{"meta":{"query_hash":"3fdb4554bfa1","filters":{"topic":"Industrial Automation and Control Systems"},"cohort_total":134,"direct_labels_cover":0,"predictions_cover":134,"exported":134,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/3fdb4554bfa1","api":"https://metacan.xera.ac/api/v1/cohort?topic=Industrial+Automation+and+Control+Systems"},"results":[{"id":"W150999474","doi":"","title":"Modeling of biogas generation in bioreactor landfills using neuro-fuzzy system","year":2008,"lang":"en","type":"article","venue":"international conference on Modelling and simulation","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University; University of Ottawa","funders":"","keywords":"Adaptive neuro fuzzy inference system; Bioreactor; Biogas; Leachate; Neuro-fuzzy; Process engineering; Fuzzy control system; Fuzzy logic; Controller (irrigation); Computer science; Environmental science; Control engineering; Control theory (sociology); Engineering; Waste management; Artificial intelligence; Control (management); Chemistry","score_opus":0.14299800226544299,"score_gpt":0.2750583364076068,"score_spread":0.1320603341421638,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W150999474","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6045563,0.00050798623,0.38422504,0.0002562677,0.000050126542,0.00012543121,0.00037192242,0.0005779203,0.009328931],"genre_scores_gemma":[0.98983616,0.00013071219,0.007826679,0.000010419629,0.0000045117704,0.000087225184,0.00006265684,0.000006261214,0.0020354597],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998534,0.00003770987,0.000012506731,0.000031835007,0.00004326828,0.000021272781],"domain_scores_gemma":[0.99984705,0.00007128642,0.000022221859,0.0000069200682,0.000046764733,0.000005828849],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031659927,0.00052721804,0.0005425334,0.00029503024,0.0005195524,0.00065789215,0.00067418383,0.0008673126,0.00079882774],"category_scores_gemma":[0.0005032775,0.00027188024,0.0005614383,0.00031665267,0.00033693627,0.0004997806,0.00028064277,0.00040326273,0.00016972361],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035788653,0.000014986752,0.0004422513,0.000013777428,0.0000070998476,0.000033405937,0.000021220845,0.99539787,0.0014501546,0.00037541345,0.0000369691,0.0021710114],"study_design_scores_gemma":[0.000002155045,0.000012565513,0.00014386435,0.0000016136723,0.000002291648,0.000003519177,0.000004320702,0.9991841,0.00047770064,0.000118948105,0.00004638565,0.000002583059],"about_ca_topic_score_codex":0.034135308,"about_ca_topic_score_gemma":0.016992962,"teacher_disagreement_score":0.034135308,"about_ca_system_score_codex":0.0008881688,"about_ca_system_score_gemma":0.00090350484,"threshold_uncertainty_score":0.06787324},"labels":[],"label_agreement":null},{"id":"W1550209229","doi":"10.17146/jfn.2010.4.2.229","title":"Modifikasi Surveymeter Gamma Dosimeter 3007A Untuk Pemantauan Melalui Ethernet Dengan PLC T100MD Series","year":2013,"lang":"id","type":"article","venue":"Jurnal Forum Nuklir","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Tellabs (Canada)","funders":"","keywords":"Physics; Operating system; Computer science","score_opus":0.014205014509424014,"score_gpt":0.2125849818613028,"score_spread":0.1983799673518788,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1550209229","genre_codex":"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":[0.1738835,0.004676291,0.18779086,0.0061072866,0.0042285905,0.0036768808,0.0102646975,0.035200384,0.57417154],"genre_scores_gemma":[0.24161935,0.0027947694,0.09645997,0.0019321085,0.0006073504,0.0010975874,0.0051039346,0.002341544,0.64804345],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9983981,0.00017586564,0.000086048894,0.00019213007,0.0010442641,0.00010355136],"domain_scores_gemma":[0.9985525,0.0002312619,0.000118961936,0.0002700695,0.0007571881,0.00