,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control 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":"Rockwell Automation (Canada)","funders":"","keywords":"Automotive engineering; Voltage; Control (management); Computer science; Electrical engineering; Engineering; Artificial intelligence","score_opus":0.018662791346903504,"score_gpt":0.21653684860695863,"score_spread":0.19787405726005514,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385245903","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.061073873,0.00017055192,0.84192336,0.0029482052,0.008121793,0.002601569,0.0006297414,0.0015295502,0.081001386],"genre_scores_gemma":[0.9963068,2.362687e-7,0.000086042615,0.0003380519,0.00017587902,0.000024360505,0.000002530969,0.000016015589,0.0030500803],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991876,0.00002960461,0.0003071732,0.00008616074,0.00022390814,0.00016559134],"domain_scores_gemma":[0.99967176,0.00004128537,0.000051692325,0.00012540004,0.00001807416,0.00009181709],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00020143262,0.00008494307,0.00019581027,0.00008249089,0.000050637445,0.000011635646,0.00014797138,0.00002877637,0.003207097],"category_scores_gemma":[0.000032937172,0.00008413127,0.00006150299,0.00014027562,0.0000036496938,0.000044441415,0.000026802301,0.00009804961,0.000030005649],"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":[0.00032767042,0.000053797437,0.0009110966,0.0000825089,0.00039961183,0.0000135482505,0.002727889,0.34846193,0.5030514,0.0072446605,0.050560843,0.08616507],"study_design_scores_gemma":[0.014578746,0.00043805855,0.025613917,0.00008240915,0.00007743051,0.000018598874,0.002586572,0.329903,0.011426021,0.00008228267,0.6142365,0.000956502],"about_ca_topic_score_codex":0.00031781403,"about_ca_topic_score_gemma":0.000024694195,"teacher_disagreement_score":0.93523294,"about_ca_system_score_codex":0.000115390474,"about_ca_system_score_gemma":0.000034019846,"threshold_uncertainty_score":0.9977041},"labels":[],"label_agreement":null},{"id":"W4386736652","doi":"10.1007/978-3-031-43524-9","title":"Artificial Intelligence and Industrial Applications","year":2023,"lang":"en","type":"book","venue":"Lecture notes in networks and systems","topic":"Industrial Automation and Control 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 à Rimouski","funders":"","keywords":"Applications of artificial intelligence; Computer science; Engineering; Artificial intelligence","score_opus":0.039145755567247024,"score_gpt":0.2316909337471658,"score_spread":0.19254517817991876,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386736652","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000110102206,0.021274932,0.9445458,0.00015618812,0.0076204496,0.0038922527,0.00008774714,0.0010653539,0.021247162],"genre_scores_gemma":[0.9726704,0.0009945895,0.000015986352,0.00004551673,0.013347835,0.00071462145,0.00021039265,0.00018885726,0.011811801],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985786,0.000057805602,0.00063543365,0.00029348838,0.00015653351,0.0002781072],"domain_scores_gemma":[0.99915445,0.0004312195,0.0001034663,0.00020088143,0.000027713888,0.00008224915],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003523722,0.00030074644,0.0005429129,0.000182385,0.00007682238,0.00019375303,0.000113159454,0.0011097984,0.0000058558585],"category_scores_gemma":[0.000033923967,0.00028248728,0.000045488065,0.00021571743,0.000048837708,0.000034794608,0.0000312937,0.0007986818,0.000018116601],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009048287,0.0000038599305,0.000034873294,0.00017368626,0.00006763509,0.000007954892,0.00010955767,0.769599,0.0000036470976,0.0060712183,0.0020485222,0.22187094],"study_design_scores_gemma":[0.00012308292,0.000026939038,0.0000070287383,0.0006347856,0.00003331318,0.000017575085,0.000018654957,0.9412726,0.0000023469775,0.005083746,0.05235516,0.00042476066],"about_ca_topic_score_codex":0.00004702964,"about_ca_topic_score_gemma":0.00018323683,"teacher_disagreement_score":0.9725603,"about_ca_system_score_codex":0.00010703899,"about_ca_system_score_gemma":0.000044576926,"threshold_uncertainty_score":0.99996275},"labels":[],"label_agreement":null},{"id":"W4387478773","doi":"10.2316/j.2023.201-0377","title":"A HYBRID PI-ANFIS CONTROLLER FOR A MINUSCULE N-GRID FRAMEWORK POWERING RURAL HOUSE-HOLDS, 218-228.","year":2023,"lang":"en","type":"article","venue":"Mechatronic systems and control","topic":"Industrial Automation and Control 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":"PID controller; Controller (irrigation); Grid; Computer science; Control theory (sociology); Engineering; Control engineering; Geology; Control (management); Artificial intelligence; Biology; Geodesy","score_opus":0.009744574130977198,"score_gpt":0.2074858977078867,"score_spread":0.1977413235769095,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387478773","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3034131,0.02561222,0.61673474,0.0019294169,0.023359263,0.013845451,0.0009907668,0.01274979,0.0013652708],"genre_scores_gemma":[0.995426,0.000069829235,0.000037576465,0.00009705061,0.0019174308,0.0016545583,0.000017281318,0.00015206364,0.0006282258],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9974782,0.00010372922,0.00078896346,0.0003659978,0.000344111,0.0009190312],"domain_scores_gemma":[0.99881,0.00036510002,0.00015418594,0.0003614922,0.00009510098,0.00021411512],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008612729,0.00043372106,0.0009574552,0.00022994784,0.00024891278,0.00030954464,0.00024370446,0.00028642997,0.000021347476],"category_scores_gemma":[0.00010705091,0.0003912745,0.0002573322,0.00022561311,0.000027768001,0.0001891403,0.00002810617,0.00028420964,0.00017596214],"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":[0.0034692758,0.00047750043,0.0021567724,0.006419034,0.01306082,0.0003243179,0.0067160144,0.21392782,0.07784972,0.26328138,0.19598381,0.21633354],"study_design_scores_gemma":[0.011511406,0.00020761492,0.00012110925,0.00035344448,0.00015913643,0.000051420724,0.0011298025,0.92620414,0.00012730338,0.00057889486,0.058927253,0.00062847475],"about_ca_topic_score_codex":0.00019456627,"about_ca_topic_score_gemma":0.00001517007,"teacher_disagreement_score":0.71227634,"about_ca_system_score_codex":0.00016984982,"about_ca_system_score_gemma":0.00005269373,"threshold_uncertainty_score":0.9998539},"labels":[],"label_agreement":null},{"id":"W4392637579","doi":"10.1007/979-8-8688-0199-0_17","title":"PWM Input with Timer 4","year":2024,"lang":"en","type":"book-chapter","venue":"Maker Innovations Series","topic":"Industrial Automation and Control 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":"Canadian Sleep Society","funders":"","keywords":"Timer; STM32; Computer science; Servo; Pulse-width modulation; Interface (matter); Control (management); Microcontroller; Real-time computing; Computer hardware; Electrical engineering; Engineering; Telecommunications; Artificial intelligence; Operating system; Voltage","score_opus":0.014213295826881146,"score_gpt":0.1893532701321525,"score_spread":0.17513997430527137,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392637579","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":[0.000049232174,0.0003295436,0.00038433055,0.00072921795,0.001048609,0.00030549426,0.0001059599,0.001096584,0.99595106],"genre_scores_gemma":[0.011937431,0.000013847936,0.00015248469,0.00012488627,0.0006087891,0.00007277062,0.00021533763,0.0001362599,0.9867382],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99907887,0.0000026692364,0.00038360793,0.00017631783,0.00020510939,0.00015340612],"domain_scores_gemma":[0.99947035,0.000014343139,0.00005601993,0.000272968,0.00016066704,0.000025676381],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006480544,0.00028971562,0.00027272297,0.00029312936,0.00006817923,0.00015090655,0.000093898234,0.00028239543,0.0008405277],"category_scores_gemma":[0.0000047810167,0.0002505555,0.000047077476,0.0001951624,0.000055437435,0.00015077736,0.000021143594,0.00039535487,0.0016220397],"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":[0.000007383353,0.0000019581526,0.0000018661208,0.000110796645,0.0002690677,0.000017508675,0.00010925736,0.00041960177,0.00006013778,0.9496131,0.04675978,0.0026295676],"study_design_scores_gemma":[0.00014261302,0.000027156892,0.000006566749,0.00023536342,0.000051529896,0.00003422034,0.000023172706,0.00044361866,0.000056390967,0.00607744,0.992583,0.0003189438],"about_ca_topic_score_codex":0.0000044134285,"about_ca_topic_score_gemma":0.000033842338,"teacher_disagreement_score":0.9458232,"about_ca_system_score_codex":0.00008235478,"about_ca_system_score_gemma":0.00005495446,"threshold_uncertainty_score":0.9999947},"labels":[],"label_agreement":null},{"id":"W4399928376","doi":"10.23977/jeis.2024.090215","title":"Design and implementation of industrial automation control system based on PLC","year":2024,"lang":"en","type":"article","venue":"Journal of Electronics and Information Science","topic":"Industrial Automation and Control 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":"Automation; Manufacturing engineering; Control (management); Control system; Computer science; Systems engineering; Control engineering; Engineering; Process engineering; Embedded system; Mechanical engineering; Artificial intelligence; Electrical engineering","score_opus":0.011125566229476302,"score_gpt":0.24007041863427633,"score_spread":0.22894485240480003,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399928376","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.36483687,0.0005679807,0.63103455,0.0004436566,0.0012609253,0.000685938,0.000011148942,0.00011743836,0.0010415014],"genre_scores_gemma":[0.9997401,0.000028268836,0.00015022964,0.000025916153,0.000048627415,0.0000030491476,7.448803e-7,0.0000024462186,5.674057e-7],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990028,0.000026027727,0.000495396,0.000035289417,0.00033148928,0.00010900604],"domain_scores_gemma":[0.9995156,0.00007375145,0.00017683915,0.000039001592,0.00015009234,0.00004469788],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016225503,0.00005933155,0.00011965203,0.00040895928,0.00005709072,0.00019439688,0.00006194385,0.000042200223,0.0000038816443],"category_scores_gemma":[0.000031091855,0.000046700214,0.000020128307,0.00032690598,0.000026586316,0.0020000595,0.0000028765257,0.00011688448,0.0000013266143],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018099118,0.00001378226,0.00018883347,0.000425353,0.000082825114,0.0000019249785,0.0022481403,0.44331485,0.023235083,0.10303626,0.0010739568,0.426198],"study_design_scores_gemma":[0.0010010947,0.00028491736,0.00022802912,0.000115148585,0.0000144237965,0.0000190564,0.0002520055,0.9929748,0.003555195,0.0000213358,0.0014869337,0.0000470182],"about_ca_topic_score_codex":0.000002317238,"about_ca_topic_score_gemma":2.3202895e-7,"teacher_disagreement_score":0.63490325,"about_ca_system_score_codex":0.00015241571,"about_ca_system_score_gemma":0.00031302724,"threshold_uncertainty_score":0.19043794},"labels":[],"label_agreement":null},{"id":"W4399932436","doi":"10.23977/acss.2024.080403","title":"Optimization