{"meta":{"query_hash":"276f6c68beca","filters":{"venue":"Advances in industrial control"},"cohort_total":44,"direct_labels_cover":0,"predictions_cover":44,"exported":44,"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/276f6c68beca","api":"https://metacan.xera.ac/api/v1/cohort?venue=Advances+in+industrial+control"},"results":[{"id":"W14510897","doi":"10.1007/978-1-84800-161-9_11","title":"Process Parameter and Delay Estimation from Non-uniformly Sampled Data","year":2008,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Control Systems and Identification","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Process (computing); Estimation; Computer science; Engineering","score_opus":0.03745050000755195,"score_gpt":0.2581227666383895,"score_spread":0.22067226663083755,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W14510897","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.003092652,0.000906142,0.99452037,0.000027604845,0.0000688119,0.000009265576,0.000051653118,0.00021672882,0.0011067394],"genre_scores_gemma":[0.33476576,0.0055812933,0.63182974,0.00010837576,0.0002887122,0.00009549773,0.00095253007,0.0002519389,0.02612614],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998211,0.000022415354,0.000009579502,0.00004880933,0.00009089532,0.0000072138773],"domain_scores_gemma":[0.9996784,0.00020451823,0.000016974613,0.00005153637,0.000045358065,0.0000032898283],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033406736,0.000602481,0.0005926783,0.0003791273,0.00011083871,0.0005754327,0.0005041031,0.0005552129,0.0014121783],"category_scores_gemma":[0.0012499641,0.0003337484,0.00033712713,0.00050035305,0.00037928746,0.0010177012,0.00038430822,0.0006841189,0.0007696618],"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":[0.00017155234,0.000031694795,0.00046445645,0.0007251414,0.00006302926,0.00018892744,0.00015023173,0.25931206,0.0374007,0.027527729,0.0033699884,0.6705945],"study_design_scores_gemma":[0.000009722825,0.000047849524,0.00089126243,0.000050817747,0.000019757195,0.0001527754,0.000022009826,0.95267767,0.021142678,0.017153986,0.007809578,0.00002200949],"about_ca_topic_score_codex":0.00065415085,"about_ca_topic_score_gemma":0.0008898209,"teacher_disagreement_score":0.0014121783,"about_ca_system_score_codex":0.00019386571,"about_ca_system_score_gemma":0.00018033313,"threshold_uncertainty_score":0.0047242045},"labels":[],"label_agreement":null},{"id":"W159875822","doi":"10.1007/978-3-540-79224-6_16","title":"Industrial Applications of the Stiction Quantification Algorithm","year":2008,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Industrial Vision Systems and Defect Detection","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Stiction; Computer science; Algorithm; Materials science; Nanotechnology; Microelectromechanical systems","score_opus":0.028973864648808335,"score_gpt":0.23637620345136814,"score_spread":0.20740233880255982,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W159875822","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0023501408,0.0017900699,0.9822756,0.00014573558,0.00011490974,0.000023904098,0.000049461763,0.0013434611,0.0119067775],"genre_scores_gemma":[0.16445553,0.0029838155,0.8090612,0.00018251975,0.00022628465,0.000064420485,0.00038654247,0.00052685454,0.022112811],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99927586,0.00008906001,0.000031933283,0.00011930305,0.00045025145,0.000033569297],"domain_scores_gemma":[0.99907887,0.0003431244,0.00006142315,0.00012829904,0.00036452853,0.000023726712],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00071974454,0.00087264774,0.0010099852,0.0017530984,0.00043862328,0.0014544645,0.0011808635,0.0015160937,0.006115966],"category_scores_gemma":[0.002275155,0.00047137003,0.00058850413,0.0015698904,0.00067993684,0.0013122626,0.0010457594,0.0012349478,0.0021454564],"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":[0.000075454765,0.000044599605,0.0004007841,0.00031738423,0.000039908206,0.00010130867,0.000084564424,0.11485964,0.016183969,0.04432888,0.012164417,0.8113991],"study_design_scores_gemma":[0.000010553047,0.0000492657,0.0005835981,0.000081125785,0.000019161036,0.00037285857,0.00001755263,0.9374774,0.016144885,0.022454893,0.022753185,0.000035499816],"about_ca_topic_score_codex":0.0009903654,"about_ca_topic_score_gemma":0.0007592327,"teacher_disagreement_score":0.006115966,"about_ca_system_score_codex":0.0004991155,"about_ca_system_score_gemma":0.0005099769,"threshold_uncertainty_score":0.02045995},"labels":[],"label_agreement":null},{"id":"W1624233634","doi":"10.1007/978-1-84882-244-3","title":"Deadlock Resolution in Automated Manufacturing Systems","year":2009,"lang":"en","type":"book","venue":"Advances in industrial control","topic":"Flexible and Reconfigurable Manufacturing Systems","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Guangdong University of Technology; Technion-Israel Institute of Technology; National Taiwan Ocean University; University of Toronto; Kungliga Tekniska Högskolan; University of Texas at Arlington; National Research Foundation; Xidian University; National Natural Science Foundation of China; Institut national de recherche en informatique et en automatique (INRIA)","keywords":"Petri net; Deadlock; Computer science; Deadlock prevention algorithms; Flexible manufacturing system; Resolution (logic); Distributed computing; Engineering; Artificial intelligence; Operations management","score_opus":0.013266168810211079,"score_gpt":0.22251781717988886,"score_spread":0.20925164836967777,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1624233634","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0052209515,0.079145454,0.6396024,0.0014205424,0.0028858294,0.00012265492,0.00019495656,0.0028180731,0.26858908],"genre_scores_gemma":[0.1601323,0.06284584,0.41661364,0.0013689845,0.0023252575,0.00042119398,0.0012907428,0.0016479014,0.35335413],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9993826,0.00009239921,0.00002888241,0.00008319621,0.0003620761,0.000050873074],"domain_scores_gemma":[0.9995295,0.00028128066,0.00001996494,0.00007757352,0.00007429819,0.000017302305],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00054178387,0.001054256,0.00096550054,0.000853064,0.0006157893,0.0018938754,0.0013426988,0.00090131274,0.008793336],"category_scores_gemma":[0.001033527,0.00073685957,0.00068296224,0.0010756836,0.0011557537,0.0018128306,0.0010159836,0.00227488,0.0030511953],"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":[0.00008260493,0.00007558743,0.00008767876,0.0006340589,0.000056051398,0.00013998458,0.00023515566,0.044304624,0.0077184765,0.3307771,0.06740562,0.5484831],"study_design_scores_gemma":[0.000052377785,0.00006717947,0.00023146004,0.000317717,0.00004071821,0.00032496237,0.000060311308,0.085791804,0.005936698,0.446835,0.46028942,0.00005235691],"about_ca_topic_score_codex":0.0009613823,"about_ca_topic_score_gemma":0.001111728,"teacher_disagreement_score":0.008793336,"about_ca_system_score_codex":0.0009270448,"about_ca_system_score_gemma":0.0009740016,"threshold_uncertainty_score":0.02941662},"labels":[],"label_agreement":null},{"id":"W17460377","doi":"10.1007/978-1-84996-106-6_2","title":"Process Observers and Data Reconciliation Using Mass and Energy Balance Equations","year":2010,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Kalman filter; Process (computing); Computer science; Nonlinear system; Control engineering; Fault detection and isolation; Process control; Process optimization; Control theory (sociology); Mathematical optimization; Algorithm; Engineering; Industrial engineering; Control (management); Mathematics; Artificial intelligence","score_opus":0.051060078166986905,"score_gpt":0.27220940609686284,"score_spread":0.22114932792987593,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W17460377","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0021021,0.00037362776,0.994549,0.00008329824,0.00011462633,0.00002536681,0.0000260575,0.00049077114,0.0022351956],"genre_scores_gemma":[0.5168545,0.0020847835,0.45259893,0.00021127859,0.00030543207,0.0003259701,0.00043214302,0.00037732988,0.026809614],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994493,0.000112859525,0.00004489961,0.00013545532,0.00022149166,0.00003592171],"domain_scores_gemma":[0.9993741,0.00025589508,0.000053134238,0.00013749348,0.00017083265,0.0000085242],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009008929,0.0008718677,0.0009925347,0.00052670896,0.00042259955,0.0017536249,0.0012269965,0.0009929592,0.0023970683],"category_scores_gemma":[0.0024100007,0.0004899342,0.0005916308,0.0006416487,0.00072230445,0.0020421923,0.0012331582,0.0017747612,0.00065052346],"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":[0.00032075247,0.00010368403,0.0005290717,0.0003433388,0.000099516255,0.0001761878,0.00039935138,0.23736387,0.020010123,0.25504458,0.0060717007,0.47953787],"study_design_scores_gemma":[0.00003947263,0.000058445075,0.0002880674,0.000037847167,0.00003178252,0.000054273263,0.00002670472,0.91166085,0.01666661,0.060421553,0.010682654,0.000031819887],"about_ca_topic_score_codex":0.0014495088,"about_ca_topic_score_gemma":0.0013649305,"teacher_disagreement_score":0.0023970683,"about_ca_system_score_codex":0.000540078,"about_ca_system_score_gemma":0.00054490333,"threshold_uncertainty_score":0.0080189705},"labels":[],"label_agreement":null},{"id":"W187269951","doi":"10.1007/978-3-540-79224-6_9","title":"Diagnosis of Poor Control Performance","year":2008,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Control Systems and Identification","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Control (management); Computer science; Artificial intelligence","score_opus":0.017553731116929094,"score_gpt":0.207395832556417,"score_spread":0.1898421014394879,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W187269951","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12883386,0.027276566,0.61614925,0.009442585,0.0028214073,0.0003575362,0.002704843,0.010225083,0.20218888],"genre_scores_gemma":[0.81296515,0.0077593974,0.11260169,0.0013308107,0.0009418025,0.00010331073,0.0015847348,0.00032159645,0.062391546],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99928826,0.0000721898,0.000046522382,0.0001409277,0.00035720842,0.00009478761],"domain_scores_gemma":[0.99857914,0.00048389772,0.00019076424,0.00025498998,0.00042458568,0.00006656767],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007985929,0.0008508851,0.0008105507,0.0023444993,0.00037105614,0.0016127088,0.0012165369,0.001508848,0.0064934813],"category_scores_gemma":[0.0044449684,0.00026156387,0.0002817884,0.0008907363,0.00090687023,0.0013285715,0.001087159,0.0011324309,0.0031365694],"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":[0.0004727634,0.000116464435,0.01744629,0.0008315963,0.0000788337,0.0038908285,0.0008772049,0.014031557,0.023851927,0.039750863,0.077698976,0.8209528],"study_design_scores_gemma":[0.000104671344,0.0006827154,0.04533426,0.001750483,0.00021331215,0.024349004,0.002432047,0.36160555,0.123564824,0.1943547,0.24531907,0.00028929557],"about_ca_topic_score_codex":0.0013064301,"about_ca_topic_score_gemma":0.0011805288,"teacher_disagreement_score":0.0064934813,"about_ca_system_score_codex":0.00044105446,"about_ca_system_score_gemma":0.0004926308,"threshold_uncertainty_score":0.021722853},"labels":[],"label_agreement":null},{"id":"W1950632268","doi":"10.1007/978-3-540-79224-6_10","title":"Different Types of Faults in Control Valves","year":2008,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Reliability