007001934],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011598268,0.00067471113,0.00046531283,0.0012562692,0.0005466447,0.0015971124,0.0010301326,0.00065202406,0.08536623],"category_scores_gemma":[0.001930813,0.00042113988,0.00030778474,0.0012313811,0.00030627754,0.0012141713,0.0010009626,0.0009765541,0.02495057],"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":[0.0016014318,0.00040258415,0.006766525,0.001022897,0.000047711488,0.00070364954,0.0008738465,0.0010679082,0.2761101,0.011715053,0.12753998,0.57214826],"study_design_scores_gemma":[0.00011091047,0.0004396948,0.008101588,0.00007404257,0.0000808628,0.0007596622,0.0003050357,0.0013396806,0.11573558,0.0012016267,0.87177944,0.00007182778],"about_ca_topic_score_codex":0.0019105123,"about_ca_topic_score_gemma":0.002212164,"teacher_disagreement_score":0.08536623,"about_ca_system_score_codex":0.0006848404,"about_ca_system_score_gemma":0.0013184149,"threshold_uncertainty_score":0.28557843},"labels":[],"label_agreement":null},{"id":"W1569119709","doi":"10.1109/ccdc.2015.7161755","title":"PLC controller for hydraulic pressing machine","year":2015,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Pressing; Programmable logic controller; Hydraulic machinery; Control system; Controller (irrigation); Computer science; Work (physics); Machine control; Control engineering; Brick; Engineering; Mechanical engineering; Electrical engineering; Operating system","score_opus":0.035903970754463,"score_gpt":0.23412418242556107,"score_spread":0.19822021167109807,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1569119709","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.068362184,0.0017134699,0.7418155,0.00080479035,0.0009495902,0.0009055649,0.0015661898,0.072462074,0.11142055],"genre_scores_gemma":[0.9102797,0.00039422305,0.040397458,0.00051923847,0.00023949234,0.000587564,0.00079028966,0.00048526787,0.04630679],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99951327,0.0000406089,0.000025935275,0.00013734422,0.00023550118,0.00004738443],"domain_scores_gemma":[0.9996762,0.000060328177,0.000042330397,0.00005186686,0.00015100907,0.00001829718],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022361008,0.0005187327,0.00042478944,0.0005294462,0.0005483483,0.0010199264,0.0012054489,0.000541874,0.022336444],"category_scores_gemma":[0.0005932053,0.00015486625,0.00015855319,0.0003207802,0.0002902001,0.00052445434,0.0003339416,0.0007146131,0.0063238377],"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":[0.0014004543,0.00045440995,0.0025332628,0.0018243004,0.00007573666,0.0016101507,0.0006564755,0.028987799,0.36782452,0.02192387,0.079468325,0.4932407],"study_design_scores_gemma":[0.0007072825,0.0017308934,0.0054412466,0.00021448874,0.00014662588,0.003284701,0.00013990578,0.25081217,0.44567788,0.00645912,0.2851668,0.00021879155],"about_ca_topic_score_codex":0.0009923436,"about_ca_topic_score_gemma":0.0006917235,"teacher_disagreement_score":0.022336444,"about_ca_system_score_codex":0.00047132664,"about_ca_system_score_gemma":0.00051385874,"threshold_uncertainty_score":0.074722886},"labels":[],"label_agreement":null},{"id":"W1573144041","doi":"10.1109/ccece.1993.332276","title":"Multi-level bang-bang control of DC motors using a PLC","year":2002,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Programmable logic controller; Reliability (semiconductor); DC motor; Control engineering; Bang–bang control; Process (computing); Variable (mathematics); Control theory (sociology); Computer science; Machine control; Electronic speed control; Induction motor; Controller (irrigation); Control system; Engineering; Control (management); Optimal control; Electrical engineering; Mathematics; Artificial