and Innovation of Industrial Control Systems Based on PLC","year":2024,"lang":"en","type":"article","venue":"Advances in Computer Signals and Systems","topic":"Industrial Automation and Control 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":"Control (management); Manufacturing engineering; Industrial engineering; Computer science; Business; Control engineering; Engineering; Artificial intelligence","score_opus":0.019163520753762674,"score_gpt":0.23410686118384913,"score_spread":0.21494334043008645,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399932436","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.016875718,0.010334425,0.9667708,0.00003972109,0.0043813977,0.0007972734,0.00003166454,0.00019441309,0.0005745393],"genre_scores_gemma":[0.9992168,0.00007204196,0.00009270211,0.00001745095,0.0005116574,0.000053790038,0.000009500931,0.000015750102,0.000010338553],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99884075,0.00010626062,0.00058241206,0.00017440772,0.00017078576,0.00012541143],"domain_scores_gemma":[0.999506,0.00024318008,0.00007644793,0.000090414185,0.000056259738,0.000027721479],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00048133175,0.00013894973,0.00032727062,0.0004067109,0.000024911717,0.00015673025,0.000050999613,0.00012965492,0.0000022104757],"category_scores_gemma":[0.000011448896,0.00012063419,0.000018237297,0.00047811586,0.000019625159,0.00024868606,0.0000058708324,0.00012210938,0.0000011353912],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014627569,0.0000068851728,0.00025546647,0.00031433278,0.000018036688,0.0000032347905,0.000054167802,0.9803498,0.000114311646,0.0043609114,0.00009836661,0.014409854],"study_design_scores_gemma":[0.0011305965,0.00010671972,0.000013094641,0.0011701712,0.000006711895,0.0000049832333,0.000029381124,0.9947536,0.000026343243,0.000015380065,0.002623735,0.00011929038],"about_ca_topic_score_codex":0.000020125886,"about_ca_topic_score_gemma":9.415224e-7,"teacher_disagreement_score":0.98234105,"about_ca_system_score_codex":0.000035318742,"about_ca_system_score_gemma":0.000018761388,"threshold_uncertainty_score":0.49193195},"labels":[],"label_agreement":null},{"id":"W4401073328","doi":"10.1016/j.egyr.2024.07.041","title":"Critical review Of SCADA And PLC in smart buildings and energy sector","year":2024,"lang":"en","type":"article","venue":"Energy Reports","topic":"Industrial Automation and Control 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 Calgary","funders":"","keywords":"SCADA; Energy sector; Architectural engineering; Energy (signal processing); Engineering; Computer science; Electrical engineering; Environmental economics; Economics; Physics","score_opus":0.009103369287817917,"score_gpt":0.21694109961503844,"score_spread":0.20783773032722053,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401073328","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22853221,0.69568646,0.003713855,0.0017761498,0.005646739,0.00021188901,0.000011372429,0.00094245496,0.063478865],"genre_scores_gemma":[0.9963741,0.0029701975,0.000032635344,0.00009811476,0.0001087947,0.000019056368,0.0000028698234,0.000014287237,0.00037998898],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992771,0.000021840873,0.0003671067,0.00013379668,0.00009872286,0.000101403406],"domain_scores_gemma":[0.9997642,0.000055926692,0.000021628752,0.00009082679,0.000019846892,0.000047545927],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020857633,0.00008188045,0.00021348722,0.00006968368,0.000010368789,0.000025826605,0.000017034443,0.00006631463,0.00003900514],"category_scores_gemma":[0.00008167289,0.00007387598,0.00002608846,0.00012724382,0.000019904495,0.000079283236,0.000012969,0.000053998006,2.585246e-7],"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":[0.000027886877,0.000082801176,0.0039731422,0.031474013,0.00038949135,0.0053600147,0.00059853663,0.0008824168,0.028441962,0.39893743,0.06021334,0.46961898],"study_design_scores_gemma":[0.00020582741,0.00004409937,0.00066807575,0.011285179,0.000043486532,0.0012779979,0.000018527904,0.021753475,0.0037032072,0.0009906889,0.95968544,0.0003240033],"about_ca_topic_score_codex":0.00036012055,"about_ca_topic_score_gemma":0.000058511105,"teacher_disagreement_score":0.8994721,"about_ca_system_score_codex":0.00001970701,"about_ca_system_score_gemma":0.000019476065,"threshold_uncertainty_score":0.3012575},"labels":[],"label_agreement":null},{"id":"W4401954761","doi":"10.18280/mmep.110816","title":"Product Analysis of Safety Belt and Body Harness Coconut Sugar Climber: An Ergonomic, Durability, and Economic Feasibility Principle","year":2024,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Industrial Automation and Control 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":"Durability; Sugar; Product (mathematics); Pulp and paper industry; Business; Engineering; Forensic engineering; Food science; Chemistry; Materials science; Mathematics; Composite material","score_opus":0.02385126399815795,"score_gpt":0.23875917295056442,"score_spread":0.21490790895240647,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401954761","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8828558,0.0008110959,0.11526833,0.000040582498,0.000113882845,0.00042757666,0.00003654808,0.0003313405,0.00011486343],"genre_scores_gemma":[0.99845076,0.000112917325,0.0012686176,0.0000012851914,0.000054059077,0.000036213703,0.000016730455,0.00003282663,0.000026618536],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99869686,0.000024631137,0.0006152794,0.0003572719,0.00008332218,0.00022263706],"domain_scores_gemma":[0.999413,0.00014241769,0.000033980094,0.00025395185,0.00002090385,0.00013574694],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007462307,0.00021702038,0.00057196245,0.00017967525,0.000046371533,0.00013360828,0.00006900164,0.000106949556,0.000014568616],"category_scores_gemma":[0.000020076812,0.00019868462,0.00006849173,0.00014554292,0.000048704413,0.00018661979,0.00003573887,0.00017198187,0.0000025451263],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011770367,0.000031746975,0.0002549824,0.0020269118,0.00035497933,5.9506436e-7,0.0006672867,0.97961015,0.000770756,0.0154295275,0.0000019726017,0.0008393016],"study_design_scores_gemma":[0.000311727,0.000034018234,0.0003996259,0.00015122423,0.00025641426,0.0000075623607,0.000020330222,0.9972375,0.000120798424,0.0010642562,0.0001866132,0.00020995241],"about_ca_topic_score_codex":0.00003591962,"about_ca_topic_score_gemma":0.000010139405,"teacher_disagreement_score":0.11559495,"about_ca_system_score_codex":0.00006698145,"about_ca_system_score_gemma":0.000014723834,"threshold_uncertainty_score":0.8102123},"labels":[],"label_agreement":null},{"id":"W4402569533","doi":"10.23919/ccc63176.2024.10662514","title":"Motion Analysis and Modeling of Pneumatic Bellows Robotic Arm","year":2024,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control 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":"China Postdoctoral Science Foundation; National Natural Science Foundation of China","keywords":"Bellows; Computer science; Motion (physics); Motion analysis; Robotic arm; Pneumatic actuator; Medical robotics; Robot; Simulation; Mechanical engineering; Artificial intelligence; Engineering; Actuator","score_opus":0.017752801464564785,"score_gpt":0.21742645246543058,"score_spread":0.1996736510008658,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402569533","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18334855,0.00040751524,0.8098437,0.000041687177,0.0002190328,0.000085130574,9.4265937e-7,0.00030227687,0.005751164],"genre_scores_gemma":[0.9995979,0.000009955706,0.0001622685,0.0000028162235,0.000025204894,0.0000039439747,0.0000026454557,0.000006180226,0.00018907648],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996245,0.000009447346,0.00018564406,0.000058085014,0.00006570703,0.000056598816],"domain_scores_gemma":[0.99988395,0.000017675238,0.0000072744915,0.000058801004,0.000012972347,0.000019339112],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009694575,0.000048413323,0.00013701116,0.00016880903,0.000010929081,0.000030440995,0.000021061347,0.00003628405,0.000061439154],"category_scores_gemma":[0.0000051779975,0.000040798775,0.000049898415,0.00030265836,0.000003255811,0.00006329148,0.0000037823024,0.00003918663,0.000012434669],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[2.798253e-7,0.0000025204035,0.000035160818,0.00009236927,0.00021132197,3.618654e-7,0.00013304148,0.9920745,0.00090256555,0.0012357878,0.000012224078,0.005299904],"study_design_scores_gemma":[0.000054626897,0.0000044882995,0.000042541513,0.000027436537,0.0001651017,7.644176e-7,0.00005830718,0.999335,0.0001244039,0.0001364997,0.000009200036,0.000041668194],"about_ca_topic_score_codex":0.00007043055,"about_ca_topic_score_gemma":0.000024190133,"teacher_disagreement_score":0.8162494,"about_ca_system_score_codex":0.00001455074,"about_ca_system_score_gemma":0.000003006559,"threshold_uncertainty_score":0.16637257},"labels":[],"label_agreement":null},{"id":"W4404057589","doi":"10.1109/ccci61916.2024.10736486","title":"Autonomous Ping Pong Ball Collector","year":2024,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control 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":"Ping pong; Ball (mathematics); Computer science; Computer graphics (images); Mathematics; Geometry","score_opus":0.00804613276371685,"score_gpt":0.19096331254537852,"score_spread":0.18291717978166167,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404057589","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":[0.0467136,0.0014329066,0.030263811,0.0007196991,0.0066496683,0.00044899358,0.0000091507145,0.008501829,0.9052603],"genre_scores_gemma":[0.9879381,0.0000023029481,0.00007105648,0.000042483432,0.00030264602,0.000016451833,0.0000018022105,0.000016601387,0.011608547],"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996133,0.000007771105,0.00013011372,0.000069456284,0.000061103965,0.00011826474],"domain_scores_gemma":[0.999866,0.000027809461,0.0000035093988,0.000061551626,0.000008139011,0.00003298363],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007171633,0.00006384709,0.00007919385,0.00006302123,0.000025221527,0.0001222647,0.000045386892,0.0000525604,0.000605502],"category_scores_gemma":[0.0000062083036,0.000055955257,0.000036882517,0.00014882925,0.000003137298,0.0000693304,0.0000049457926,0.00007178825,0.00072092545],"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":[0.000013728987,0.000029450495,0.00017120628,0.0006961583,0.0006938169,0.0001316355,0.0022769275,0.06945686,0.058401074,0.14369127,0.56448424,0.15995362],"study_design_scores_gemma":[0.00012770171,0.000006816419,0.000097731674,0.00003645074,0.0000055241417,0.00000778265,0.000035641337,0.7986404,0.0007762838,0.000031213673,0.2001355,0.000098991164],"about_ca_topic_score_codex":0.00003334552,"about_ca_topic_score_gemma":0.000017242588,"teacher_disagreement_score":0.9412245,"about_ca_system_score_codex":0.000082982,"about_ca_system_score_gemma":0.00002434191,"threshold_uncertainty_score":0.9266279},"labels":[],"label_agreement":null},{"id":"W4404666791","doi":"10.53555/sfs.v10i1.3195","title":"Design