engineering; Engineering","score_opus":0.01836268249841236,"score_gpt":0.22085740798797998,"score_spread":0.20249472548956762,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1950632268","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04950698,0.045837604,0.61326545,0.0033390964,0.0060408525,0.00013732201,0.0005470741,0.0014523093,0.27987334],"genre_scores_gemma":[0.7261054,0.020606736,0.09647344,0.0014372257,0.0028109155,0.00012458874,0.00062279706,0.0005415771,0.15127738],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99928385,0.000098064564,0.000044012468,0.00011757372,0.00037799455,0.00007863974],"domain_scores_gemma":[0.99931586,0.00037789025,0.00004499816,0.00012788294,0.00011169189,0.00002161924],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003884242,0.0007241888,0.00060414424,0.0009647406,0.00055902667,0.0016819262,0.001005525,0.0017143069,0.0048742145],"category_scores_gemma":[0.0019085485,0.00035909386,0.00087969296,0.0010737793,0.0015453509,0.0029816,0.00058724376,0.0018616803,0.000989207],"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":[0.00018899885,0.000055881592,0.00042971224,0.000606628,0.000028941706,0.0006463424,0.0004860129,0.011183069,0.008313373,0.69105595,0.017112833,0.26989222],"study_design_scores_gemma":[0.00004105311,0.00017298847,0.000993078,0.00026819692,0.000059102775,0.0030292443,0.00019300946,0.02646695,0.01780166,0.85192066,0.098998174,0.000055920413],"about_ca_topic_score_codex":0.00036953203,"about_ca_topic_score_gemma":0.0002590913,"teacher_disagreement_score":0.0048742145,"about_ca_system_score_codex":0.0006010475,"about_ca_system_score_gemma":0.00023059818,"threshold_uncertainty_score":0.016305804},"labels":[],"label_agreement":null},{"id":"W204070361","doi":"10.1007/978-1-4471-5094-7_5","title":"Position Tracking for VTOL UAVs","year":2013,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Adaptive Control of Nonlinear 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":"Lakehead University; Western University","funders":"","keywords":"Tracking (education); Cascade; Constructive; Control theory (sociology); Position (finance); Trajectory; Control engineering; Property (philosophy); Control (management); Engineering; Computer science; Artificial intelligence; Physics","score_opus":0.0317342879887306,"score_gpt":0.2473991327749608,"score_spread":0.21566484478623021,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W204070361","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010693469,0.010995905,0.8377727,0.00048457363,0.0009774142,0.000039233568,0.00021383665,0.0015892362,0.13723363],"genre_scores_gemma":[0.30867684,0.017187648,0.22640201,0.0004672332,0.00043830968,0.00013070661,0.0010387833,0.00070207944,0.4449564],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9999138,0.000007647474,0.0000026729258,0.000018099216,0.000049406495,0.000008412536],"domain_scores_gemma":[0.99995625,0.000009557762,0.000004738493,0.000009143009,0.000017329596,0.0000030212993],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008805033,0.00057664386,0.000302974,0.0002905689,0.00028799157,0.00070904475,0.00053351634,0.000511428,0.0057671377],"category_scores_gemma":[0.0002112018,0.00021088729,0.00024174625,0.00039804098,0.00026008996,0.0005605865,0.0006107134,0.0007193249,0.0030558622],"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":[0.000056747678,0.000021116466,0.00033603553,0.00028718624,0.000020938713,0.00014823442,0.0002085005,0.09008511,0.029598454,0.06439137,0.024754059,0.79009235],"study_design_scores_gemma":[0.000015938156,0.00015923791,0.001045569,0.00028836023,0.000017861143,0.0004981292,0.00013510957,0.4656305,0.020579793,0.046039216,0.46554214,0.000048167127],"about_ca_topic_score_codex":0.0022301918,"about_ca_topic_score_gemma":0.0027382283,"teacher_disagreement_score":0.0057671377,"about_ca_system_score_codex":0.00042797747,"about_ca_system_score_gemma":0.00024911732,"threshold_uncertainty_score":0.01929301},"labels":[],"label_agreement":null},{"id":"W2109308526","doi":"10.1007/978-3-030-04140-3_6","title":"Integrating Data-Based Modeling and Nonlinear Control Tools for Batch Process Control","year":2018,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Fault Detection 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":"McMaster University","funders":"","keywords":"Control theory (sociology); Model predictive control; Weighting; Computer science; Controller (irrigation); Control engineering; Cluster analysis; Engineering; Control (management); Artificial intelligence","score_opus":0.047353436038373414,"score_gpt":0.2868970628411449,"score_spread":0.2395436268027715,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2109308526","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0012296971,0.002296335,0.9884062,0.0001901318,0.00020768392,0.000024722123,0.00011477021,0.0011315348,0.006398985],"genre_scores_gemma":[0.22809742,0.013277164,0.7096056,0.00042417902,0.0005943584,0.00028577718,0.0013758573,0.0010598091,0.045279894],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99960405,0.00004330888,0.000034582306,0.00007166856,0.0002300994,0.00001631382],"domain_scores_gemma":[0.99958473,0.00018176404,0.00002193117,0.00009447636,0.000106354186,0.000010711337],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00060564146,0.0011766198,0.000959987,0.0005516268,0.00029486127,0.0018215291,0.0016210628,0.0008992802,0.0037362934],"category_scores_gemma":[0.0012988953,0.0005905812,0.0008199743,0.0008067249,0.0006538775,0.0020538373,0.0010954253,0.002149834,0.0022173938],"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":[0.00011369993,0.000112064066,0.00036342847,0.0010219209,0.00009916062,0.00013828448,0.00017335002,0.33046713,0.019704504,0.15723723,0.012620561,0.4779486],"study_design_scores_gemma":[0.000009891167,0.00004922818,0.00014483504,0.000089174726,0.000025758605,0.000057653004,0.000013990028,0.8857517,0.0098408535,0.064358436,0.039629977,0.000028459148],"about_ca_topic_score_codex":0.0027065394,"about_ca_topic_score_gemma":0.0020043144,"teacher_disagreement_score":0.0037362934,"about_ca_system_score_codex":0.0007436175,"about_ca_system_score_gemma":0.0007000757,"threshold_uncertainty_score":0.012499154},"labels":[],"label_agreement":null},{"id":"W2147044983","doi":"10.1007/978-3-540-79224-6_8","title":"Nonlinearities in Control Loops","year":2008,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Control (management); Computer science; Control theory (sociology); Artificial intelligence","score_opus":0.014765958728731427,"score_gpt":0.21283385988100567,"score_spread":0.19806790115227424,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2147044983","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0057340455,0.045001183,0.23368572,0.0016560686,0.0020279144,0.000045685632,0.00009071396,0.00066812104,0.7110905],"genre_scores_gemma":[0.11596456,0.033234112,0.029876485,0.0008042942,0.0014700217,0.000111533365,0.00014425343,0.00033417452,0.8180605],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99988353,0.000014216812,0.000003605171,0.000020145248,0.0000707933,0.000007735682],"domain_scores_gemma":[0.99993503,0.000031587373,0.0000047960266,0.00001126479,0.000014497877,0.0000027684412],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011329496,0.00071182,0.00047565094,0.00034801968,0.00032585373,0.0008709564,0.00043803538,0.00055848126,0.010609234],"category_scores_gemma":[0.00029137338,0.00032599756,0.00022518585,0.00040035127,0.00081040466,0.0010510836,0.0005844379,0.0012039159,0.0035847435],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003968615,0.00005278475,0.00009881609,0.0006459252,0.000027663416,0.00013807788,0.00038056652,0.03501931,0.01096924,0.5879638,0.05107459,0.31358954],"study_design_scores_gemma":[0.000012224438,0.000059736252,0.0003848762,0.00022736086,0.000020750786,0.00018385432,0.00006760392,0.03217912,0.0057921503,0.30836332,0.6526778,0.00003112505],"about_ca_topic_score_codex":0.0007703937,"about_ca_topic_score_gemma":0.0009104373,"teacher_disagreement_score":0.010609234,"about_ca_system_score_codex":0.00050076767,"about_ca_system_score_gemma":0.00029008285,"threshold_uncertainty_score":0.035491467},"labels":[],"label_agreement":null},{"id":"W2160823818","doi":"10.1007/978-3-540-79224-6_12","title":"Physics-Based Model of Control Valve Stiction","year":2008,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Stiction; Materials science; Nanotechnology; Microelectromechanical systems","score_opus":0.03211643520673056,"score_gpt":0.22582678697784797,"score_spread":0.1937103517711174,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2160823818","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.017301334,0.0016988714,0.88515687,0.0009674381,0.0008408928,0.00008621423,0.00046912575,0.00077795313,0.092701264],"genre_scores_gemma":[0.8706558,0.0019149107,0.04347053,0.00034579664,0.00035519578,0.0002345483,0.0005647476,0.00029727773,0.08216125],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998196,0.000026069712,0.000007535838,0.000021632572,0.00011003448,0.000015201601],"domain_scores_gemma":[0.9998265,0.00006655657,0.000013441097,0.000019690411,0.00006345169,0.00001042128],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024114772,0.0005542704,0.0009200567,0.00050634914,0.00045338232,0.0011563022,0.0017485239,0.0019029885,0.005634426],"category_scores_gemma":[0.00069655787,0.0004715111,0.0007477166,0.00039388993,0.00078636926,0.0011626713,0.0006017086,0.0014456062,0.0011375817],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023421391,0.00003223536,0.00007398236,0.00008608063,0.0000177723,0.000091820526,0.00005363777,0.90167284,0.0029410743,0.08446826,0.0021723378,0.008366488],"study_design_scores_gemma":[0.0000049894397,0.00000594104,0.00005116012,0.0000031696545,0.000002823225,0.000013556445,0.0000026402531,0.98754716,0.00024407664,0.010925396,0.0011933325,0.000005747396],"about_ca_topic_score_codex":0.0057320185,"about_ca_topic_score_gemma":0.0039453525,"teacher_disagreement_score":0.0057320185,"about_ca_system_score_codex":0.0007604963,"about_ca_system_score_gemma":0.00087581645,"threshold_uncertainty_score":0.018849015},"labels":[],"label_agreement":null},{"id":"W2174084655","doi":"10.1007/978-3-540-79224-6_11","title":"Stiction: Definition and Discussions","year":2008,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Dental Erosion and Treatment","field":"Dentistry","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Stiction; Computer science; Materials science; Nanotechnology","score_opus":0.049955601887523474,"score_gpt":0.2764949656913908,"score_spread":0.22653936380386736,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2174084655","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0032664952,0.04580997,0.050694145,0.004686344,0.0030850319,0.000043627653,0.0000614597,0.00011086753,0.89224195],"genre_scores_gemma":[0.18357618,0.06426067,0.026310828,0.0051579154,0.007707328,0.00043213106,0.00026790486,0.0003615245,0.7119255],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99917656,0.00023642983,0.000041621766,0.00012722798,0.0003347628,0.00008340839],"domain_scores_gemma":[0.9995333,0.00024088069,0.000039271275,0.000045467063,0.0001159252,0.000025165515],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00077197707,0.00085062446,0.00057057396,0.0018812617,0.0013917966,0.004192444,0.001056866,0.002312283,0.007421653],"category_scores_gemma":[0.0016080406,0.00025995634,0.00050971616,0.00193539,0.0071151503,0.0037433126,0.0019278959,0.0034397708,0.0027396819],"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":[0.0000060153507,0.000014306123,0.000038780563,0.00009993272,0.0000016033248,0.00007012609,0.00060802506,0.0003792496,0.00022213436,0.94831043,0.01843438,0.031814918],"study_design_scores_gemma":[0.0000035792166,0.000029294275,0.00021495945,0.0002855961,0.0000037186426,0.00043102217,0.00040882628,0.0015272979,0.000601841,0.28505555,0.71142185,0.000016469014],"about_ca_topic_score_codex":0.0007869153,"about_ca_topic_score_gemma":0.0007671209,"teacher_disagreement_score":0.007421653,"about_ca_system_score_codex":0.0015425788,"about_ca_system_score_gemma":0.0009935895,"threshold_uncertainty_score":0.024827838},"labels":[],"label_agreement":null},{"id":"W2227473712","doi":"10.1007/978-3-540-79224-6_5","title":"Measures of Nonlinearity – A Review","year":2008,"lang":"en","type":"review","venue":"Advances in industrial control","topic":"Spectroscopy and