and Implementation of a PLC-Driven IoT-Connected Color Sorting System for Inventory Management","year":2023,"lang":"en","type":"article","venue":"Journal of Survey in Fisheries Sciences","topic":"Industrial Automation and Control 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":"Sorting; Computer science; Internet of Things; Inventory management; Embedded system; Operations management; Engineering; Programming language","score_opus":0.1576328143177477,"score_gpt":0.28667701781885113,"score_spread":0.12904420350110343,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404666791","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99613243,0.0000376777,0.0027857479,0.00005624723,0.00052996917,0.00032987955,0.000005194458,0.0000310934,0.000091766655],"genre_scores_gemma":[0.9992448,0.0000120133545,0.0006758867,0.000003591852,0.000029941571,0.000017222568,0.0000011781361,0.000004722317,0.000010611568],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9989379,0.00014419289,0.000536551,0.00006030902,0.00018924978,0.00013179179],"domain_scores_gemma":[0.9993797,0.000235724,0.0002496206,0.000030678973,0.00007874127,0.00002552916],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003305072,0.00005786229,0.0001899371,0.00022936115,0.0000589997,0.000049759696,0.00010935922,0.000029337498,0.000003978593],"category_scores_gemma":[0.00006260587,0.000049434126,0.000024989582,0.00047101078,0.000042861135,0.00016079498,0.000012086709,0.000039219747,4.087597e-7],"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":[0.00022376426,0.000027147798,0.74057114,0.001262993,0.00026860353,0.00002279367,0.0071042012,0.21340835,0.010412416,0.0010041179,0.0049485466,0.020745926],"study_design_scores_gemma":[0.0039205966,0.00072839885,0.5899741,0.0005672814,0.00004127589,0.00001938045,0.03526888,0.36484334,0.003803626,0.00015940041,0.00038498192,0.0002887216],"about_ca_topic_score_codex":0.00009384974,"about_ca_topic_score_gemma":0.00020004653,"teacher_disagreement_score":0.151435,"about_ca_system_score_codex":0.00005951634,"about_ca_system_score_gemma":0.000037637918,"threshold_uncertainty_score":0.20158651},"labels":[],"label_agreement":null},{"id":"W4404989112","doi":"10.1017/9781108779791.006","title":"Electrical-Link Transmitter Circuits","year":2024,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Industrial Automation and Control 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":"Transmitter; Electronic circuit; Link (geometry); Electrical engineering; Computer science; Electronic engineering; Engineering; Computer network","score_opus":0.016519823517926125,"score_gpt":0.1718039103263571,"score_spread":0.15528408680843098,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404989112","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":[0.000019832722,0.00053662976,0.0010237618,0.000028555933,0.00091731065,0.00041662788,0.00015330175,0.0010857577,0.9958182],"genre_scores_gemma":[0.009699201,0.00005421173,0.0000032737012,0.000041372186,0.00061439764,0.0000015360091,0.000032645217,0.00009437064,0.989459],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99893016,0.0000139794665,0.00023413003,0.00031307162,0.00022677878,0.00028188303],"domain_scores_gemma":[0.99942005,0.00003421613,0.00004728348,0.00030421859,0.000057739795,0.00013648525],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000058565573,0.00036267313,0.00040618647,0.00023324204,0.000067002205,0.00007228921,0.00029373606,0.0006010509,0.000014664273],"category_scores_gemma":[0.0000016028685,0.00042168933,0.00027742013,0.000013845385,0.000043829783,0.000054104767,0.00003377248,0.00073088246,0.00023765903],"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":[0.000008908049,0.0000015794865,7.984136e-8,0.00016776295,0.00033547083,0.0002822498,0.000040415256,0.000053747215,0.00017125973,0.9141325,0.07199808,0.012807983],"study_design_scores_gemma":[0.00044425376,0.000019028834,0.0000013374681,0.00018621134,0.0002345817,0.000016931706,0.0000036000718,0.0050817854,0.0001852742,0.000016497464,0.9933716,0.0004388911],"about_ca_topic_score_codex":0.000021904136,"about_ca_topic_score_gemma":7.875786e-7,"teacher_disagreement_score":0.92137355,"about_ca_system_score_codex":0.0002681897,"about_ca_system_score_gemma":0.000044373042,"threshold_uncertainty_score":0.9998235},"labels":[],"label_agreement":null},{"id":"W4406659569","doi":"10.1016/b978-0-340-67666-0.50021-3","title":"10.1016/b978-0-340-67666-0.50021-3","year":2000,"lang":"en","type":"book-chapter","venue":"Time to knit","topic":"Industrial Automation and Control 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":"Computer science; Programming language","score_opus":0.007817899132603607,"score_gpt":0.1492257072286952,"score_spread":0.14140780809609158,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406659569","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":[2.9979606e-7,0.00024830332,0.000003882335,0.000052607393,0.000026401658,0.0004901637,0.000094600924,0.0009468443,0.9981369],"genre_scores_gemma":[0.000012077291,4.2162412e-7,0.000009888792,0.000021250684,0.0010886495,0.000035588746,0.00008947926,0.00015574368,0.9985869],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99864334,0.000014025144,0.00046929732,0.00026374258,0.00029541913,0.0003141893],"domain_scores_gemma":[0.99924856,0.000037540376,0.00006416375,0.00041819198,0.000049400798,0.00018215075],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00010983209,0.00042437625,0.00053424377,0.00021761925,0.00005426533,0.00008142789,0.00027193924,0.00053954055,0.995086],"category_scores_gemma":[0.000009179571,0.00045256678,0.00018530936,0.00004659651,0.0000178925,0.00006567125,0.00002693861,0.00038371704,0.9971062],"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":[0.00002062573,0.0000040688424,6.3880906e-10,0.000024013274,0.00011634253,0.000012169212,0.000010300399,0.0011643599,0.000011886955,0.00014515663,0.36995754,0.62853354],"study_design_scores_gemma":[0.00033645614,0.000047171543,1.6989057e-7,0.00015956827,0.000050331317,0.000010949758,2.3967323e-7,0.0019503841,0.000009164209,0.000053185136,0.99688286,0.00049952586],"about_ca_topic_score_codex":0.000011222109,"about_ca_topic_score_gemma":4.236687e-7,"teacher_disagreement_score":0.628034,"about_ca_system_score_codex":0.0001452842,"about_ca_system_score_gemma":0.000034862467,"threshold_uncertainty_score":0.99979264},"labels":[],"label_agreement":null},{"id":"W4406660553","doi":"10.1016/b978-0-340-67666-0.50020-1","title":"10.1016/b978-0-340-67666-0.50020-1","year":2000,"lang":"en","type":"book-chapter","venue":"Time to knit","topic":"Industrial Automation and Control 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":"Mode (computer interface); Computer science; Operating system","score_opus":0.007825008737311102,"score_gpt":0.14921662872844663,"score_spread":0.14139161999113553,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406660553","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":[2.9572502e-7,0.0002450421,0.000003833485,0.000053822117,0.000025492713,0.000495946,0.00009812371,0.00098401,0.9980934],"genre_scores_gemma":[0.0000124187045,4.220765e-7,0.000009780774,0.000021995478,0.001090482,0.000035469013,0.00009012783,0.00015659098,0.9985827],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99864596,0.000013858114,0.00046929382,0.00026343353,0.00029495655,0.00031251242],"domain_scores_gemma":[0.9992538,0.000037159272,0.00006432698,0.00041256906,0.00004803651,0.000184111],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00010829623,0.00042470134,0.0005345128,0.00021293364,0.00005390957,0.0000803743,0.00027441274,0.0005367132,0.9948837],"category_scores_gemma":[0.000009047287,0.00045243814,0.00018439496,0.000046283785,0.000017902039,0.00006520016,0.000026915113,0.00038020322,0.9971917],"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":[0.000020950643,0.000003956189,6.467199e-10,0.000023975257,0.000114589406,0.000011932203,0.000010312846,0.0011521067,0.000011875316,0.00013673444,0.39689767,0.6016159],"study_design_scores_gemma":[0.00033782443,0.000048144593,1.6641788e-7,0.00015488411,0.000050372553,0.000010796921,2.288115e-7,0.0019727917,0.000009004086,0.000052215546,0.99686426,0.000499319],"about_ca_topic_score_codex":0.0000110722585,"about_ca_topic_score_gemma":4.1391596e-7,"teacher_disagreement_score":0.60111654,"about_ca_system_score_codex":0.00014399337,"about_ca_system_score_gemma":0.00003413568,"threshold_uncertainty_score":0.99979275},"labels":[],"label_agreement":null},{"id":"W4407920544","doi":"10.18280/jesa.580114","title":"Automation of Filter Press Drive Control for Enhanced Palm Oil Extraction","year":2025,"lang":"fr","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"Industrial Automation and Control 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":"Palm oil; Automation; Extraction (chemistry); Filter (signal processing); Control (management); Automatic control; Palm; Engineering; Control engineering; Computer science; Process engineering; Pulp and paper industry; Environmental science; Artificial intelligence; Chemistry; Chromatography; Mechanical engineering; Electrical engineering; Agricultural science; Physics","score_opus":0.01701497338154037,"score_gpt":0.26154806556828103,"score_spread":0.24453309218674066,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407920544","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.045274694,0.012719036,0.9008087,0.0016232078,0.0154842,0.0012703037,0.0002869529,0.0005675613,0.02196536],"genre_scores_gemma":[0.95441747,0.0006090044,0.005800185,0.00008871996,0.0013632004,0.00018178143,0.000017693777,0.00009168776,0.03743028],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99564964,0.000678955,0.0021636083,0.0003252919,0.00050636183,0.00067617436],"domain_scores_gemma":[0.99658775,0.0007465852,0.0012056965,0.0003705024,0.0009009778,0.00018850651],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0012261498,0.00049481797,0.0010387659,0.00043094982,0.00037689274,0.00041086815,0.00038296424,0.00050608336,0.0003024419],"category_scores_gemma":[0.00065052137,0.0004995579,0.00053814746,0.0004249453,0.00013320401,0.00089193264,0.00003208209,0.0005634935,0.00008657918],"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":[0.00019254569,0.00018090957,0.000090676316,0.003704928,0.0012588977,0.000017117314,0.001211825,0.055767275,0.05544853,0.012606704,0.01958592,0.8499347],"study_design_scores_gemma":[0.0098027745,0.00040730496,0.031085715,0.007114002,0.0009973277,0.00029755855,0.00043620597,0.8754599,0.024372825,0.0033308552,0.045961242,0.0007342865],"about_ca_topic_score_codex":0.00014089391,"about_ca_topic_score_gemma":0.000030933952,"teacher_disagreement_score":0.90914273,"about_ca_system_score_codex":0.00081261294,"about_ca_system_score_gemma":0.00025485517,"threshold_uncertainty_score":0.9997456},"labels":[],"label_agreement":null},{"id":"W4407949536","doi":"10.1109/tia.2025.3546202","title":"Classification and Severity Estimation of Eccentricity Faults in Salient Pole Synchronous Machine Using Deep Learning","year":2025,"lang":"en","type":"article","venue":"IEEE Transactions on Industry Applications","topic":"Industrial Automation and Control 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 Victoria","funders":"Centre for Studies in Religion and Society, University of Victoria; Alliance de recherche numérique du Canada; Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Salient; Eccentricity (behavior); Estimation; Computer science; Synchronous motor; Control theory (sociology); Artificial intelligence; Control engineering; Engineering; Electrical engineering; Psychology; Control (management)","score_opus":0.012084053609490482,"score_gpt":0.2505269818602624,"score_spread":0.23844292825077193,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407949536","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22511676,0.000055208286,0.7732531,0.00009228352,0.0001160897,0.00054729084,0.000024791612,0.00014583475,0.00064868445],"genre_scores_gemma":[0.99917346,0.000018764575,0.00046399896,0.00001703897,0.000016952969,0.0002221154,0.000010423654,0.000011993561,0.00006525474],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990822,0.000060365663,0.00041813435,0.0001796937,0.00011248903,0.00014712207],"domain_scores_gemma":[0.9995713,0.00007524311,0.00008005326,0.00018066603,0.000045712386,0.000046995156],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000145208,0.00013073075,0.00018369184,0.00029649184,0.00016303168,0.00002070859,0.00008087265,0.00031084067,0.000020742618],"category_scores_gemma":[0.00000654859,0.00015215541,0.000036325986,0.0006980181,0.00004046331,0.000116452,0.0000011860625,0.00058903324,0.0000052425776],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010247907,0.000094769835,0.0006742145,0.00005701203,0.000024974759,1.4796137e-7,0.00010380656,0.92016673,0.0017485234,0.00037084057,0.0000052195614,0.0767435],"study_design_scores_gemma":[0.0005236385,0.000011566244,0.0053213295,0.00006976177,0.000035342182,0.0000024428787,0.00021845938,0.9896144,0.003789373,0.00008320033,0.0002165053,0.000113929105],"about_ca_topic_score_codex":0.00020592829,"about_ca_topic_score_gemma":0.000060809114,"teacher_disagreement_score":0.7740567,"about_ca_system_score_codex":0.0002542365,"about_ca_system_score_gemma":0.00004286103,"threshold_uncertainty_score":0.6204717},"labels":[],"label_agreement":null},{"id":"W4409787714","doi":"10.61091/jcmcc127a-511","title":"Design of dynamic scheduling strategy for metering equipment in warehouse environment based on intelligent algorithm","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Industrial Automation and Control 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; Warehouse; Computer science; Scheduling (production processes); Real-time computing; Algorithm; Engineering; Operations management; Mechanical engineering; Business","score_opus":0.02206830114205567,"score_gpt":0.25270608724389476,"score_spread":0.2306377861018391,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409787714","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07098461,0.00023655889,0.9208431,0.00003261091,0.0070300526,0.00072092144,0.0000025839086,0.0000366003,0.0001129608],"genre_scores_gemma":[0.9800259,0.000022320775,0.01974101,0.0000068139407,0.00016387769,0.000010355718,9.529238e-7,0.00002659891,0.0000021954284],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978835,0.00008713265,0.0013100205,0.00013291185,0.00034132754,0.0002451177],"domain_scores_gemma":[0.99846363,0.0007574678,0.00044348362,0.0001501974,0.00011748084,0.00006771733],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016036116,0.00023114262,0.00069763855,0.00036074527,0.00007049634,0.00007666436,0.00021766397,0.00014934957,0.0000024804997],"category_scores_gemma":[0.000121337514,0.00021963018,0.00012658867,0.00018094115,0.000024955596,0.00006821412,0.00004040195,0.00028501824,4.3673447e-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":[0.00019622559,0.0005344784,0.000010172979,0.00062322005,0.00018897663,0.000007908995,0.00050330075,0.9052662,0.002656665,0.05203321,0.000018436262,0.037961196],"study_design_scores_gemma":[0.004686785,0.0006325157,0.000010545937,0.00092381396,0.000051904623,0.0000026041532,0.00022085462,0.95461583,0.0026372175,0.035992034,0.000058281774,0.00016761562],"about_ca_topic_score_codex":0.000002865873,"about_ca_topic_score_gemma":9.06306e-8,"teacher_disagreement_score":0.9090413,"about_ca_system_score_codex":0.00027509296,"about_ca_system_score_gemma":0.00009453282,"threshold_uncertainty_score":0.8956259},"labels":[],"label_agreement":null},{"id":"W4410282956","doi":"10.18280/i2m.240210","title":"Automatic Control of Hydrostatic Weighing Apparatus in NIS Up to 20kg Based on PLC and HMI Panel","year":2025,"lang":"en","type":"article","venue":"Instrumentation Mesure Métrologie","topic":"Industrial Automation and Control 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":"Control (management); Hydrostatic equilibrium; Chemistry; Computer science; Analytical Chemistry (journal); Automotive engineering; Materials science; Engineering; Chromatography; Physics; Artificial intelligence","score_opus":0.018257338290949894,"score_gpt":0.25842414576511463,"score_spread":0.24016680747416475,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410282956","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9834683,0.00008007676,0.012016126,0.0009819423,0.00091748405,0.0008923568,0.000027837485,0.00023639872,0.0013794797],"genre_scores_gemma":[0.9988662,0.0000043713326,0.00028022265,0.0006262932,0.00002198489,0.00013907698,0.000011994466,0.000012395588,0.00003745444],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986815,0.00015932634,0.00055116176,0.00018383222,0.0001927301,0.00023144567],"domain_scores_gemma":[0.9993729,0.0002893385,0.00008374015,0.00017009351,0.000032269785,0.00005165665],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043009766,0.0001737118,0.00035957224,0.00038170966,0.00004302475,0.00004494705,0.0001089534,0.00012766711,0.000030364148],"category_scores_gemma":[0.00014027847,0.00016739168,0.000042623327,0.0003629777,0.000025230802,0.00010020808,0.000010029181,0.00015108827,0.000015455484],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007179895,0.0001667852,0.055121087,0.00091980846,0.00034989964,0.000021486761,0.003266159,0.6588123,0.037223957,0.0059150467,0.0031352362,0.23435028],"study_design_scores_gemma":[0.0056846696,0.00015982735,0.03654128,0.00020522269,0.000036999634,7.5792474e-7,0.00040228083,0.95311666,0.0030899674,0.00034768082,0.00023716502,0.0001775071],"about_ca_topic_score_codex":0.000058375346,"about_ca_topic_score_gemma":0.000029171271,"teacher_disagreement_score":0.29430437,"about_ca_system_score_codex":0.00012363563,"about_ca_system_score_gemma":0.000054449454,"threshold_uncertainty_score":0.6826035},"labels":[],"label_agreement":null},{"id":"W4411040688","doi":"10.18280/jesa.580408","title":"Advanced SCADA-PLC S7-1200 Communication System for Aeration Unit in Wastewater Treatment Stations","year":2025,"lang":"en","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"Industrial Automation and Control 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":"SCADA; Aeration; Unit (ring theory); Environmental science; Wastewater; Sewage treatment; Waste management; Computer science; Engineering; Environmental engineering; Electrical engineering; Psychology","score_opus":0.02128355050897942,"score_gpt":0.26204315859674004,"score_spread":0.24075960808776062,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411040688","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9247387,0.0031876569,0.048675988,0.00089935196,0.0026156954,0.0031832645,0.00011761241,0.0015285994,0.015053111],"genre_scores_gemma":[0.9953056,0.00011432231,0.0023225266,0.00002138736,0.00009981424,0.0002645683,0.000043915792,0.000040616073,0.0017872378],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99806917,0.00030910253,0.00097036205,0.0001477826,0.0001861861,0.0003174238],"domain_scores_gemma":[0.99903023,0.00019296209,0.00020102639,0.00030438448,0.00019167116,0.00007973694],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004774752,0.00024037388,0.00040435075,0.00043309722,0.00037250156,0.00031013938,0.00021864423,0.00012196656,0.000017646536],"category_scores_gemma":[0.00006618795,0.00020983147,0.000116591116,0.00040087823,0.000027338963,0.0004607965,0.000016544072,0.00017978004,0.000036577843],"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":[0.00019074537,0.00024293955,0.0020710272,0.001472575,0.0007036957,0.00003299716,0.004630204,0.44137174,0.015149526,0.022373913,0.0029122585,0.50884837],"study_design_scores_gemma":[0.0073422343,0.00024207725,0.035313513,0.0024388256,0.00014199155,0.0001086019,0.0035809416,0.93028533,0.004375057,0.0009754167,0.01470518,0.0004908492],"about_ca_topic_score_codex":0.000056600842,"about_ca_topic_score_gemma":0.00030969395,"teacher_disagreement_score":0.5083575,"about_ca_system_score_codex":0.0009341098,"about_ca_system_score_gemma":0.000116493924,"threshold_uncertainty_score":0.85566795},"labels":[],"label_agreement":null},{"id":"W4411322511","doi":"10.18280/mmep.120516","title":"Design and Evaluation of a Parallel Manipulator for Interconnected Transmission Tracking","year":2025,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Industrial Automation and Control 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":"Parallel manipulator; Computer science; Transmission (telecommunications); Manipulator (device); Tracking (education); Control engineering; Engineering; Robot; Telecommunications; Artificial