Chemometric Analyses","field":"Chemistry","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Nonlinear system; Computer science; Physics","score_opus":0.12691760387578102,"score_gpt":0.3905115012371376,"score_spread":0.26359389736135663,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2227473712","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00013519923,0.9939446,0.003625492,0.00034900982,0.00039686894,0.0000060254356,0.000032874606,0.000017792896,0.0014921548],"genre_scores_gemma":[0.0021903678,0.9930894,0.0028424996,0.00023971174,0.00082164997,0.000014707795,0.00004217623,0.000007263167,0.00075226784],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99945825,0.000091966096,0.00007775818,0.00013853333,0.0002079929,0.000025468478],"domain_scores_gemma":[0.9979049,0.0013960062,0.00014230642,0.000083604195,0.00041957738,0.000053649033],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014193369,0.0016625578,0.002563853,0.005151782,0.00037788908,0.0016065172,0.0016323616,0.0014675446,0.0023819492],"category_scores_gemma":[0.0027645943,0.0006369487,0.00059713214,0.006861081,0.002108904,0.0035258501,0.0012386569,0.0018274906,0.0018437892],"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":[0.000034860637,0.00007466769,0.000351941,0.007829864,0.00007574632,0.00010680466,0.000056286448,0.001292199,0.0013076941,0.022119405,0.0211314,0.9456191],"study_design_scores_gemma":[0.000015636564,0.00012864429,0.0017127637,0.0042022807,0.00013485612,0.0014163504,0.00014103315,0.0017869395,0.0022758245,0.03957969,0.948486,0.00012008281],"about_ca_topic_score_codex":0.0014777165,"about_ca_topic_score_gemma":0.0016467455,"teacher_disagreement_score":0.005151782,"about_ca_system_score_codex":0.00092869886,"about_ca_system_score_gemma":0.0012991274,"threshold_uncertainty_score":0.007968426},"labels":[],"label_agreement":null},{"id":"W2238433549","doi":"10.1007/978-1-84996-106-6_6","title":"Automatic Control of Flotation Columns","year":2010,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Minerals Flotation and Separation Techniques","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Instrumentation (computer programming); Process engineering; Process (computing); Control (management); Monitoring and control; Engineering; Process control; Mineral processing; Manufacturing engineering; Systems engineering; Computer science; Environmental science; Control engineering; Materials science; Artificial intelligence; Metallurgy","score_opus":0.015481642361971951,"score_gpt":0.2600270071565218,"score_spread":0.24454536479454989,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2238433549","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.048333604,0.008328773,0.8906565,0.000303424,0.00053030386,0.00006643889,0.00015714549,0.003216195,0.048407655],"genre_scores_gemma":[0.8725513,0.0035670467,0.08014945,0.00020035525,0.00038367545,0.00014112209,0.00033497144,0.00031000172,0.04236207],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997912,0.000016488411,0.000005224436,0.000033637643,0.00013437746,0.000019071158],"domain_scores_gemma":[0.99989164,0.000049063066,0.000009037751,0.000014115818,0.000031859185,0.0000042332836],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013016022,0.00040080608,0.00029233503,0.00026700608,0.0003124585,0.00061689515,0.0008019739,0.0003576872,0.0018498852],"category_scores_gemma":[0.00028986277,0.00021186759,0.00019852162,0.00025073552,0.00035555233,0.00025202087,0.00022404458,0.000596896,0.00052711077],"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":[0.0001995752,0.00009490933,0.0002479004,0.00033013095,0.00004862765,0.0000891068,0.00015671561,0.08955554,0.2784334,0.027232314,0.010695958,0.5929157],"study_design_scores_gemma":[0.00006222882,0.00028039207,0.0027677412,0.00006690959,0.000034602934,0.00018588427,0.000026074593,0.7658403,0.13248308,0.027484717,0.07069287,0.00007524111],"about_ca_topic_score_codex":0.0018110193,"about_ca_topic_score_gemma":0.0024453832,"teacher_disagreement_score":0.0018498852,"about_ca_system_score_codex":0.00029638998,"about_ca_system_score_gemma":0.00026514864,"threshold_uncertainty_score":0.006188512},"labels":[],"label_agreement":null},{"id":"W2482281330","doi":"10.1007/978-3-319-41108-8_3","title":"Brief Overview of EMPC Methods and Some Preliminary Results","year":2016,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Context (archaeology); Benchmark (surveying); Computer science; Geography","score_opus":0.03825297896876062,"score_gpt":0.3117465804979728,"score_spread":0.2734936015292122,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2482281330","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0015080416,0.085849635,0.8023848,0.00083855743,0.0024742777,0.00014055856,0.0010446089,0.0008735453,0.10488599],"genre_scores_gemma":[0.04935269,0.11567131,0.6044899,0.0020501735,0.006338957,0.00082538085,0.0034400658,0.0013260725,0.21650547],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995459,0.00008580721,0.000031891967,0.00010264785,0.00019905524,0.00003461348],"domain_scores_gemma":[0.9996891,0.000112749105,0.000015562915,0.000058550224,0.000109258086,0.0000147872925],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00074054126,0.0012472431,0.0010722347,0.0014238647,0.00059279386,0.0015458622,0.0012965377,0.0014801592,0.021555081],"category_scores_gemma":[0.0014316918,0.0005799223,0.0009781283,0.0024414838,0.0006745067,0.0019495487,0.00146526,0.0028614034,0.013669785],"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":[0.00010307668,0.00016675211,0.0002299683,0.0019369179,0.00006780387,0.00018113255,0.00009598626,0.036337566,0.006146505,0.2167856,0.0698665,0.66808224],"study_design_scores_gemma":[0.000029499544,0.00013019708,0.0012755111,0.00061320275,0.00005929441,0.00072650105,0.000050703748,0.13597572,0.007452059,0.17779762,0.6757765,0.00011321939],"about_ca_topic_score_codex":0.0012869984,"about_ca_topic_score_gemma":0.0010377681,"teacher_disagreement_score":0.021555081,"about_ca_system_score_codex":0.000644499,"about_ca_system_score_gemma":0.0008262919,"threshold_uncertainty_score":0.072108984},"labels":[],"label_agreement":null},{"id":"W2892685576","doi":"10.1007/978-3-030-00314-2_5","title":"Multi-parametric Predictive Control","year":2018,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Advanced Control Systems Optimization","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 Waterloo","funders":"","keywords":"Model predictive control; Parametric statistics; Computer science; Control (management); Controller (irrigation); Control theory (sociology); Control engineering; Engineering; Mathematics; Artificial intelligence; Statistics","score_opus":0.018285156980817865,"score_gpt":0.23520114137869824,"score_spread":0.21691598439788037,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2892685576","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0023534514,0.030952794,0.61429805,0.0006561879,0.002491113,0.000051025727,0.00026339805,0.0020858361,0.3468481],"genre_scores_gemma":[0.165791,0.036821008,0.13295755,0.0007969543,0.002473214,0.00020235896,0.0012536453,0.0009295055,0.6587748],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99975723,0.000015050046,0.0000069932303,0.00004254307,0.0001643892,0.000013776983],"domain_scores_gemma":[0.9999213,0.000023634433,0.000004694263,0.000023015802,0.000022751696,0.000004641804],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017009916,0.0009356928,0.00076019997,0.00060930237,0.00032774018,0.0011815283,0.00097573106,0.0007289755,0.018379588],"category_scores_gemma":[0.0004136135,0.00038067883,0.00038592395,0.0008114046,0.0005560896,0.0014500625,0.0013317062,0.0014203355,0.00807779],"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":[0.00003545363,0.00004333662,0.00006395606,0.00043025645,0.000030498359,0.00008157457,0.000052716292,0.054106295,0.0075774295,0.11588133,0.056786865,0.7649103],"study_design_scores_gemma":[0.000010357528,0.00007195153,0.00046988818,0.00029294263,0.000030015633,0.0002841841,0.000028447545,0.2205084,0.009242016,0.15637945,0.61263156,0.00005088342],"about_ca_topic_score_codex":0.00041993923,"about_ca_topic_score_gemma":0.0006726967,"teacher_disagreement_score":0.018379588,"about_ca_system_score_codex":0.0003254678,"about_ca_system_score_gemma":0.00028219007,"threshold_uncertainty_score":0.061485887},"labels":[],"label_agreement":null},{"id":"W2902777319","doi":"10.1007/978-3-030-04140-3_12","title":"Handling Multi-rate and Missing Data in Variable Duration Economic Model Predictive Control of Batch Processes with Application to Electric Arc Furnace Operation","year":2018,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Advanced Control Systems Optimization","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":"McMaster University","funders":"","keywords":"Missing data; Subspace topology; Process (computing); Model predictive control; Computer science; Identification (biology); Trajectory; Batch processing; Duration (music); Control theory (sociology); Control (management); Artificial intelligence; Machine learning","score_opus":0.01696240393591975,"score_gpt":0.23876012042024125,"score_spread":0.2217977164843215,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2902777319","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010511432,0.0016251648,0.9855409,0.00025935,0.00021145941,0.000023943341,0.00006389441,0.00014602064,0.001617795],"genre_scores_gemma":[0.77162564,0.004068749,0.20857307,0.0001803783,0.0006622928,0.00022150799,0.00041107874,0.00028987788,0.013967398],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99928504,0.00018722516,0.000048420326,0.00015219337,0.0002584656,0.00006864913],"domain_scores_gemma":[0.9969885,0.0023870736,0.0001541063,0.00018838834,0.0002475794,0.00003437855],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003144115,0.0011790858,0.0016410548,0.00041752108,0.0004836427,0.0013910996,0.0024536897,0.0015057126,0.0014891635],"category_scores_gemma":[0.007772331,0.0010054844,0.0013076732,0.001005537,0.0010091099,0.0020733015,0.001181053,0.003881769,0.00021676962],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007324456,0.000038341168,0.0002843724,0.00017908821,0.000051441966,0.00010840764,0.0000808189,0.93012595,0.0010584253,0.018278463,0.0009672321,0.04875425],"study_design_scores_gemma":[0.0000019365418,0.0000107508995,0.00009276641,0.000006663765,0.000005520905,0.000009016623,0.0000037595375,0.9943486,0.00027877084,0.00498793,0.00024894712,0.000005369939],"about_ca_topic_score_codex":0.005286115,"about_ca_topic_score_gemma":0.0041468088,"teacher_disagreement_score":0.005286115,"about_ca_system_score_codex":0.00072239706,"about_ca_system_score_gemma":0.0009912315,"threshold_uncertainty_score":0.016627848},"labels":[],"label_agreement":null},{"id":"W2902793849","doi":"10.1007/978-3-030-04140-3_2","title":"Batch Process Modeling and Control: Background","year":2018,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Process (computing); Computer science; Process engineering; Control (management); Artificial intelligence; Engineering; Programming language","score_opus":0.023559449891282547,"score_gpt":0.24876107534190575,"score_spread":0.2252016254506232,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2902793849","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0019829297,0.25333074,0.54152656,0.0030106301,0.0043540667,0.00017175471,0.0011824147,0.0015953587,0.1928456],"genre_scores_gemma":[0.034724884,0.38190237,0.18649751,0.0021987956,0.008296886,0.00052878744,0.0029042251,0.0011699825,0.38177654],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99959654,0.000043592772,0.000027224538,0.00011605034,0.00019430106,0.000022310305],"domain_scores_gemma":[0.99976176,0.00010141622,0.000013339755,0.00003586057,0.000075415526,0.000012203249],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005132024,0.0019449661,0.0012092285,0.0013287986,0.00045560484,0.0018542231,0.0015133778,0.0018458395,0.011867388],"category_scores_gemma":[0.0007051448,0.00096677366,0.0009915177,0.0028766529,0.00073053606,0.0026760714,0.0010311607,0.0023544533,0.009166339],"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":[0.000044902998,0.0002266078,0.00016350784,0.002630215,0.000045277753,0.00013757427,0.00017139854,0.05942571,0.0069391695,0.2409267,0.1428469,0.54644215],"study_design_scores_gemma":[0.000008958837,0.00008177985,0.00042982225,0.0006116631,0.000025674415,0.00021562769,0.000039968334,0.052596506,0.0028061096,0.12008618,0.82304317,0.00005461232],"about_ca_topic_score_codex":0.0030949146,"about_ca_topic_score_gemma":0.0029428015,"teacher_disagreement_score":0.011867388,"about_ca_system_score_codex":0.0012013464,"about_ca_system_score_gemma":0.0014369766,"threshold_uncertainty_score":0.03970033},"labels":[],"label_agreement":null},{"id":"W3110984338","doi":"10.1007/978-3-030-52693-1_5","title":"Optimal