intelligence; Psychology","score_opus":0.0657120379130707,"score_gpt":0.25226556122396376,"score_spread":0.18655352331089306,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411322511","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04286385,0.0006918917,0.955423,0.000031178042,0.000058856924,0.0006891313,7.391371e-7,0.00015156454,0.00008976287],"genre_scores_gemma":[0.9563856,0.00002107454,0.043405198,0.0000022404354,0.000012384524,0.0001404736,0.0000016685963,0.00001632755,0.0000149938805],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993258,0.000018619521,0.00031801625,0.00010717853,0.00010425695,0.0001261145],"domain_scores_gemma":[0.99964756,0.00016570328,0.00002143529,0.000067026725,0.00006192806,0.000036355443],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00066509144,0.00011344534,0.00022159962,0.000091678834,0.000028955805,0.00003172379,0.00003708672,0.00009431231,0.0000029864545],"category_scores_gemma":[0.000028895203,0.000102542246,0.000029179693,0.000073839845,0.00000825638,0.000057925914,0.0000046508317,0.000069886184,3.0581785e-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":[0.000007311465,0.000008924999,5.6996834e-7,0.0010712403,0.000038529455,3.6941945e-8,0.00042813955,0.98002434,0.003381546,0.006715239,0.000006299672,0.008317803],"study_design_scores_gemma":[0.0007748323,0.000019931307,0.0000033962203,0.0007318983,0.000074012394,0.0000017225431,0.000021297064,0.98633575,0.0009248328,0.010952844,0.000063240885,0.0000962522],"about_ca_topic_score_codex":0.0000015375919,"about_ca_topic_score_gemma":6.669823e-8,"teacher_disagreement_score":0.91352177,"about_ca_system_score_codex":0.000021170768,"about_ca_system_score_gemma":0.000008849839,"threshold_uncertainty_score":0.41815516},"labels":[],"label_agreement":null},{"id":"W4413180468","doi":"10.1109/icet64964.2025.11103318","title":"Application of System in Package Technology in Rf System","year":2025,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control 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":"Advanced Micro Devices (Canada)","funders":"","keywords":"System in package; Computer science; Radio frequency; Telecommunications","score_opus":0.003476450524860982,"score_gpt":0.19043389652747833,"score_spread":0.18695744600261735,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413180468","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5551269,0.00054690224,0.16852717,0.0003219171,0.0009787394,0.0022440879,0.000008738683,0.0025580304,0.2696875],"genre_scores_gemma":[0.99971646,5.6608985e-7,0.000028150625,0.0000026738153,0.000010653463,0.00013565774,0.0000016490048,0.0000048382826,0.00009932091],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99940944,0.000015408978,0.0003601065,0.00007509762,0.000046908426,0.00009307082],"domain_scores_gemma":[0.9997745,0.000016907916,0.000027970982,0.00015595653,0.000017146453,0.0000075131907],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000161645,0.000057079116,0.00019257156,0.00042256786,0.000005957655,0.0000046907576,0.00008756583,0.00014946183,0.0000010782308],"category_scores_gemma":[0.0000059241665,0.000054825414,0.000015417407,0.0006743105,0.000006225452,0.000025513886,0.000008986428,0.0000741138,0.000022027089],"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":[0.000008794806,0.000020344303,0.014671045,0.0019356267,0.000023359533,0.000003877587,0.000087157256,0.010733766,0.031624097,0.9243761,0.00013962257,0.016376238],"study_design_scores_gemma":[0.0016668846,0.000010596499,0.004309032,0.0009966708,0.0000068126164,0.0000039476736,0.004638333,0.9687634,0.018020893,0.000101672435,0.0013414446,0.00014030345],"about_ca_topic_score_codex":0.00021982314,"about_ca_topic_score_gemma":0.00013401972,"teacher_disagreement_score":0.9580296,"about_ca_system_score_codex":0.0002203748,"about_ca_system_score_gemma":0.000011648247,"threshold_uncertainty_score":0.22357155},"labels":[],"label_agreement":null},{"id":"W4413226556","doi":"10.18280/isi.300618","title":"Automatic Generation of PLC Control Code from Natural Language Requirement Specifications","year":2025,"lang":"en","type":"article","venue":"Ingénierie des systèmes d information","topic":"Industrial Automation and Control 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":"Programming language; Computer science; Code generation; Code (set theory); Software engineering; Operating system","score_opus":0.0226810178547065,"score_gpt":0.22962209382483828,"score_spread":0.20694107597013178,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413226556","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.798824,0.0009848012,0.17643693,0.00014265477,0.0024416354,0.0011231857,0.00025641406,0.0008581051,0.018932253],"genre_scores_gemma":[0.998815,0.000008174732,0.0004739784,0.00008223401,0.00012659114,0.000094097646,0.00031622054,0.000008024632,0.00007566928],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99871516,0.00005129203,0.0008161239,0.000071762544,0.00019271846,0.00015294645],"domain_scores_gemma":[0.9993362,0.00006008389,0.00018799484,0.00023345396,0.00015234084,0.000029936033],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021942036,0.00013667787,0.00023873436,0.00022685571,0.00010130512,0.00011280322,0.00013657962,0.00010318246,0.000084546045],"category_scores_gemma":[0.000114224495,0.00013480363,0.00006441787,0.00028837365,0.000037154106,0.000911392,0.00001074668,0.00009723876,0.000063475294],"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":[0.00007053399,0.000079293364,0.001204518,0.0012202628,0.00090341317,0.000001995305,0.024133066,0.05628677,0.1512411,0.030436214,0.018693557,0.7157293],"study_design_scores_gemma":[0.0012094768,0.000014539639,0.0047918824,0.00019250241,0.000044537603,0.0000011429095,0.0012269003,0.9792411,0.010436166,0.00021206166,0.002475604,0.00015409203],"about_ca_topic_score_codex":0.000117486234,"about_ca_topic_score_gemma":0.000048607373,"teacher_disagreement_score":0.9229543,"about_ca_system_score_codex":0.00029741513,"about_ca_system_score_gemma":0.000049897433,"threshold_uncertainty_score":0.54971325},"labels":[],"label_agreement":null},{"id":"W4415360009","doi":"10.59934/jaiea.v5i1.1554","title":"Digital Signage Application System at STMIK Kaputama","year":2025,"lang":"","type":"article","venue":"Journal of Artificial Intelligence and Engineering Applications (JAIEA)","topic":"Industrial Automation and Control 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":"Kootenay Association for Science & Technology","funders":"","keywords":"Digital signage; Waterfall model; Signage; Android (operating system); Systems development life cycle; Information system; Process (computing); Class (philosophy)","score_opus":0.013200173676944925,"score_gpt":0.22903351748427023,"score_spread":0.2158333438073253,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415360009","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.012823161,0.0028133423,0.9785154,0.00045958912,0.0011780161,0.00097593816,0.000052554795,0.00022023944,0.0029617443],"genre_scores_gemma":[0.9974722,0.00019326521,0.00070292293,0.000021688842,0.00097158324,0.00014646765,0.000012231254,0.000049892842,0.0004297136],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99675816,0.000034085806,0.0020311628,0.00034859087,0.00038559886,0.00044240526],"domain_scores_gemma":[0.99812603,0.0002759473,0.00051340286,0.0004375937,0.00039785117,0.0002491941],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006222927,0.00042814406,0.00069066085,0.00069649215,0.00030707475,0.0005033693,0.00046015118,0.0003785622,0.000022900542],"category_scores_gemma":[0.00008199229,0.0004545407,0.00026601387,0.00111267,0.00008096176,0.00046639785,0.00009481163,0.0005577965,0.00017626806],"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":[0.00009047671,0.00015095224,0.000076413125,0.00095614145,0.0004760324,0.000009268797,0.00039024727,0.34946445,0.026233332,0.13807422,0.0004715977,0.48360687],"study_design_scores_gemma":[0.0002186418,0.00011982407,0.00014163078,0.00080364523,0.00029344045,0.000119025826,0.0017322694,0.9011549,0.011791625,0.0006436704,0.08241511,0.0005662425],"about_ca_topic_score_codex":0.000014410074,"about_ca_topic_score_gemma":0.000004093979,"teacher_disagreement_score":0.98464906,"about_ca_system_score_codex":0.0006572211,"about_ca_system_score_gemma":0.00011471085,"threshold_uncertainty_score":0.9997906},"labels":[],"label_agreement":null},{"id":"W4415551767","doi":"10.5614/joki.2025.17.2.1","title":"Prototype of 100 ml Measuring Cylinder Pouring Tool using Microcontroller-Based Servo Motor","year":2025,"lang":"","type":"article","venue":"Jurnal Otomasi Kontrol dan Instrumentasi","topic":"Industrial Automation and Control 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":"Encana (Canada)","funders":"","keywords":"Cylinder; Servo; Servomotor; Tilt (camera); Stepper motor; Process (computing); Actuator; Pneumatic cylinder","score_opus":0.023232633982277064,"score_gpt":0.2443079911126051,"score_spread":0.22107535713032803,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415551767","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96702105,0.0012394399,0.008488772,0.00047452582,0.00469322,0.009460097,0.00022265223,0.0004461879,0.007954077],"genre_scores_gemma":[0.99600965,0.000016611511,0.0013263166,0.0003230508,0.000929771,0.0005261123,0.000016060678,0.0001779591,0.00067444186],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9920154,0.0005612469,0.0036825438,0.0009395916,0.0012675253,0.0015336927],"domain_scores_gemma":[0.9965735,0.00023371467,0.0012760023,0.0010351007,0.0005171109,0.00036456413],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0013970578,0.0012478716,0.0022239478,0.0013811603,0.000614283,0.0005323031,0.0009942374,0.0008653127,0.00028501428],"category_scores_gemma":[0.00019310437,0.0013283526,0.0011340972,0.0012486519,0.00016097077,0.0007670124,0.00016430616,0.0012821154,0.000051010775],"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":[0.015454944,0.0013594378,0.03170705,0.004479521,0.0060852366,0.00013835117,0.0007418861,0.121226646,0.7670623,0.0027543856,0.00027027106,0.04871998],"study_design_scores_gemma":[0.04663994,0.0012165259,0.009565074,0.0059066033,0.0014394638,0.000059654332,0.0005718922,0.8297487,0.093259215,0.000109529974,0.009621871,0.0018615667],"about_ca_topic_score_codex":0.0004085534,"about_ca_topic_score_gemma":0.000042853524,"teacher_disagreement_score":0.708522,"about_ca_system_score_codex":0.0018409969,"about_ca_system_score_gemma":0.0013573857,"threshold_uncertainty_score":0.9989166},"labels":[],"label_agreement":null},{"id":"W4416288732","doi":"10.1007/978-3-032-09694-4_2","title":"Intelligent Multi-channel Fan Control System for Data Center Power Containers Using Siemens PLC","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in networks and systems","topic":"Industrial Automation and Control 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":"Siemens; Container (type theory); Data center; Power (physics); Electric power; Control system; Electrical wiring; Control unit; Energy consumption","score_opus":0.03723536540130078,"score_gpt":0.2483789431061725,"score_spread":0.21114357770487174,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416288732","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000015117254,0.012129402,0.9724985,0.0000358193,0.0072339117,0.0031144053,0.0006657002,0.0002751903,0.0040319627],"genre_scores_gemma":[0.9956958,0.000097680306,0.00007830849,0.00010744744,0.0013787552,0.00010399547,0.00046196685,0.00013689075,0.0019391187],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9973857,0.00007865789,0.0011528429,0.0006179097,0.00021968423,0.0005451958],"domain_scores_gemma":[0.99830663,0.00045242242,0.00027702376,0.00071163924,0.00012815486,0.00012410505],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00062600797,0.00066520623,0.0013047142,0.00026006345,0.000116583455,0.00022665554,0.00039221728,0.0011077125,0.0000063689536],"category_scores_gemma":[0.000053449414,0.00059406855,0.0001610503,0.000067567955,0.00003842471,0.00008296372,0.000083335115,0.00060748326,0.0000025755262],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000098495686,0.0000127563035,0.000037285394,0.0012422815,0.0007117154,0.000024107245,0.00015906263,0.9900713,0.000026550306,0.0030145259,0.0012482104,0.0033537264],"study_design_scores_gemma":[0.002353508,0.000036509107,0.0000011403185,0.003267605,0.00012577468,0.000026100022,0.000057249028,0.961073,0.000002538882,0.000021587082,0.032511234,0.0005237492],"about_ca_topic_score_codex":0.0001849801,"about_ca_topic_score_gemma":0.00026334354,"teacher_disagreement_score":0.9956807,"about_ca_system_score_codex":0.00039167437,"about_ca_system_score_gemma":0.00005231243,"threshold_uncertainty_score":0.9996511},"labels":[],"label_agreement":null},{"id":"W54930600","doi":"10.22260/isarc2013/0018","title":"Modules for the Underground Mine","year":2013,"lang":"en","type":"article","venue":"Proceedings of the ... ISARC","topic":"Industrial Automation and Control 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":"Computer science; Flexibility (engineering); Spare part; Automation; Modular design; Software engineering; Systems engineering; Engineering; Operating system; Operations management; Mechanical engineering","score_opus":0.01339718664525564,"score_gpt":0.1887970414847279,"score_spread":0.17539985483947226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W54930600","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9509434,0.00053369085,0.0014132065,0.008065543,0.0015084988,0.0024112158,0.00001112846,0.000330776,0.03478252],"genre_scores_gemma":[0.9977614,0.000004967508,0.00015107416,0.000060417253,0.0002448572,0.00015266816,2.774948e-7,0.000015358793,0.0016089448],"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995206,0.0000014733946,0.00016739385,0.000060542527,0.00011634484,0.0001336645],"domain_scores_gemma":[0.99968576,0.00005736253,0.000055107685,0.00006827844,0.00011470733,0.000018763903],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001324784,0.0000776944,0.00010433325,0.000019192501,0.000079096055,0.00006328857,0.00027928592,0.00004776525,0.000028445807],"category_scores_gemma":[0.00006016898,0.000041598178,0.00007542515,0.00009099788,0.000029804363,0.00012699349,0.000023998586,0.00006514047,0.000019386478],"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":[0.000042170737,0.000072090355,0.0021040675,0.0008217877,0.0005861512,3.9261376e-8,0.0023301295,0.0046862303,0.29289404,0.16987725,0.4772314,0.049354643],"study_design_scores_gemma":[0.0022401442,0.000081799364,0.012075508,0.0002001054,0.00013253442,0.00001124811,0.0035564187,0.82944626,0.03931021,0.022259176,0.090233706,0.00045288142],"about_ca_topic_score_codex":0.00006203746,"about_ca_topic_score_gemma":0.000003319564,"teacher_disagreement_score":0.82476,"about_ca_system_score_codex":0.000024963561,"about_ca_system_score_gemma":0.0000041861235,"threshold_uncertainty_score":0.16963245},"labels":[],"label_agreement":null},{"id":"W579893814","doi":"","title":"INDIN 2003 : International Conference on Industrial Informatics : proceedings : August 21-24, 2003, Banff, Alberta, Canada","year":2003,"lang":"en","type":"book","venue":"IEEE eBooks","topic":"Industrial Automation and Control 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":"Geography; Library science; Informatics; Political science; Computer science","score_opus":0.02608710502150316,"score_gpt":0.19791618959770294,"score_spread":0.17182908457619978,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W579893814","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":[0.00057364535,0.000012106894,0.000031120686,0.000045888617,0.016528856,0.0010327973,0.00019896879,0.00019376758,0.98138285],"genre_scores_gemma":[0.009105356,0.000008707736,0.000030991705,0.00039873147,0.0019597325,0.00014013622,0.00016698518,0.00011295619,0.9880764],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9972697,0.000022360306,0.0010832436,0.00024968435,0.00086264097,0.0005123773],"domain_scores_gemma":[0.99845403,0.000043596872,0.00041226755,0.00024628613,0.00060466107,0.00023918059],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002101904,0.0006257727,0.00064705557,0.00028382766,0.000105202234,0.00024722243,0.000555797,0.0010340654,0.00069050794],"category_scores_gemma":[0.00013605901,0.0006525534,0.00007790817,0.00013348857,0.00004684365,0.00012714711,0.00002478606,0.001407611,0.00021286744],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024576497,0.0000064383025,0.000005212548,0.00006371649,0.00021786883,0.000008024789,0.0003306526,0.00020480293,0.000020030584,0.008623913,0.9873829,0.0031118453],"study_design_scores_gemma":[0.0016389687,0.000049319562,0.0000014555253,0.00071788975,0.00005554477,0.000018687273,0.00013214335,0.0071455957,0.0004018725,0.000095791824,0.9890092,0.00073351397],"about_ca_topic_score_codex":0.017894693,"about_ca_topic_score_gemma":0.046343192,"teacher_disagreement_score":0.028448502,"about_ca_system_score_codex":0.0015927134,"about_ca_system_score_gemma":0.004390584,"threshold_uncertainty_score":0.99959254},"labels":[],"label_agreement":null},{"id":"W6893206125","doi":"10.5281/zenodo.14992374","title":"From Relay-Based to DCS-Based Control: Technological Advancement in Industrial Automation.","year":2013,"lang":"en","type":"article","venue":"Open MIND","topic":"Industrial Automation and Control 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":"Impact","funders":"","keywords":"Automation; Industrial control system; Control system; Microprocessor; Programmable logic controller; Relay; Control (management); Supervisory control","score_opus":0.035082884392821395,"score_gpt":0.25683838906923734,"score_spread":0.22175550467641594,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6893206125","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9606095,0.00003173418,0.0233227,0.0037731833,0.0007679597,0.004259836,0.00009027443,0.00012891785,0.007015878],"genre_scores_gemma":[0.99579245,1.5260476e-7,0.003151573,0.00017062458,0.00013491111,0.0005621116,0.000038203038,0.000016872234,0.00013311353],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987502,0.00007792812,0.00047842573,0.00023788106,0.0001952261,0.00026034357],"domain_scores_gemma":[0.9994123,0.000120301396,0.00006117639,0.0002691467,0.000038953105,0.00009809719],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00030283423,0.0001666947,0.00030879024,0.0001513104,0.000039120092,0.00020109532,0.0003781232,0.00027329772,0.0035046209],"category_scores_gemma":[0.00013024134,0.00015167815,0.00003924529,0.00030992716,0.000018889508,0.00019741288,0.00002309049,0.00022252295,0.00225177],"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":[0.00013857323,0.00014240072,0.0012809837,0.0000049125147,0.0000466878,0.000014594066,0.0001312721,0.41634312,0.017602839,0.00006741608,0.004698688,0.5595285],"study_design_scores_gemma":[0.013135999,0.00015061433,0.0019357953,0.00020049191,0.000018842331,4.459132e-7,0.00023190657,0.80926913,0.013706784,0.00005703892,0.16080447,0.00048849144],"about_ca_topic_score_codex":0.00035174104,"about_ca_topic_score_gemma":0.00008054888,"teacher_disagreement_score":0.55904,"about_ca_system_score_codex":0.0001937171,"about_ca_system_score_gemma":0.00007212399,"threshold_uncertainty_score":0.9985251},"labels":[],"label_agreement":null},{"id":"W6989405376","doi":"","title":"Automatización del sistema de manejo de grano de la industria cervecera para la obtención de malta","year":2005,"lang":"es","type":"dissertation","venue":"Maestría en Control de Operaciones y Gestión Logística (Escuela Superior Politécnica del Litoral)","topic":"Industrial Automation and Control 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":"Work (physics); Prospection; Ghosting; Quarter (Canadian coin)","score_opus":0.009405280766801444,"score_gpt":0.2667597710035598,"score_spread":0.2573544902367584,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6989405376","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9626988,0.0057674,0.009778906,0.0043554306,0.002258149,0.004445761,0.001539705,0.002494428,0.0066614123],"genre_scores_gemma":[0.980322,0.0010919264,0.006412729,0.00089521054,0.0049799574,0.0020433478,0.00071207876,0.00081095647,0.0027318124],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9811683,0.0069414843,0.0039577167,0.001928741,0.0013947254,0.004608985],"domain_scores_gemma":[0.9893924,0.0045833997,0.00091891777,0.0019849832,0.0006774817,0.0024428454],"candidate_categories":["metaepi_narrow","scholarly_communication","research_integrity"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.005809108,0.002885514,0.0038761557,0.0010723656,0.0011344069,0.0021590646,0.0024832198,0.006961922,0.0006032127],"category_scores_gemma":[0.004301992,0.003121298,0.0014759928,0.0010269549,0.0005501708,0.0009609633,0.00020789422,0.004948818,0.00053118105],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0070404094,0.004412975,0.2564353,0.012474534,0.010102139,0.0067016203,0.02649635,0.2197188,0.17611106,0.19132254,0.00623891,0.08294537],"study_design_scores_gemma":[0.017553478,0.0007785423,0.32785234,0.005275992,0.004939445,0.0053829374,0.0044279504,0.57125217,0.0011165029,0.00075487344,0.05469,0.0059757456],"about_ca_topic_score_codex":0.008500882,"about_ca_topic_score_gemma":0.00046924053,"teacher_disagreement_score":0.35153338,"about_ca_system_score_codex":0.005579657,"about_ca_system_score_gemma":0.005879737,"threshold_uncertainty_score":0.999756},"labels":[],"label_agreement":null},{"id":"W7009214772","doi":"","title":"Diseño