and Robust Contact Force Control on Soft Membrane","year":2020,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Soft Robotics and Applications","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 British Columbia","funders":"","keywords":"Contact force; Computer science; Materials science; Mechanical engineering; Control theory (sociology); Control (management); Engineering; Physics; Classical mechanics; Artificial intelligence","score_opus":0.022485836013092127,"score_gpt":0.22302358895279756,"score_spread":0.20053775293970544,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3110984338","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.030217517,0.0025419614,0.9192716,0.00031505665,0.00029306943,0.00003923044,0.00007635555,0.00033249462,0.046912663],"genre_scores_gemma":[0.8332433,0.0029655227,0.07086215,0.00014126171,0.00021669976,0.00014620274,0.0001327745,0.00018772625,0.09210429],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99980587,0.000019924233,0.000007430502,0.000037622733,0.000106379644,0.000022788718],"domain_scores_gemma":[0.99991345,0.00003686774,0.000012860947,0.000013956033,0.000017227256,0.000005555701],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017362325,0.00050519744,0.0005281372,0.00028246356,0.00021778164,0.00076726865,0.00070117635,0.00060603704,0.0033586738],"category_scores_gemma":[0.00046149918,0.00023823508,0.00031936006,0.0003790245,0.00058554695,0.00072660315,0.00081140845,0.00056651083,0.00061199936],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015766139,0.00006559268,0.00011448559,0.00036743312,0.00003589243,0.00013554345,0.00013244919,0.50101614,0.09349766,0.16357012,0.0053204484,0.23558667],"study_design_scores_gemma":[0.000009011724,0.00007994181,0.00020439863,0.000019727388,0.0000049855917,0.000038623173,0.00002274462,0.9379014,0.008478546,0.046515137,0.006708461,0.000016948885],"about_ca_topic_score_codex":0.0012332804,"about_ca_topic_score_gemma":0.00085352786,"teacher_disagreement_score":0.0033586738,"about_ca_system_score_codex":0.0004135297,"about_ca_system_score_gemma":0.00030108332,"threshold_uncertainty_score":0.011235833},"labels":[],"label_agreement":null},{"id":"W3111304167","doi":"10.1007/978-3-030-52693-1_8","title":"Advanced Disturbance Observer-Based Failure Detection for Force Sensor","year":2020,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Robot Manipulation and Learning","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 British Columbia","funders":"","keywords":"Mechatronics; Disturbance (geology); Engineering; Contact force; Reliability (semiconductor); Control engineering; Computer science; Simulation; Physics","score_opus":0.029731130947911025,"score_gpt":0.23234853364675603,"score_spread":0.202617402698845,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3111304167","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0019781822,0.00097405934,0.99325126,0.000044236065,0.00016444708,0.000020890198,0.00004432441,0.0012110389,0.0023115063],"genre_scores_gemma":[0.5109356,0.00466727,0.4015363,0.00024115616,0.00038918646,0.00023302011,0.0011389145,0.000446989,0.08041154],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996724,0.00002487109,0.0000155076,0.00005644739,0.00020814224,0.000022578623],"domain_scores_gemma":[0.99972254,0.00009027054,0.000029545114,0.00004157269,0.000108008266,0.000008043569],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024381145,0.0006398832,0.0007552811,0.00041966952,0.00013061489,0.00061917916,0.00088190363,0.0006304348,0.0033693735],"category_scores_gemma":[0.00082763896,0.00028907458,0.00030956045,0.00036534562,0.00032051178,0.0006989717,0.0005068016,0.0013714437,0.0016489587],"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":[0.00026895374,0.000115378745,0.00044701502,0.00047003603,0.00006478108,0.0001370712,0.000114930364,0.11345992,0.07230775,0.01602458,0.016006438,0.78058314],"study_design_scores_gemma":[0.000015551388,0.00014489605,0.00080411875,0.000033289594,0.000018080744,0.00010477679,0.000011469958,0.95868427,0.017770737,0.0051579215,0.01723158,0.000023420456],"about_ca_topic_score_codex":0.0017858887,"about_ca_topic_score_gemma":0.0021161786,"teacher_disagreement_score":0.0033693735,"about_ca_system_score_codex":0.00030486606,"about_ca_system_score_gemma":0.00030820642,"threshold_uncertainty_score":0.011271656},"labels":[],"label_agreement":null},{"id":"W3111582041","doi":"10.1007/978-3-030-52693-1_4","title":"Stabilization System Based on Vision-Assisted Force Feedback","year":2020,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Image Processing Techniques and Applications","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 British Columbia","funders":"","keywords":"Visual feedback; Computer science; Computer vision; Psychology; Human–computer interaction; Artificial intelligence","score_opus":0.01869813116343949,"score_gpt":0.24892921807098461,"score_spread":0.23023108690754512,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3111582041","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.034686893,0.001927189,0.93057346,0.00031883703,0.0006098273,0.00013279196,0.00016303778,0.0035446447,0.028043216],"genre_scores_gemma":[0.7817677,0.0011179923,0.1638865,0.0003318715,0.00027002045,0.0002682143,0.0004537972,0.00009421943,0.051809646],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998821,0.000008870716,0.000004305024,0.00004009929,0.000050993727,0.000013559471],"domain_scores_gemma":[0.9999397,0.000009888116,0.000007734907,0.0000060886796,0.000031598545,0.0000049506093],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010383729,0.00045873882,0.00050708186,0.00035064676,0.0005847343,0.00034761097,0.00064374204,0.0005579907,0.0047417376],"category_scores_gemma":[0.00014596275,0.0001624561,0.00024006057,0.0002453971,0.00018232489,0.00037492716,0.00036941684,0.00036645032,0.0011519097],"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":[0.00044826762,0.0001236315,0.0004742897,0.00032488024,0.00006280391,0.00017320288,0.00016610217,0.025070563,0.45139772,0.009108469,0.013918979,0.49873114],"study_design_scores_gemma":[0.0001568055,0.0009941888,0.0040714187,0.00008522733,0.00013602182,0.00056918577,0.000079494115,0.78480977,0.161344,0.00370019,0.043943357,0.0001102973],"about_ca_topic_score_codex":0.0026354215,"about_ca_topic_score_gemma":0.0036868074,"teacher_disagreement_score":0.0047417376,"about_ca_system_score_codex":0.00026203963,"about_ca_system_score_gemma":0.00042325322,"threshold_uncertainty_score":0.015862644},"labels":[],"label_agreement":null},{"id":"W3112515024","doi":"10.1007/978-3-030-52693-1_3","title":"Force-Based Supervisory Control Assisted Surgery","year":2020,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Surgical Simulation and Training","field":"Medicine","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 British Columbia","funders":"","keywords":"Medicine; Control (management); Computer science; Artificial intelligence","score_opus":0.11550339013244201,"score_gpt":0.2944277091500479,"score_spread":0.1789243190176059,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3112515024","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0033511948,0.015974568,0.4565705,0.0005397548,0.0020704013,0.00006432883,0.00016033577,0.0015760857,0.5196929],"genre_scores_gemma":[0.04958233,0.012827549,0.050039344,0.00027044438,0.000562149,0.00006781639,0.00027073754,0.00019677574,0.88618296],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99985456,0.000009415125,0.0000032805444,0.000015330308,0.00011126644,0.000006056161],"domain_scores_gemma":[0.99993336,0.000030781946,0.000003582162,0.000009388304,0.000019526138,0.0000033689091],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000111948284,0.00049651775,0.0002768338,0.00029697124,0.0001759827,0.0006768732,0.0006515957,0.0004600273,0.018461037],"category_scores_gemma":[0.00019173855,0.00018327692,0.0001840371,0.0003630735,0.00034834497,0.00062043563,0.0005137792,0.00077601115,0.005912117],"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":[0.000033043525,0.00006519959,0.000083908635,0.00035594593,0.000011499765,0.000108511726,0.00013884118,0.028177613,0.019138493,0.06695128,0.064917505,0.8200182],"study_design_scores_gemma":[0.000010611964,0.00013841357,0.0009456227,0.00026445743,0.000011531665,0.000513775,0.000065783795,0.11098589,0.010839027,0.030945616,0.8452505,0.000028750952],"about_ca_topic_score_codex":0.00072678947,"about_ca_topic_score_gemma":0.0015203839,"teacher_disagreement_score":0.018461037,"about_ca_system_score_codex":0.00020011913,"about_ca_system_score_gemma":0.00025557232,"threshold_uncertainty_score":0.06175834},"labels":[],"label_agreement":null},{"id":"W3112705423","doi":"10.1007/978-3-030-52693-1_7","title":"Robust Impedance Control of Constrained Piezoelectric Actuator-Based End-Effector","year":2020,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Teleoperation and Haptic 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 British Columbia","funders":"","keywords":"Impedance control; Position (finance); Actuator; Robot end effector; Control theory (sociology); Control (management); Robot; Electrical impedance; Engineering; Robust control; Control engineering; Computer science; Control system; Artificial intelligence; Electrical engineering","score_opus":0.02429727456793561,"score_gpt":0.21820257521645586,"score_spread":0.19390530064852024,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3112705423","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011887924,0.0003892142,0.98047477,0.00004937099,0.000047847854,0.000021318892,0.000019672822,0.00030183842,0.006808121],"genre_scores_gemma":[0.85349196,0.000855572,0.11452889,0.000098396165,0.00007431747,0.00015654015,0.00014945402,0.00018849169,0.030456541],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997223,0.00003395523,0.00001256533,0.000054843815,0.00015397869,0.000022346972],"domain_scores_gemma":[0.99983466,0.00006609239,0.00003048404,0.000028713404,0.000032721513,0.0000071880168],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002287805,0.00054588274,0.00038399125,0.00015791648,0.00014267748,0.0007245706,0.001015496,0.00052337797,0.002420217],"category_scores_gemma":[0.00071269117,0.00025678184,0.0002656038,0.00017190019,0.00042216707,0.00060231227,0.0008108396,0.00050518126,0.0008047474],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033502755,0.00009462764,0.00013074551,0.0004746373,0.000052964893,0.00025614677,0.00019409703,0.3637639,0.30803677,0.04731662,0.0023675011,0.27697697],"study_design_scores_gemma":[0.000036082547,0.0003767612,0.0006810653,0.000045231372,0.000018440076,0.00015768582,0.00002722721,0.9344707,0.041273087,0.014722654,0.008156604,0.000034449353],"about_ca_topic_score_codex":0.000447729,"about_ca_topic_score_gemma":0.00046126652,"teacher_disagreement_score":0.002420217,"about_ca_system_score_codex":0.00018336622,"about_ca_system_score_gemma":0.00019711904,"threshold_uncertainty_score":0.0080964565},"labels":[],"label_agreement":null},{"id":"W3113145710","doi":"10.1007/978-3-030-52693-1_2","title":"Disturbance Observer-Based Force Estimation Without