e implementación de un sistema de control automático para la máquina purificadora de aceite WSK KRAKOW de LAVAL, tipo MPAX 207 - 24s de la Central Térmica Guangopolo TERMOPICHINCHA","year":2010,"lang":"es","type":"dissertation","venue":"Repositorio Institucional de la Universidad de las Fuerzas Armadas ESPE (Universidad de las Fuerzas Armadas ESPE)","topic":"Industrial Automation and Control 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 system; Limiting; Independence (probability theory)","score_opus":0.004926661635611642,"score_gpt":0.2534201428927635,"score_spread":0.24849348125715184,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7009214772","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9319535,0.001505493,0.013829946,0.0020871412,0.0035661852,0.0026681821,0.0011296562,0.0018111689,0.041448735],"genre_scores_gemma":[0.9830088,0.0014864859,0.005086801,0.0006333403,0.0039354702,0.00014732018,0.0008419045,0.0005787518,0.0042811283],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9838518,0.0046232585,0.0022018447,0.0021679222,0.00198313,0.0051720683],"domain_scores_gemma":[0.9894752,0.0029220276,0.0019652955,0.0017439441,0.0006583712,0.0032351871],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.0035844562,0.002760196,0.002676151,0.0018382061,0.0023731722,0.0022261532,0.0030023786,0.0050861994,0.0005885496],"category_scores_gemma":[0.0006541064,0.0034498037,0.0019351353,0.0015918312,0.00089280185,0.0017739444,0.00040554607,0.005939385,0.0001399028],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00792521,0.0027071408,0.06537412,0.0036179374,0.009163832,0.027183902,0.03380819,0.06549865,0.55638623,0.20553808,0.017967362,0.0048293225],"study_design_scores_gemma":[0.033341844,0.0010797089,0.167342,0.004216335,0.009165338,0.010136612,0.019899763,0.1001761,0.058087956,0.003458232,0.58428514,0.008810947],"about_ca_topic_score_codex":0.0090531185,"about_ca_topic_score_gemma":0.0014429314,"teacher_disagreement_score":0.5663178,"about_ca_system_score_codex":0.013124799,"about_ca_system_score_gemma":0.008933341,"threshold_uncertainty_score":0.9989256},"labels":[],"label_agreement":null},{"id":"W7009270850","doi":"","title":"Diseño de Sistema Automático de Distribución de Agua Purificada ern Laboratorios Farmacéuticos Markos S.A- Ate – Lima","year":2018,"lang":"es","type":"dissertation","venue":"renati","topic":"Industrial Automation and Control 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":"Raspberry pi; Greenhouse","score_opus":0.007740923857988366,"score_gpt":0.24582016806379267,"score_spread":0.2380792442058043,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7009270850","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9613767,0.0028371047,0.008878845,0.00053513236,0.0064115487,0.0029111842,0.0017597985,0.0019432765,0.013346367],"genre_scores_gemma":[0.9907631,0.00026333463,0.00038014638,0.00011479235,0.0022286142,0.0003993626,0.0013517642,0.0002440544,0.0042548175],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9953983,0.00053124805,0.0013308647,0.0006715469,0.0007204025,0.0013476828],"domain_scores_gemma":[0.9972921,0.00027434286,0.00065112027,0.00072597293,0.0004898125,0.0005666303],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0010248288,0.00090025814,0.0010688228,0.00029135018,0.00037508778,0.00056268804,0.00072801893,0.0013971879,0.00030530576],"category_scores_gemma":[0.0007696982,0.00095201895,0.00038189057,0.00076763093,0.00006510185,0.00023072466,0.00004489654,0.0009444472,0.0005325175],"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":[0.0034038753,0.0028520382,0.048003584,0.04412794,0.01340034,0.0020716244,0.03990704,0.025918545,0.35919023,0.041064855,0.11978465,0.30027527],"study_design_scores_gemma":[0.006986508,0.00038672658,0.058717202,0.0068553747,0.0020646756,0.00011839889,0.0027792573,0.63400614,0.043201417,0.00036920566,0.24028353,0.004231572],"about_ca_topic_score_codex":0.0006597222,"about_ca_topic_score_gemma":0.00021309327,"teacher_disagreement_score":0.6080876,"about_ca_system_score_codex":0.0017118395,"about_ca_system_score_gemma":0.0010295121,"threshold_uncertainty_score":0.9998992},"labels":[],"label_agreement":null},{"id":"W7039205410","doi":"","title":"Learning for real : testimonies on the stakes and conditions for quality pupil development : summary of the 1984-1985 annual report on the state and needs of education in Québec","year":2015,"lang":"en","type":"other","venue":"Bibliothèque et Archives nationales du Québec (Québec government)","topic":"Industrial Automation and Control 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":"Pupil; Annual report; Quality (philosophy); State (computer science); Needs assessment; Duration (music)","score_opus":0.01800083758613869,"score_gpt":0.24547124925344016,"score_spread":0.22747041166730148,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7039205410","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.73630685,0.0027963007,0.00029351926,0.01052321,0.00038235518,0.004669798,0.0019498682,0.00015793955,0.24292019],"genre_scores_gemma":[0.7874349,0.00013906903,0.0000755859,0.00016606657,0.00013306268,0.00082727906,0.00006250069,0.00012441962,0.21103716],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99846035,0.0001910775,0.0005997337,0.00017333475,0.00043115194,0.00014432515],"domain_scores_gemma":[0.9922984,0.0068070935,0.00055943395,0.00021807714,0.000074724274,0.000042227522],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00079400244,0.00023373748,0.00031134026,0.00042185772,0.00013537906,0.000057136192,0.00022275613,0.0000705035,0.000059567472],"category_scores_gemma":[0.002295613,0.0001465189,0.0000744924,0.00026849884,0.00019347011,0.00007536364,0.000051808624,0.00020762952,0.0000014887789],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037415867,0.00035185867,0.032607697,0.0009573103,0.00068010803,7.6587474e-7,0.03205788,0.004098183,0.00047881185,0.026977643,0.897605,0.003810595],"study_design_scores_gemma":[0.0018641491,0.00028206248,0.1566567,0.0015992866,0.000088094166,0.000010935771,0.008077194,0.0025818439,0.00048658313,0.000706493,0.8270551,0.0005915625],"about_ca_topic_score_codex":0.089032315,"about_ca_topic_score_gemma":0.787292,"teacher_disagreement_score":0.6982597,"about_ca_system_score_codex":0.0008367655,"about_ca_system_score_gemma":0.01575408,"threshold_uncertainty_score":0.98982567},"labels":[],"label_agreement":null},{"id":"W7095507463","doi":"","title":"by the Minister of Transport, 2014.","year":2014,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control 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":"Government (linguistics); Prime minister; Legislation; Work (physics)","score_opus":0.005783865621522632,"score_gpt":0.1709291602492336,"score_spread":0.16514529462771096,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7095507463","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":[0.13621788,0.0001545237,0.049140103,0.0013564005,0.0009193012,0.0003088237,0.000013648238,0.00038018686,0.81150913],"genre_scores_gemma":[0.99682975,7.3540764e-7,0.0000103292305,0.00009122196,0.00004933147,0.0000045446286,0.0000017902818,0.0000044162744,0.0030078706],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99974996,0.00001070846,0.00011240899,0.000025334113,0.000051688035,0.000049918635],"domain_scores_gemma":[0.99986935,0.000019561761,0.0000104513865,0.00008205191,0.0000069715643,0.000011645112],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009413996,0.00003294146,0.00006197873,0.000006905091,0.000009347582,0.0000034054833,0.000053501037,0.000028282322,0.00021080773],"category_scores_gemma":[0.0000018182147,0.000019450874,0.000024756388,0.000019728916,0.000007708913,0.000016801516,8.13146e-7,0.000026414995,0.000054943637],"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":[0.000010228433,0.000021125372,0.0009584554,0.00006175687,0.00007797925,2.2214556e-7,0.000554593,0.0021088999,0.02763474,0.01710761,0.9110686,0.04039579],"study_design_scores_gemma":[0.0005805905,0.000020806088,0.0010931909,0.000007860926,0.000010541182,0.0000013976872,0.00007126964,0.05234345,0.008977937,0.000045551835,0.9367582,0.00008916422],"about_ca_topic_score_codex":0.00002206796,"about_ca_topic_score_gemma":0.000008693586,"teacher_disagreement_score":0.86061186,"about_ca_system_score_codex":0.0000026955875,"about_ca_system_score_gemma":0.0000014798138,"threshold_uncertainty_score":0.23081969},"labels":[],"label_agreement":null},{"id":"W7100027986","doi":"","title":"Christchurch, New Zealand The accuracy of MUREAU residential market forecasts","year":2002,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control 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":"Real estate; Property market; Quarter (Canadian coin); Position (finance); Property (philosophy); Residential property; Bridge (graph theory); Market research","score_opus":0.01889026254403572,"score_gpt":0.20563957555186313,"score_spread":0.1867493130078274,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7100027986","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":[0.15120807,0.0011122741,0.003784721,0.0049625603,0.0029295268,0.0013121468,0.000018679393,0.0010067951,0.83366525],"genre_scores_gemma":[0.9602797,0.000022869044,0.00002981422,0.00003669622,0.00039108162,0.000006311822,0.0000011860825,0.000011505879,0.039220814],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99939185,0.000029274823,0.00023880147,0.00006170004,0.00014312439,0.00013521801],"domain_scores_gemma":[0.9996175,0.00010170694,0.000041643376,0.00017524617,0.000019428617,0.00004446596],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000120110926,0.00007968596,0.00012371587,0.000034300916,0.000029961971,0.00003291419,0.00013450671,0.00006374592,0.0034697538],"category_scores_gemma":[0.000055710163,0.00005225116,0.000057428068,0.00010588902,0.000011632038,0.00008128933,0.000011217477,0.00008167433,0.000087168024],"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":[0.000010353174,0.000005516906,0.00009816849,0.000009576222,0.000037847498,0.0000011689509,0.00032998476,0.000529527,0.00051441696,0.00030052013,0.97084844,0.027314454],"study_design_scores_gemma":[0.002745472,0.00006204201,0.005784442,0.00006398108,0.000043864635,0.00002891748,0.00017945474,0.42637482,0.002879364,0.00036525124,0.5611721,0.00030024172],"about_ca_topic_score_codex":0.0006915772,"about_ca_topic_score_gemma":0.00015725961,"teacher_disagreement_score":0.80907166,"about_ca_system_score_codex":0.000014738743,"about_ca_system_score_gemma":0.000007643797,"threshold_uncertainty_score":0.99744123},"labels":[],"label_agreement":null},{"id":"W7163760495","doi":"10.5281/zenodo.20568311","title":"The Rise of Embedded Web Servers in Industrial Programmable Logic Controllers (PLCs)","year":2014,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Industrial Automation and Control 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":"Impact","funders":"","keywords":"Programmable logic controller; Industrial control system; Automation; Server; Programmable logic device; Ethernet; Software; Fieldbus; Legacy system","score_opus":0.030050795950631905,"score_gpt":0.21149439564981945,"score_spread":0.18144359969918755,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7163760495","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":[0.40761715,0.0004923819,0.0041545215,0.002752227,0.0019894396,0.005233382,0.00020539241,0.0048298393,0.57272565],"genre_scores_gemma":[0.99912155,0.000019899853,0.00001602646,0.000015206575,0.00013999557,1.8677778e-7,0.000057573092,0.00033704317,0.000292546],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985292,0.00041404177,0.00035745327,0.00014878064,0.00024951968,0.00030099717],"domain_scores_gemma":[0.99933445,0.000052650455,0.00008766654,0.00026764767,0.00017736616,0.00008019902],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012795116,0.00010804464,0.00018178101,0.00013258742,0.00051938696,0.00031144018,0.0005305977,0.00009852649,0.0007096581],"category_scores_gemma":[0.00057613355,0.00009064298,0.00004968561,0.00045946782,0.00008631649,0.00011972136,0.0001240606,0.00025823136,0.0007163483],"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":[0.0007008493,0.00022834349,0.00008378744,0.00017114177,0.00028714965,0.000010336555,0.0021270947,0.043100126,0.014752332,0.036358126,0.23522171,0.666959],"study_design_scores_gemma":[0.0027481383,0.00012411276,0.00007615423,0.000026408425,0.000006978148,0.0000059735603,0.00036045676,0.09603664,0.0001837721,0.00009695622,0.9002215,0.00011288224],"about_ca_topic_score_codex":0.000018875035,"about_ca_topic_score_gemma":0.0000027902092,"teacher_disagreement_score":0.6668461,"about_ca_system_score_codex":0.000105091196,"about_ca_system_score_gemma":0.000004434026,"threshold_uncertainty_score":0.92074466},"labels":[],"label_agreement":null},{"id":"W7163769532","doi":"10.5281/zenodo.20568312","title":"The Rise of Embedded Web Servers in Industrial Programmable Logic Controllers (PLCs)","year":2014,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Industrial Automation and Control 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":"Impact","funders":"","keywords":"Programmable logic controller; Industrial control system; Automation; Server; Programmable logic device; Ethernet; Software; Fieldbus; Legacy system","score_opus":0.030050795950631905,"score_gpt":0.21149439564981945,"score_spread":0.18144359969918755,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7163769532","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":[0.40761715,0.0004923819,0.0041545215,0.002752227,0.0019894396,0.005233382,0.00020539241,0.0048298393,0.57272565],"genre_scores_gemma":[0.99912155,0.000019899853,0.00001602646,0.000015206575,0.00013999557,1.8677778e-7,0.000057573092,0.00033704317,0.000292546],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985292,0.00041404177,0.00035745327,0.00014878064,0.00024951968,0.00030099717],"domain_scores_gemma":[0.99933445,0.000052650455,0.00008766654,0.00026764767,0.00017736616,0.00008019902],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012795116,0.00010804464,0.00018178101,0.00013258742,0.00051938696,0.00031144018,0.0005305977,0.00009852649,0.0007096581],"category_scores_gemma":[0.00057613355,0.00009064298,0.00004968561,0.00045946782,0.00008631649,0.00011972136,0.0001240606,0.00025823136,0.0007163483],"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":[0.0007008493,0.00022834349,0.00008378744,0.00017114177,0.00028714965,0.000010336555,0.0021270947,0.043100126,0.014752332,0.036358126,0.23522171,0.666959],"study_design_scores_gemma":[0.0027481383,0.00012411276,0.00007615423,0.000026408425,0.000006978148,0.0000059735603,0.00036045676,0.09603664,0.0001837721,0.00009695622,0.9002215,0.00011288224],"about_ca_topic_score_codex":0.000018875035,"about_ca_topic_score_gemma":0.0000027902092,"teacher_disagreement_score":0.6668461,"about_ca_system_score_codex":0.000105091196,"about_ca_system_score_gemma":0.000004434026,"threshold_uncertainty_score":0.92074466},"labels":[],"label_agreement":null},{"id":"W7165011137","doi":"10.5281/zenodo.20727773","title":"Role of Electrical Automation in Improving Factory Safety Standards","year":2021,"lang":"en","type":"article","venue":"Open MIND","topic":"Industrial Automation and Control 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":"Impact","funders":"","keywords":"Automation; Hazardous waste; Factory (object-oriented programming); Safety standards; Intrinsic safety; Hazard; System safety; Human error; Situation awareness","score_opus":0.01187897561079622,"score_gpt":0.2477047249588371,"score_spread":0.23582574934804088,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7165011137","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9220686,0.00028507397,0.0020316842,0.000034159297,0.00020240866,0.0003628253,0.000058634192,0.000014439668,0.0749422],"genre_scores_gemma":[0.99946266,0.0000022031923,0.00031278614,0.0000025567842,0.00002945367,0.0000055897513,0.000011306065,0.0000067836513,0.00016667866],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993616,0.000042667358,0.00026591957,0.000083031366,0.00014369743,0.00010312305],"domain_scores_gemma":[0.9997653,0.000026339369,0.000035126657,0.00009430866,0.000055158147,0.000023779477],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028376107,0.00005522493,0.00015445768,0.00004487743,0.000015880258,0.000045058623,0.00009015803,0.00007167199,0.000658872],"category_scores_gemma":[0.00006701293,0.00005739032,0.000023070843,0.00017432951,0.0000041352087,0.00013704105,0.000022320666,0.0000866458,0.000021142017],"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":[0.00002084461,0.000021341255,0.00040894054,0.000011371123,0.00001799632,0.000004208823,0.00062623865,0.0038950096,0.14526904,0.00011255265,0.00007227348,0.8495402],"study_design_scores_gemma":[0.0026733307,0.000049029342,0.01618746,0.000109281114,0.000016767051,0.000008682106,0.00083958375,0.68668854,0.23131001,0.000058143283,0.061764337,0.00029481135],"about_ca_topic_score_codex":0.000052091862,"about_ca_topic_score_gemma":0.00013873521,"teacher_disagreement_score":0.84924537,"about_ca_system_score_codex":0.00016035844,"about_ca_system_score_gemma":0.00015827862,"threshold_uncertainty_score":0.7214187},"labels":[],"label_agreement":null},{"id":"W7165048586","doi":"10.5281/zenodo.20727772","title":"Role of Electrical Automation in Improving Factory Safety Standards","year":2021,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Industrial Automation and Control 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":"Impact","funders":"","keywords":"Automation; Hazardous waste; Factory (object-oriented programming); Safety standards; Intrinsic safety; Hazard; System safety; Human error; Situation awareness","score_opus":0.01174972869548263,"score_gpt":0.2082194086431389,"score_spread":0.19646967994765627,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7165048586","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":[0.4452799,0.0012234816,0.052625217,0.00037284612,0.00057244813,0.0014238488,0.0008871123,0.004853514,0.49276164],"genre_scores_gemma":[0.99921256,0.000019526378,0.0000547227,0.00000921794,0.000057629397,2.9870993e-8,0.0002537236,0.0003112709,0.00008132151],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99887353,0.00018643825,0.0003033256,0.0001404376,0.00030489522,0.00019134452],"domain_scores_gemma":[0.99934405,0.000017372884,0.000049504815,0.00017040691,0.00036183588,0.000056818084],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000500109,0.000077309036,0.00013990048,0.00015767576,0.00023398074,0.00014145087,0.00020263644,0.00007090956,0.0023687242],"category_scores_gemma":[0.00042270255,0.00008812764,0.00003392513,0.0004887689,0.000020543755,0.00015257845,0.000103974926,0.00018171345,0.00024212938],"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":[0.00006543848,0.00009129343,0.000019560532,0.00013927835,0.000051966745,0.000010466192,0.0017452135,0.0057374784,0.25543714,0.006404239,0.0091245575,0.72117335],"study_design_scores_gemma":[0.0015352658,0.000103458166,0.00452387,0.00006777898,0.000011049921,0.00004622564,0.00066813,0.16989397,0.01740514,0.0001306066,0.80536604,0.00024844622],"about_ca_topic_score_codex":0.000013140833,"about_ca_topic_score_gemma":0.0000011496542,"teacher_disagreement_score":0.7962415,"about_ca_system_score_codex":0.0003243107,"about_ca_system_score_gemma":0.000010783054,"threshold_uncertainty_score":0.99854326},"labels":[],"label_agreement":null},{"id":"W967968445","doi":"","title":"Alfa Laval MMPX 304与Westfalia OSD 6-0136全自动排渣式分油机的介绍","year":2010,"lang":"ja","type":"article","venue":"中国水运：下半月","topic":"Industrial Automation and Control 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":"Waste management; Engineering","score_opus":0.00966652293976375,"score_gpt":0.21008751568738798,"score_spread":0.20042099274762423,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W967968445","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.71279776,0.0016586337,0.0008702655,0.0057186172,0.055448767,0.00229798,0.00031597886,0.0026714264,0.21822058],"genre_scores_gemma":[0.9787749,0.00004790927,0.00023687613,0.00027611025,0.0053356797,0.00006891802,0.000051683437,0.00013934073,0.015068585],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9967867,0.00014627019,0.0009598729,0.00053940364,0.0006153532,0.00095236715],"domain_scores_gemma":[0.9981288,0.00014492306,0.00022959695,0.0009087354,0.00016736808,0.0004206073],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007394029,0.0005937079,0.00072018005,0.00021048864,0.00026132204,0.00039941625,0.0005980986,0.00092672394,0.0033186493],"category_scores_gemma":[0.00023994388,0.00061067985,0.00033062577,0.0004439232,0.00009586915,0.00037425497,0.000092453236,0.0014604948,0.008675405],"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":[0.00028715117,0.0007862992,0.005182472,0.0009437154,0.0015797585,0.0003855209,0.008516538,0.0039520427,0.32589418,0.06239909,0.4707342,0.119339034],"study_design_scores_gemma":[0.0038124488,0.00015242567,0.0047896327,0.00019669789,0.00019542783,0.00009233656,0.00045866688,0.05509335,0.0059507485,0.00028946943,0.92768633,0.0012824344],"about_ca_topic_score_codex":0.0011703704,"about_ca_topic_score_gemma":0.0006648338,"teacher_disagreement_score":0.45695215,"about_ca_system_score_codex":0.000117886375,"about_ca_system_score_gemma":0.00016131719,"threshold_uncertainty_score":0.99963444},"labels":[],"label_agreement":null}]}