Force Sensors","year":2020,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Software portability; Mechatronics; Computer science; Reliability (semiconductor); Disturbance (geology); Observer (physics); Control engineering; Simulation; Control theory (sociology); Engineering; Physics; Artificial intelligence; Power (physics); Control (management)","score_opus":0.025465204943794204,"score_gpt":0.2336080358023384,"score_spread":0.2081428308585442,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3113145710","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0029376561,0.0005348513,0.9911056,0.0000423261,0.00019201521,0.000027466152,0.000045462526,0.0011014878,0.0040130033],"genre_scores_gemma":[0.60910517,0.0023145736,0.328023,0.00025232212,0.0002697535,0.0002349865,0.0010328733,0.00032609652,0.058441207],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999718,0.000026765307,0.000016295682,0.00006918994,0.0001476273,0.000022085558],"domain_scores_gemma":[0.9997367,0.00008931325,0.00003112427,0.00004448064,0.0000919619,0.0000063853013],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002471433,0.0006717361,0.00074320583,0.0003866984,0.00019701738,0.0007436331,0.000829202,0.00063379377,0.0028152354],"category_scores_gemma":[0.00070965686,0.00034585161,0.00030506492,0.00035851696,0.00031553436,0.0007897425,0.0005076293,0.00095248845,0.0016699345],"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":[0.00037114,0.00017276738,0.00067334867,0.0006231878,0.000099474106,0.0001809853,0.00014553538,0.12435705,0.100366995,0.009010861,0.010787603,0.7532111],"study_design_scores_gemma":[0.000032028467,0.00017255281,0.0012196071,0.00004550874,0.000033151595,0.00012642812,0.00001806045,0.9489407,0.032876246,0.0017008643,0.01480747,0.000027390175],"about_ca_topic_score_codex":0.003808208,"about_ca_topic_score_gemma":0.003732206,"teacher_disagreement_score":0.003808208,"about_ca_system_score_codex":0.00024821662,"about_ca_system_score_gemma":0.00037741585,"threshold_uncertainty_score":0.009417951},"labels":[],"label_agreement":null},{"id":"W3113334905","doi":"10.1007/978-3-030-52693-1_6","title":"Force–Position Control for Fast Tube Insertion","year":2020,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Teleoperation and Haptic 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 British Columbia","funders":"","keywords":"Otitis; Effusion; Medicine; Surgery; Tympanostomy tube; Tube (container); Otorhinolaryngology; Engineering; Mechanical engineering","score_opus":0.020562198152063667,"score_gpt":0.22765267073648152,"score_spread":0.20709047258441785,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3113334905","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013077208,0.006043539,0.91292554,0.0002612911,0.0008064472,0.000052835712,0.00008855121,0.00095005165,0.065794505],"genre_scores_gemma":[0.5790003,0.007965711,0.17838584,0.00030514787,0.0008501986,0.00014072543,0.00029177454,0.00036906562,0.23269124],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998667,0.0000139346885,0.000005067625,0.000019649298,0.00008322024,0.000011320763],"domain_scores_gemma":[0.9999263,0.000030039953,0.000009484339,0.000011379849,0.000019178944,0.0000035257635],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001464176,0.0006306538,0.0002682147,0.00025078526,0.0002273603,0.00055075047,0.0006775899,0.00054815545,0.007114449],"category_scores_gemma":[0.00023945411,0.00017260991,0.0001891959,0.0002979542,0.00036634257,0.00049671775,0.000383096,0.00061139883,0.0013633086],"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":[0.00022595325,0.00006843024,0.00010394191,0.00038476946,0.00002145599,0.0001903465,0.0001733842,0.0699049,0.21771424,0.06165389,0.015874248,0.63368446],"study_design_scores_gemma":[0.000041516203,0.0007169308,0.0014750494,0.00018682977,0.00003193788,0.00063077605,0.00008882986,0.6436531,0.08853456,0.038538277,0.22601016,0.0000920718],"about_ca_topic_score_codex":0.00083905173,"about_ca_topic_score_gemma":0.0011943385,"teacher_disagreement_score":0.007114449,"about_ca_system_score_codex":0.00020269898,"about_ca_system_score_gemma":0.00019937978,"threshold_uncertainty_score":0.023800194},"labels":[],"label_agreement":null},{"id":"W4233444827","doi":"10.1007/978-3-030-04140-3_8","title":"Data-Driven Model Predictive Quality Control of Batch Processes","year":2018,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Fault Detection 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":"McMaster University","funders":"","keywords":"Unavailability; Model predictive control; Computer science; Weighting; Quality (philosophy); Batch processing; Process (computing); Trajectory; Nonlinear system; Data mining; Control theory (sociology); Control (management); Engineering; Artificial intelligence; Reliability engineering","score_opus":0.052537258702321885,"score_gpt":0.2935764312802177,"score_spread":0.2410391725778958,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4233444827","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.015599595,0.0042443075,0.9686593,0.0003320296,0.00031195188,0.00004497137,0.00019776858,0.00091105595,0.00969901],"genre_scores_gemma":[0.8978256,0.0035005463,0.080608085,0.00014847399,0.00023129434,0.0001349173,0.00060887,0.00022622122,0.016715989],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997706,0.00002036009,0.000009748162,0.00004726068,0.00013342513,0.00001850446],"domain_scores_gemma":[0.9997713,0.00011286047,0.000019828616,0.0000281167,0.000061780076,0.0000061660785],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040615996,0.0006333101,0.00066490466,0.00026115967,0.0001823814,0.0010448039,0.0012038901,0.0004646445,0.0015740629],"category_scores_gemma":[0.0010014533,0.00033935194,0.00042678355,0.0004766985,0.00045425745,0.0006683124,0.00055715715,0.0012734248,0.0004528672],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016292631,0.000055660992,0.00016944275,0.0003059799,0.000037048878,0.000041151347,0.00006610802,0.7636321,0.011892302,0.018890604,0.004498332,0.20024835],"study_design_scores_gemma":[0.00000607173,0.000026036289,0.00009544264,0.000009820985,0.000004435311,0.0000060830257,0.0000024177807,0.98909235,0.0024416277,0.006337426,0.0019728744,0.0000053881113],"about_ca_topic_score_codex":0.0038856498,"about_ca_topic_score_gemma":0.0023311768,"teacher_disagreement_score":0.0038856498,"about_ca_system_score_codex":0.0006768106,"about_ca_system_score_gemma":0.0005452221,"threshold_uncertainty_score":0.0077260733},"labels":[],"label_agreement":null},{"id":"W4238679887","doi":"10.1007/978-3-030-52693-1","title":"Force and Position Control of Mechatronic Systems","year":2020,"lang":"en","type":"book","venue":"Advances in industrial control","topic":"Robotic Mechanisms and Dynamics","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mechatronics; Position (finance); Control (management); Computer science; Control engineering; Control theory (sociology); Engineering; Artificial intelligence; Business","score_opus":0.008415939329914615,"score_gpt":0.19584746627520225,"score_spread":0.18743152694528764,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4238679887","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0026259962,0.040707197,0.27244243,0.00095918594,0.0034304676,0.00008292544,0.000280258,0.0012612086,0.6782103],"genre_scores_gemma":[0.060184497,0.02895892,0.04321865,0.00048569386,0.0017825776,0.00017163731,0.0005646409,0.0003873303,0.864246],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99972826,0.000020178457,0.000007720126,0.000029212628,0.000201351,0.00001316872],"domain_scores_gemma":[0.9999137,0.000031432603,0.0000055995324,0.000017303742,0.000026365738,0.000005578899],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014553,0.0009280404,0.0004632218,0.0005356187,0.00029437305,0.0011499182,0.0007179733,0.00052774494,0.018725347],"category_scores_gemma":[0.00032209486,0.00024965944,0.00021223312,0.0007050232,0.00071463763,0.0009015026,0.0006248757,0.0009212133,0.007252443],"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":[0.00005006777,0.000047767164,0.00006639009,0.00050955766,0.000017852519,0.00006755576,0.00014193643,0.026274387,0.01336583,0.2418777,0.1346937,0.58288723],"study_design_scores_gemma":[0.000014355264,0.00006921713,0.00045608348,0.00017691572,0.000010570281,0.00013975591,0.000046370307,0.048367914,0.0032626304,0.095525876,0.85190845,0.000021862877],"about_ca_topic_score_codex":0.0016502168,"about_ca_topic_score_gemma":0.0016275584,"teacher_disagreement_score":0.018725347,"about_ca_system_score_codex":0.00041227645,"about_ca_system_score_gemma":0.00036284336,"threshold_uncertainty_score":0.062642515},"labels":[],"label_agreement":null},{"id":"W4251151850","doi":"10.1007/978-3-540-79224-6_1","title":"Introduction","year":2008,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science","score_opus":0.03076218934432714,"score_gpt":0.25922278580652885,"score_spread":0.2284605964622017,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4251151850","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00030356357,0.0047891554,0.008505159,0.0013727586,0.0034539762,0.00010684343,0.0009255593,0.0007317142,0.97981125],"genre_scores_gemma":[0.000959158,0.0025110538,0.0017758146,0.0004961037,0.00051761005,0.000050462648,0.0007169875,0.00018073058,0.9927921],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996213,0.000027938273,0.000011222927,0.00007668777,0.00022462066,0.00003822349],"domain_scores_gemma":[0.99964964,0.000049250924,0.000012585416,0.000051819356,0.00018402874,0.000052632025],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00033252817,0.00096468546,0.0005616227,0.0015468142,0.0008738272,0.0026260016,0.0012783051,0.0012727294,0.40916413],"category_scores_gemma":[0.0010403458,0.000348331,0.00044811692,0.0012982399,0.0004902133,0.002231959,0.0014435394,0.0016191299,0.3386833],"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":[0.000017274366,0.000040893865,0.000057737998,0.00019693724,0.0000023113287,0.000035361205,0.000094899,0.00025832068,0.00074388017,0.040079832,0.7107066,0.247766],"study_design_scores_gemma":[0.000001298715,0.000005715785,0.000048678412,0.000054139942,8.7210555e-7,0.000027660233,0.00001718051,0.00004237607,0.00012194856,0.003573528,0.99610436,0.0000022396168],"about_ca_topic_score_codex":0.001712887,"about_ca_topic_score_gemma":0.0031676318,"teacher_disagreement_score":0.40916413,"about_ca_system_score_codex":0.00091512187,"about_ca_system_score_gemma":0.0012961853,"threshold_uncertainty_score":0.8427557},"labels":[],"label_agreement":null},{"id":"W4252685745","doi":"10.1007/978-3-030-04140-3","title":"Modeling and Control of Batch Processes","year":2018,"lang":"en","type":"book","venue":"Advances in industrial control","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; Control (management); Nonlinear system; Ranging; State (computer science); Quality (philosophy); Industrial engineering; Data science; Artificial intelligence; Engineering; Algorithm; Telecommunications","score_opus":0.012600048468819021,"score_gpt":0.22484730381579052,"score_spread":0.2122472553469715,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4252685745","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0056082807,0.02150782,0.91521776,0.0007219651,0.0012786353,0.00006021901,0.00045296556,0.0013390582,0.053813223],"genre_scores_gemma":[0.34797,0.048065443,0.23930353,0.0005120941,0.0020406067,0.0005170755,0.0026613767,0.0009342747,0.35799563],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997867,0.000020247473,0.000007778836,0.000038253118,0.00013560563,0.000011516512],"domain_scores_gemma":[0.9999063,0.000037719492,0.000008174452,0.00001839592,0.000023935576,0.0000054349825],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022604782,0.0012876084,0.0011829985,0.00031336182,0.00021782027,0.0011732152,0.001218379,0.0008066434,0.004365538],"category_scores_gemma":[0.00038065034,0.00045879502,0.00078647945,0.000564555,0.00047463682,0.0008552974,0.0006164696,0.0015014553,0.002352051],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010662445,0.00007346615,0.00015586654,0.0005772937,0.000067294415,0.00008009782,0.00006556812,0.63438064,0.015982937,0.066378705,0.031395588,0.25073597],"study_design_scores_gemma":[0.000013662248,0.00006285372,0.0003208881,0.00005300754,0.00001821071,0.000043537122,0.000012243082,0.8843338,0.0041360483,0.049438853,0.061543994,0.000022863884],"about_ca_topic_score_codex":0.003495864,"about_ca_topic_score_gemma":0.002717043,"teacher_disagreement_score":0.004365538,"about_ca_system_score_codex":0.00055086566,"about_ca_system_score_gemma":0.00062246335,"threshold_uncertainty_score":0.014604151},"labels":[],"label_agreement":null},{"id":"W4252967068","doi":"10.1007/978-3-030-52693-1_1","title":"Introduction","year":2020,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Robot Manipulation and Learning","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 British Columbia","funders":"","keywords":"Mechatronics; Computer science; Control (management); Human–computer interaction; Control engineering; Engineering; Artificial intelligence","score_opus":0.025725131174956745,"score_gpt":0.22549071889297548,"score_spread":0.19976558771801872,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4252967068","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00031511055,0.0023631414,0.0050465367,0.0014070264,0.0032088417,0.0001253292,0.0019233349,0.0008673446,0.98474336],"genre_scores_gemma":[0.00073899457,0.0011872851,0.001190604,0.00053405465,0.00037138947,0.000054146803,0.0012888331,0.00019729687,0.99443746],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99951875,0.00004180775,0.000015942273,0.00009584156,0.00027614943,0.00005145017],"domain_scores_gemma":[0.99943405,0.000082553575,0.000019074272,0.000080362464,0.00027836257,0.000105592866],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00045882454,0.00095027714,0.00053144834,0.0017451172,0.001126384,0.0033980722,0.0014158073,0.0014942687,0.6083299],"category_scores_gemma":[0.0016394273,0.0003271929,0.00045575382,0.001535176,0.0004473958,0.0024910634,0.0020618525,0.0014854529,0.514701],"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":[0.00002328897,0.0000384864,0.00007345388,0.00016783849,0.0000020720524,0.00004742593,0.00008914693,0.00016554649,0.000600676,0.026533687,0.7746315,0.197627],"study_design_scores_gemma":[0.0000012911203,0.0000050595463,0.000049660433,0.00004333956,6.864259e-7,0.000026907423,0.000020144504,0.000024335692,0.00008238784,0.00236791,0.9973763,0.0000018707277],"about_ca_topic_score_codex":0.0020223698,"about_ca_topic_score_gemma":0.0038234973,"teacher_disagreement_score":0.3916701,"about_ca_system_score_codex":0.0010057043,"about_ca_system_score_gemma":0.0015075906,"threshold_uncertainty_score":0.55866987},"labels":[],"label_agreement":null},{"id":"W4255570836","doi":"10.1007/978-3-319-41108-8_1","title":"Introduction","year":2016,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Control (management); Process (computing); Model predictive control; Computer science; Process control; Key (lock); Process optimization; Engineering; Control engineering; Artificial intelligence; Computer security","score_opus":0.010022911650799457,"score_gpt":0.20724384498950696,"score_spread":0.1972209333387075,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255570836","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00034178759,0.0036283378,0.0074059498,0.0017545394,0.0043994132,0.000103818624,0.0013139955,0.0007148059,0.9803374],"genre_scores_gemma":[0.0011525245,0.002004594,0.0017376208,0.0006751676,0.0006929304,0.00005758623,0.0010854637,0.0002200515,0.9923741],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994436,0.000046800324,0.000018204584,0.000113350965,0.0003207275,0.000057337187],"domain_scores_gemma":[0.99949837,0.00007111112,0.000018888682,0.000078614175,0.00025038826,0.00008264169],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005010133,0.0009453303,0.00057217915,0.0015945041,0.001023818,0.0032912476,0.001370578,0.0014288056,0.4821283],"category_scores_gemma":[0.0016658431,0.00031864445,0.00047151741,0.001329926,0.00053046556,0.002763293,0.0021587939,0.0016508948,0.39148915],"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":[0.000024612023,0.00003783763,0.00007942973,0.00021731442,0.0000028649115,0.00005221767,0.00011348437,0.0002939695,0.000685844,0.051789902,0.69500285,0.25169966],"study_design_scores_gemma":[0.0000013843735,0.0000051263146,0.000048364866,0.000059325215,8.078438e-7,0.000031075786,0.000020488233,0.000036141624,0.000110685476,0.0045473087,0.9951369,0.0000022856502],"about_ca_topic_score_codex":0.0015325937,"about_ca_topic_score_gemma":0.0026499564,"teacher_disagreement_score":0.4821283,"about_ca_system_score_codex":0.0010558073,"about_ca_system_score_gemma":0.0015411554,"threshold_uncertainty_score":0.73868114},"labels":[],"label_agreement":null},{"id":"W4255608158","doi":"10.1007/978-3-030-52693-1_9","title":"Conclusion","year":2020,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Teleoperation and Haptic 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 British Columbia","funders":"","keywords":"Mechatronics; Position (finance); Controller (irrigation); Computer science; Control engineering; Control (management); Engineering; Artificial intelligence","score_opus":0.021906312473378466,"score_gpt":0.2218618733843988,"score_spread":0.19995556091102035,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255608158","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0027838396,0.0023695142,0.006423691,0.0313191,0.00796001,0.00011134275,0.0014611183,0.0005263676,0.9470451],"genre_scores_gemma":[0.042756952,0.0029947197,0.0043218182,0.024111059,0.0021265289,0.00013901056,0.0023853886,0.0004940691,0.92067045],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985122,0.0002325226,0.00004030769,0.00030604887,0.000676721,0.0002321683],"domain_scores_gemma":[0.9975237,0.00034379083,0.000074132615,0.00027770814,0.0014186006,0.0003620957],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0016336503,0.00053071434,0.00031187962,0.00103305,0.0018825532,0.0046005757,0.0012362135,0.001614145,0.3002446],"category_scores_gemma":[0.0061176964,0.00015006102,0.0005425794,0.00075554056,0.00083231815,0.0023032113,0.001898571,0.0017249024,0.1093341],"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":[0.00016270508,0.00007057897,0.0015085585,0.0003481481,0.000017646156,0.00022076668,0.0007553349,0.00029578691,0.00088180107,0.123821266,0.662196,0.2097215],"study_design_scores_gemma":[0.00000997268,0.0000123708,0.0008101116,0.00016874139,0.00000783404,0.00008565575,0.00062384625,0.00007279207,0.00047886948,0.013804054,0.9839203,0.000005420046],"about_ca_topic_score_codex":0.007272025,"about_ca_topic_score_gemma":0.007507535,"teacher_disagreement_score":0.69975543,"about_ca_system_score_codex":0.002551415,"about_ca_system_score_gemma":0.0031335768,"threshold_uncertainty_score":0},"labels":[],"label_agreement":null},{"id":"W4255804850","doi":"10.1007/978-3-030-04140-3_9","title":"Model Predictive Quality Control of Polymethyl Methacrylate","year":2018,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Model predictive control; Polymethyl methacrylate; Control theory (sociology); Process (computing); Controller (irrigation); Trajectory; Quality (philosophy); Computer science; Engineering; Control (management); Artificial intelligence; Materials science","score_opus":0.03201100633717508,"score_gpt":0.2739927732769374,"score_spread":0.2419817669397623,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255804850","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.018433075,0.013485476,0.9310266,0.00055816583,0.00065471913,0.000031836666,0.000102798345,0.00075046916,0.034956846],"genre_scores_gemma":[0.78586704,0.01347727,0.10148121,0.00021311549,0.00035923225,0.00009400636,0.00029409296,0.00030662946,0.097907335],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998647,0.000010387465,0.0000037295154,0.000025624435,0.000087278124,0.000008293275],"domain_scores_gemma":[0.9999219,0.00002598307,0.000013790163,0.000012427451,0.000023249331,0.00000262452],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018761557,0.000416702,0.00033995358,0.00018600818,0.00013797883,0.0006478683,0.00046580168,0.00035671907,0.0024244552],"category_scores_gemma":[0.0004307369,0.0002473239,0.0003391354,0.00027037165,0.00024673293,0.000574136,0.00039443324,0.000833658,0.0006954628],"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":[0.000104199244,0.00005494984,0.00021166746,0.00035012272,0.000030110143,0.00005643742,0.00005463517,0.43066248,0.07216981,0.044167522,0.0065864366,0.44555166],"study_design_scores_gemma":[0.0000072363814,0.000080231126,0.0003414079,0.000038711714,0.000010744751,0.000033503635,0.0000071439763,0.9417366,0.023200199,0.016269691,0.018259723,0.0000148903755],"about_ca_topic_score_codex":0.0010226853,"about_ca_topic_score_gemma":0.0011194742,"teacher_disagreement_score":0.0024244552,"about_ca_system_score_codex":0.0003459494,"about_ca_system_score_gemma":0.000265659,"threshold_uncertainty_score":0.008110583},"labels":[],"label_agreement":null},{"id":"W4320488958","doi":"10.1007/978-3-031-19354-5_7","title":"Robust Distributed Model Predictive Platooning Control for Heterogeneous Autonomous Surface Vehicles","year":2023,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Advanced Control Systems Optimization","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; University of Victoria","funders":"","keywords":"Control theory (sociology); Trajectory; Constraint (computer-aided design); Model predictive control; State (computer science); Computer science; Optimal control; Collision avoidance; Bounded function; Mathematical optimization; Control (management); Collision; Engineering; Mathematics; Algorithm; Artificial intelligence; Physics","score_opus":0.032629953702555566,"score_gpt":0.22909116117435313,"score_spread":0.19646120747179757,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320488958","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.017819291,0.0005788457,0.9689743,0.00017250224,0.00012837359,0.000022789316,0.000057913963,0.00057548913,0.011670583],"genre_scores_gemma":[0.9562991,0.0003329364,0.031785656,0.000059173086,0.00008460341,0.00005998765,0.00013612957,0.000092854796,0.0111495815],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998586,0.000018106399,0.0000042391757,0.00003598498,0.00006161571,0.00002141642],"domain_scores_gemma":[0.9998791,0.00004500399,0.000019559498,0.00002194307,0.00002628582,0.000008000241],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021772206,0.00062660075,0.00058816635,0.00024120221,0.00026350425,0.00068164093,0.0009786759,0.00041132138,0.0019274371],"category_scores_gemma":[0.00045194285,0.0002571231,0.00033561542,0.0003533603,0.00043851393,0.0005674612,0.0009210513,0.0008136139,0.0003818046],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044854543,0.000016390773,0.00006969099,0.000026825359,0.000018976043,0.00003058254,0.000022728529,0.9334424,0.004282578,0.0050452077,0.0016053917,0.05539432],"study_design_scores_gemma":[0.0000030939398,0.000018703118,0.00005135552,0.0000017391118,0.0000020006328,0.0000045310817,0.0000034474076,0.9965827,0.00038259279,0.002354445,0.000593612,0.0000017879476],"about_ca_topic_score_codex":0.003905736,"about_ca_topic_score_gemma":0.003566081,"teacher_disagreement_score":0.003905736,"about_ca_system_score_codex":0.0004491358,"about_ca_system_score_gemma":0.00038534182,"threshold_uncertainty_score":0.0077660084},"labels":[],"label_agreement":null},{"id":"W4320489036","doi":"10.1007/978-3-031-19354-5_3","title":"Receding Horizon Optimization for Integrated Path Planning and Tracking Control of an AUV","year":2023,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Adaptive Control of Nonlinear 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":"Carleton University; University of Victoria","funders":"","keywords":"Motion planning; Control theory (sociology); Trajectory; Path (computing); Kinematics; Tracking (education); Controller (irrigation); Computer science; Control engineering; Scheme (mathematics); Tracking error; Range (aeronautics); Model predictive control; Control (management); Engineering; Mathematics; Robot; Artificial intelligence","score_opus":0.044857911937968564,"score_gpt":0.27267558009120807,"score_spread":0.2278176681532395,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320489036","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0056329314,0.0013645202,0.9781374,0.00011562924,0.00010416327,0.000023513761,0.00006420485,0.00021601275,0.014341595],"genre_scores_gemma":[0.5248444,0.0030931816,0.4017458,0.00018301806,0.00020296637,0.00034976326,0.0004437584,0.0003188037,0.06881828],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998449,0.000024871208,0.000005685304,0.000035536374,0.000075183874,0.000013702661],"domain_scores_gemma":[0.99992657,0.000033730223,0.000008114297,0.0000070345786,0.000020140102,0.0000044058397],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032000008,0.00089359714,0.00084785296,0.00028328935,0.00026074023,0.00068464945,0.0008127816,0.0006354098,0.0030116246],"category_scores_gemma":[0.0004995531,0.0005842179,0.0004899783,0.00054979796,0.00047440297,0.0005652579,0.0005098284,0.0011340269,0.00064569234],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033038643,0.000016074453,0.00004104356,0.00006203418,0.000016236907,0.00001797908,0.000024829687,0.93540746,0.0019195278,0.011238309,0.0017173438,0.04950607],"study_design_scores_gemma":[0.000003826954,0.000025867821,0.00005175052,0.000008379723,0.0000048461734,0.000006384711,0.000003822704,0.992478,0.0005110142,0.0048448984,0.002056247,0.000004847616],"about_ca_topic_score_codex":0.008091881,"about_ca_topic_score_gemma":0.005811713,"teacher_disagreement_score":0.008091881,"about_ca_system_score_codex":0.0007528774,"about_ca_system_score_gemma":0.0009250177,"threshold_uncertainty_score":0.016089559},"labels":[],"label_agreement":null},{"id":"W4320489038","doi":"10.1007/978-3-031-19354-5_5","title":"Multi-objective Model Predictive Control for Path-Following Control of an AUV","year":2023,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Advanced Control Systems Optimization","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":"Carleton University; University of Victoria","funders":"","keywords":"Lexicographical order; Convergence (economics); Task (project management); Path (computing); Computer science; Model predictive control; Mathematical optimization; Relation (database); Control (management); Function (biology); Algorithm; Control theory (sociology); Artificial intelligence; Mathematics; Data mining; Engineering; Combinatorics","score_opus":0.02453040060445265,"score_gpt":0.25716599515293737,"score_spread":0.2326355945484847,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320489038","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011917632,0.0013515223,0.9621368,0.00022949117,0.00021456943,0.000023852668,0.00006693506,0.00027262757,0.023786554],"genre_scores_gemma":[0.8682415,0.0014888179,0.087740764,0.00015169613,0.00015912119,0.00014862466,0.0001913691,0.00014203819,0.041736122],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99990594,0.000017518983,0.0000031817146,0.00001784432,0.000046443027,0.000009013031],"domain_scores_gemma":[0.99993384,0.00002540172,0.0000103387865,0.000006842311,0.000019744202,0.0000037512657],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021860214,0.00071577623,0.0005599871,0.00026963232,0.00030890916,0.0007104337,0.00065922405,0.0005521528,0.002548807],"category_scores_gemma":[0.0003544541,0.00031767227,0.00039251242,0.00034090204,0.00034498982,0.00054269785,0.00064343197,0.00082215876,0.00041987497],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017361812,0.000012269066,0.000054048185,0.000059000125,0.000014693212,0.000028593357,0.000023043694,0.9528876,0.002128807,0.0067502693,0.0015045097,0.0365198],"study_design_scores_gemma":[0.0000010593669,0.0000137945735,0.000049468716,0.0000053391373,0.00000230287,0.0000052661057,0.000003030439,0.996572,0.00030274523,0.002145071,0.0008976762,0.00000229999],"about_ca_topic_score_codex":0.0032741511,"about_ca_topic_score_gemma":0.003580136,"teacher_disagreement_score":0.0032741511,"about_ca_system_score_codex":0.0003785388,"about_ca_system_score_gemma":0.00035807464,"threshold_uncertainty_score":0.008526623},"labels":[],"label_agreement":null},{"id":"W4320489080","doi":"10.1007/978-3-031-19354-5_8","title":"Efficient Implementation Algorithms for NMPC-Based AUV Trajectory-Tracking Control","year":2023,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Adaptive Control of Nonlinear 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; University of Victoria","funders":"","keywords":"Linearization; Trajectory; Computer science; Model predictive control; Control theory (sociology); Stability (learning theory); Convergence (economics); Tracking (education); Motion control; Algorithm; Control (management); Mathematical optimization; Control engineering; Mathematics; Engineering; Artificial intelligence; Robot","score_opus":0.05546524699888321,"score_gpt":0.30717245573350815,"score_spread":0.25170720873462493,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320489080","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0014632057,0.00015650781,0.99381256,0.000044960776,0.000064712774,0.000028191924,0.000025699142,0.00041839704,0.0039857742],"genre_scores_gemma":[0.29111183,0.00076127535,0.6847665,0.00014053762,0.00013157792,0.0005130808,0.00035398273,0.00031247892,0.02190871],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997185,0.000055164423,0.000014353548,0.000036677822,0.00014624376,0.000029158013],"domain_scores_gemma":[0.9997571,0.00008818407,0.000015172149,0.00004054775,0.000092748014,0.00000628345],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029696702,0.00085778383,0.0005628459,0.00036360117,0.00042899864,0.0007898912,0.0007568172,0.0008446203,0.006575466],"category_scores_gemma":[0.0012814575,0.0003325491,0.00030059286,0.0005600025,0.00033632363,0.0005590343,0.00074376806,0.001191811,0.0024700335],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000083982915,0.000073379364,0.00015982056,0.00017529653,0.000029634883,0.00004845082,0.00007025707,0.47655293,0.009107169,0.03946458,0.006849079,0.46738547],"study_design_scores_gemma":[0.000011504088,0.000024488912,0.00006981792,0.000012232848,0.0000036658632,0.000022374603,0.000007893934,0.98677725,0.0026825978,0.006297589,0.004085407,0.0000052260575],"about_ca_topic_score_codex":0.0046609864,"about_ca_topic_score_gemma":0.0056093666,"teacher_disagreement_score":0.006575466,"about_ca_system_score_codex":0.00047657537,"about_ca_system_score_gemma":0.0008027894,"threshold_uncertainty_score":0.021997094},"labels":[],"label_agreement":null},{"id":"W4320489133","doi":"10.1007/978-3-031-19354-5","title":"Advanced Model Predictive Control for Autonomous Marine Vehicles","year":2023,"lang":"en","type":"book","venue":"Advances in industrial control","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University; University of Victoria","funders":"Northwestern Polytechnical University; University of Victoria; Natural Sciences and Engineering Research Council of Canada; Northwestern University","keywords":"Model predictive control; Control (management); Computer science; Marine engineering; Engineering; Artificial intelligence","score_opus":0.015244078454112357,"score_gpt":0.23707966302664532,"score_spread":0.22183558457253297,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320489133","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0036290141,0.022110427,0.6444722,0.0012009331,0.0029277217,0.0000561797,0.0006855094,0.0030707507,0.32184732],"genre_scores_gemma":[0.09341757,0.016870024,0.09316461,0.00049669284,0.0011474144,0.0001237386,0.0016575506,0.0007555363,0.79236686],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99989986,0.000006276812,0.000002084894,0.000011561606,0.00007546688,0.0000048236457],"domain_scores_gemma":[0.99994874,0.00001714385,0.0000031955442,0.000009752818,0.000017840082,0.0000032949008],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007880511,0.0006123144,0.00046403808,0.00035292024,0.00019677408,0.00079811556,0.00061481434,0.0005188267,0.016504807],"category_scores_gemma":[0.00022238499,0.00026390626,0.00025244968,0.00057651504,0.00023266998,0.0007505843,0.0004954115,0.0009863334,0.0064943586],"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":[0.000049916074,0.000040712697,0.000089330395,0.00028615212,0.00002757558,0.00008256827,0.000050822968,0.097194135,0.0093678,0.0651998,0.19767343,0.62993777],"study_design_scores_gemma":[0.000015431751,0.00007066549,0.00051079504,0.0001131576,0.000018338018,0.00014195606,0.00002469524,0.3460919,0.00423114,0.08097314,0.5677835,0.00002531687],"about_ca_topic_score_codex":0.0018193084,"about_ca_topic_score_gemma":0.0028650097,"teacher_disagreement_score":0.016504807,"about_ca_system_score_codex":0.00024169301,"about_ca_system_score_gemma":0.00028970145,"threshold_uncertainty_score":0.055214047},"labels":[],"label_agreement":null},{"id":"W4320489140","doi":"10.1007/978-3-031-19354-5_9","title":"Concluding Remarks","year":2023,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Advanced Control Systems Optimization","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; University of Victoria","funders":"","keywords":"Engineering ethics; Management science; Computer science; Engineering","score_opus":0.02436422932004634,"score_gpt":0.24015109408994126,"score_spread":0.21578686476989492,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320489140","genre_codex":"other","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"editorial","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0027775455,0.0041627535,0.014603168,0.07219884,0.011869449,0.00006689946,0.00089496747,0.00032632833,0.8931],"genre_scores_gemma":[0.05318256,0.004440828,0.0069265133,0.034066014,0.0055299844,0.00012998978,0.0010380837,0.00029792238,0.8943881],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99882275,0.0002658355,0.000035422057,0.00024859258,0.0004252599,0.00020210972],"domain_scores_gemma":[0.9973902,0.00070400647,0.000112397815,0.00032981444,0.0012761673,0.00018745988],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00148356,0.0006875474,0.00053046655,0.0010481302,0.0020806368,0.0030260808,0.0014158619,0.0016970597,0.25370738],"category_scores_gemma":[0.008541431,0.00015213613,0.0006018835,0.0007991883,0.0012524544,0.0031876916,0.0017725392,0.0019461282,0.05366722],"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":[0.00008142409,0.000035565987,0.00026350326,0.0001777438,0.000009951348,0.000118414755,0.00038327728,0.00085842627,0.0002510702,0.5174841,0.43990824,0.04042824],"study_design_scores_gemma":[0.000015030998,0.000015732638,0.00050771795,0.00021548114,0.000011063309,0.00008013203,0.0011635616,0.00044201338,0.00032517916,0.2659064,0.73130757,0.000010150026],"about_ca_topic_score_codex":0.0056104246,"about_ca_topic_score_gemma":0.00646575,"teacher_disagreement_score":0.25370738,"about_ca_system_score_codex":0.0016478285,"about_ca_system_score_gemma":0.001484227,"threshold_uncertainty_score":0.84873575},"labels":[],"label_agreement":null},{"id":"W4320489142","doi":"10.1007/978-3-031-19354-5_4","title":"Lyapunov-Based Model Predictive Control for Dynamic Positioning and Trajectory-Tracking Control of an AUV","year":2023,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University; University of Victoria","funders":"","keywords":"Control theory (sociology); Trajectory; Controller (irrigation); Computer science; Stability (learning theory); Nonlinear system; Control (management); Mathematical optimization; Mathematics; Artificial intelligence","score_opus":0.016520090892280417,"score_gpt":0.24676494707249877,"score_spread":0.23024485618021834,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320489142","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011963676,0.00324911,0.943972,0.00041100814,0.00056744926,0.000027643995,0.000086076754,0.00075733423,0.03896571],"genre_scores_gemma":[0.84585136,0.0036661194,0.06344804,0.00018798216,0.0002983994,0.00015005865,0.00027446618,0.00019960165,0.08592399],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99991477,0.000013499349,0.0000031242398,0.000012656526,0.0000495507,0.0000064375968],"domain_scores_gemma":[0.9999465,0.000018727183,0.000005589536,0.0000059693884,0.000020497704,0.0000027640776],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013574025,0.0005130527,0.00033815813,0.00024368295,0.00023249433,0.0006757176,0.00063710107,0.00039106567,0.0025485768],"category_scores_gemma":[0.00033645012,0.0002247624,0.00023680342,0.00036270573,0.00036078054,0.00044483237,0.00044618946,0.0006273166,0.0006929256],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000061225954,0.00003255645,0.00011824964,0.00021422948,0.000033309378,0.00008935398,0.00009974432,0.763985,0.011052231,0.050871793,0.010275595,0.16316669],"study_design_scores_gemma":[0.000003718216,0.000035583478,0.000097179814,0.000010589151,0.000005278158,0.0000133156345,0.000007258582,0.98504907,0.0012199773,0.007951345,0.0056003793,0.0000062361764],"about_ca_topic_score_codex":0.00369075,"about_ca_topic_score_gemma":0.0035615428,"teacher_disagreement_score":0.00369075,"about_ca_system_score_codex":0.0003850877,"about_ca_system_score_gemma":0.00035488198,"threshold_uncertainty_score":0.008525848},"labels":[],"label_agreement":null},{"id":"W4320489203","doi":"10.1007/978-3-031-19354-5_2","title":"AMV Modeling","year":2023,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Advanced Sensor 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; University of Victoria","funders":"","keywords":"Kinematics; Motion (physics); Dynamics (music); Computer science; Classical mechanics; Physics; Acoustics","score_opus":0.03624128902952227,"score_gpt":0.23394157069595972,"score_spread":0.19770028166643744,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320489203","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0047514606,0.0011142909,0.72023636,0.0005910385,0.0009451332,0.00008034486,0.001867863,0.0036039003,0.26680964],"genre_scores_gemma":[0.38804242,0.0029978396,0.19502804,0.0009408297,0.00075684645,0.0005646569,0.008418485,0.0034719212,0.3997789],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999772,0.000036135065,0.0000059195977,0.000036204296,0.00012708496,0.000022652135],"domain_scores_gemma":[0.9998667,0.000022146323,0.000008906895,0.000032043656,0.000061379156,0.00000877421],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001807716,0.0007230379,0.00055840675,0.00047748367,0.000483015,0.0013659839,0.0014175834,0.00097129936,0.02398396],"category_scores_gemma":[0.00066363724,0.00029781304,0.00068787806,0.00044255055,0.00026253075,0.0009948745,0.0010208917,0.00085968093,0.011959718],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006724868,0.000048631067,0.0004771805,0.00021015946,0.000049592498,0.00011578159,0.00009256867,0.5121459,0.007767474,0.2484161,0.07646099,0.15414844],"study_design_scores_gemma":[0.000008247033,0.000017993396,0.00017772129,0.000035186513,0.000010679418,0.00006845816,0.000024292418,0.8090751,0.0022860272,0.04120796,0.14707187,0.000016555801],"about_ca_topic_score_codex":0.0049694926,"about_ca_topic_score_gemma":0.0033105107,"teacher_disagreement_score":0.02398396,"about_ca_system_score_codex":0.00056513294,"about_ca_system_score_gemma":0.00058540795,"threshold_uncertainty_score":0.08023435},"labels":[],"label_agreement":null},{"id":"W4320489445","doi":"10.1007/978-3-031-19354-5_1","title":"Introduction","year":2023,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Advanced Control Systems Optimization","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; University of Victoria","funders":"","keywords":"Model predictive control; Computer science; Control (management); Artificial intelligence","score_opus":0.015966455928845793,"score_gpt":0.21837889861688106,"score_spread":0.20241244268803527,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320489445","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00029061327,0.0024372526,0.0051040133,0.0014678271,0.003339281,0.000111371,0.0015979372,0.00070690387,0.9849449],"genre_scores_gemma":[0.0007571746,0.0012509398,0.001242272,0.0005466421,0.00043460936,0.000048865793,0.0010639403,0.00017949662,0.99447614],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.999496,0.000044250533,0.000015306145,0.000095223586,0.00029758157,0.000051697818],"domain_scores_gemma":[0.99946946,0.00007823682,0.000018219158,0.000078188874,0.00027195117,0.00008384634],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00045815567,0.0009027631,0.00057028007,0.0016341483,0.0011295107,0.003373275,0.0013451871,0.0014621754,0.5628471],"category_scores_gemma":[0.0015617023,0.00033784573,0.000470009,0.0014387196,0.00043505643,0.002367081,0.0018612152,0.0015570534,0.46587119],"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":[0.000020441146,0.00003404352,0.000068890986,0.00015133954,0.0000021124188,0.000044193486,0.0000818925,0.0002057097,0.0004902181,0.030592574,0.78615534,0.18215324],"study_design_scores_gemma":[0.0000013077009,0.0000050979365,0.000051381383,0.000047412275,7.253257e-7,0.00002784652,0.000020505458,0.000031672454,0.00008349166,0.0030252622,0.9967033,0.0000019905099],"about_ca_topic_score_codex":0.001965837,"about_ca_topic_score_gemma":0.0036245447,"teacher_disagreement_score":0.43715292,"about_ca_system_score_codex":0.0010152502,"about_ca_system_score_gemma":0.0014283907,"threshold_uncertainty_score":0.6235456},"labels":[],"label_agreement":null},{"id":"W4388821914","doi":"10.1007/978-3-031-39767-7_5","title":"A Unified Hybrid Control Approach to Maximum Endurance of Aircraft","year":2023,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Advanced Aircraft Design and Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Turbofan; Turboprop; Climb; Cruise; Turbojet; Runway; Aerospace engineering; Engineering; Computer science; Aeronautics; Automotive engineering","score_opus":0.027957611105411413,"score_gpt":0.23673809452042044,"score_spread":0.20878048341500902,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388821914","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0030227406,0.0013025278,0.97862774,0.00007749988,0.00013360202,0.000013332307,0.000028422435,0.00012800742,0.016666045],"genre_scores_gemma":[0.7227962,0.0034638024,0.21908955,0.00026570255,0.0007497083,0.00027323395,0.00016692263,0.00026183043,0.052933015],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99979895,0.00004387988,0.000010000538,0.00004490337,0.00008267749,0.000019508343],"domain_scores_gemma":[0.99991024,0.000041410567,0.000007452747,0.000012548541,0.000023297865,0.000004990028],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002872101,0.00072477915,0.00067580614,0.00039525345,0.00026401598,0.0009323104,0.0012375696,0.0005787006,0.004460992],"category_scores_gemma":[0.00044260352,0.0002601378,0.00058371644,0.0004214666,0.00061762903,0.0008765323,0.0009834063,0.0008622754,0.0005291142],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000060162052,0.00003633501,0.00009327042,0.00023467375,0.00006898277,0.0000888051,0.00014704638,0.4437659,0.013092416,0.384302,0.0048725433,0.15323794],"study_design_scores_gemma":[0.000008249579,0.00007406906,0.00011377338,0.000019031762,0.000018679892,0.00003226433,0.000014001833,0.90768117,0.0010918068,0.08177608,0.009159524,0.000011375379],"about_ca_topic_score_codex":0.0014224389,"about_ca_topic_score_gemma":0.0017148785,"teacher_disagreement_score":0.004460992,"about_ca_system_score_codex":0.00044241158,"about_ca_system_score_gemma":0.00025342926,"threshold_uncertainty_score":0.014923513},"labels":[],"label_agreement":null},{"id":"W82822220","doi":"10.1007/978-3-540-79224-6_3","title":"Bispectrum and Bicoherence","year":2008,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Blind Source Separation Techniques","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Bispectrum; Bicoherence; Computer science; Mathematics; Statistics; Spectral density","score_opus":0.027245597751589443,"score_gpt":0.2549760160136277,"score_spread":0.22773041826203824,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W82822220","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0026221345,0.06464358,0.5940072,0.0011278612,0.0035824084,0.000058518617,0.00025627651,0.0010715319,0.33263046],"genre_scores_gemma":[0.056722265,0.061227765,0.2462589,0.0012493539,0.0033151798,0.00018715956,0.00052687846,0.0009943146,0.6295182],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996823,0.000036289395,0.000015108741,0.000058936097,0.00019165299,0.000015766424],"domain_scores_gemma":[0.9997559,0.00010320975,0.000013363284,0.000047089838,0.00007082025,0.000009602492],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002923066,0.0012500326,0.0008447728,0.0015017671,0.00050839246,0.0014722064,0.0007316076,0.0010395552,0.018654699],"category_scores_gemma":[0.001049992,0.00041853788,0.00027214113,0.002665987,0.0012506769,0.00213042,0.0007280695,0.0018874265,0.010685619],"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":[0.000034329914,0.000027554595,0.000052528438,0.00037114936,0.0000141228265,0.000074824835,0.00015407168,0.0036219694,0.0061815563,0.40902862,0.042634394,0.5378049],"study_design_scores_gemma":[0.0000102009635,0.00004789587,0.00041957083,0.00020768502,0.000019965302,0.0005660537,0.00007593242,0.015060081,0.0067089796,0.31449276,0.6623355,0.000055213462],"about_ca_topic_score_codex":0.0007116114,"about_ca_topic_score_gemma":0.00091905094,"teacher_disagreement_score":0.018654699,"about_ca_system_score_codex":0.0005529736,"about_ca_system_score_gemma":0.00044593497,"threshold_uncertainty_score":0.062406182},"labels":[],"label_agreement":null},{"id":"W996037364","doi":"10.1007/978-3-540-79224-6_19","title":"Diagnosis of Plant-wide Oscillations","year":2008,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Plant Reproductive Biology","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Environmental science","score_opus":0.023432206047804747,"score_gpt":0.2447462910753681,"score_spread":0.22131408502756336,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W996037364","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15856528,0.0020538855,0.8208361,0.00057058595,0.00035586595,0.00017646034,0.0014281304,0.0026962126,0.013317342],"genre_scores_gemma":[0.77884054,0.0015532025,0.21012555,0.0004017976,0.00021088538,0.00020646771,0.0012743555,0.0002534658,0.0071337083],"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9996124,0.000057990714,0.000016472042,0.00015665246,0.000116354604,0.000040229144],"domain_scores_gemma":[0.9994856,0.0002744707,0.00006183171,0.00005411467,0.000075992764,0.000047881385],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035588245,0.00053302204,0.000603142,0.0009043166,0.00021759234,0.0005654796,0.0007783938,0.0009198319,0.0018318807],"category_scores_gemma":[0.00092104956,0.00025313586,0.00021815218,0.0005403694,0.00034633663,0.00067340996,0.00050738815,0.00085174094,0.0012972683],"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":[0.00028195564,0.000053121323,0.0033819387,0.00019690472,0.00001745039,0.0001996501,0.0000665342,0.001435888,0.8677946,0.0025461956,0.0012077467,0.122817986],"study_design_scores_gemma":[0.00008928885,0.00045992283,0.024049118,0.00006210859,0.00008362871,0.00245633,0.00023887279,0.1624566,0.77602595,0.017339678,0.016629808,0.00010870955],"about_ca_topic_score_codex":0.00027441175,"about_ca_topic_score_gemma":0.00045550842,"teacher_disagreement_score":0.0018318807,"about_ca_system_score_codex":0.00023739184,"about_ca_system_score_gemma":0.00015575644,"threshold_uncertainty_score":0.0061282516},"labels":[],"label_agreement":null}]}