intelligence","score_opus":0.07054794199475986,"score_gpt":0.22596264443332031,"score_spread":0.15541470243856045,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1573144041","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.061623357,0.00055471703,0.9259033,0.00009455391,0.000050816852,0.00011048032,0.000043391574,0.0028429597,0.008776464],"genre_scores_gemma":[0.85111064,0.0002206274,0.14254405,0.000060582974,0.000018564528,0.0000785268,0.000046461388,0.000055741224,0.0058647846],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99977666,0.000028908986,0.000017649425,0.000041265328,0.000118177275,0.000017301156],"domain_scores_gemma":[0.9997768,0.00008165714,0.00003678751,0.00004019963,0.000051969524,0.000012561725],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020821358,0.00028350228,0.00020258653,0.00022519937,0.00017824853,0.00050873007,0.00039156686,0.0002099205,0.0013979212],"category_scores_gemma":[0.00036901276,0.00015697877,0.00012082094,0.00016095139,0.00020986189,0.00032671163,0.00020770934,0.00037977393,0.0003179074],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037644026,0.00013252776,0.0008601294,0.0005380536,0.000032752218,0.00017527465,0.00021636882,0.05493679,0.5257022,0.0110957315,0.0013117121,0.4046219],"study_design_scores_gemma":[0.000100248944,0.0007516699,0.0016575177,0.000043018943,0.000035515637,0.00028624525,0.00002525885,0.72745603,0.24596384,0.0024706542,0.021165593,0.000044370543],"about_ca_topic_score_codex":0.00078970235,"about_ca_topic_score_gemma":0.0011200769,"teacher_disagreement_score":0.0013979212,"about_ca_system_score_codex":0.00016019182,"about_ca_system_score_gemma":0.0002294135,"threshold_uncertainty_score":0.004676461},"labels":[],"label_agreement":null},{"id":"W1581697919","doi":"10.1109/mia.2003.1206912","title":"From DC to AC","year":2003,"lang":"en","type":"article","venue":"IEEE Industry Applications Magazine","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Weyerhauser (Canada)","funders":"","keywords":"Upgrade; Engineering; Kiln; Rotary kiln; Lime; Project commissioning; Automotive engineering; DC motor; Electrical engineering; Mechanical engineering; Manufacturing engineering; Control engineering; Computer science; Waste management; Materials science; Publishing; Operating system","score_opus":0.015353245240497268,"score_gpt":0.23765970789878077,"score_spread":0.2223064626582835,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1581697919","genre_codex":"other","genre_gemma":"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":[0.03318514,0.0060838712,0.016224561,0.00598885,0.0025460077,0.00011713036,0.0003242708,0.000699843,0.93483037],"genre_scores_gemma":[0.5410194,0.008293501,0.012229001,0.0044267895,0.0007900095,0.000084451676,0.00034783914,0.0004809684,0.43232816],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993216,0.000055417084,0.00003404208,0.00011873008,0.0003802991,0.00009001533],"domain_scores_gemma":[0.9996475,0.000059125785,0.000016985083,0.000078110366,0.00015816845,0.000040123352],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024307474,0.00036153162,0.00022913128,0.0014006938,0.0014964397,0.0024492317,0.0008929546,0.0010350632,0.051441368],"category_scores_gemma":[0.0013110664,0.00022814485,0.00029856554,0.0015913146,0.0011918854,0.0020367855,0.0016147954,0.0015160808,0.014464312],"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":[0.0003733349,0.00020287889,0.004820295,0.0011692931,0.000032970638,0.033556063,0.004361941,0.0019775715,0.02477735,0.14067432,0.14047481,0.6475792],"study_design_scores_gemma":[0.000012632884,0.00005002568,0.0005406312,0.00014887498,0.000009696846,0.009643594,0.0008691535,0.0005402614,0.0068008257,0.0067134257,0.97464925,0.000021583593],"about_ca_topic_score_codex":0.0036875342,"about_ca_topic_score_gemma":0.0046953806,"teacher_disagreement_score":0.051441368,"about_ca_system_score_codex":0.0009223155,"about_ca_system_score_gemma":0.0006625531,"threshold_uncertainty_score":0.1720885},"labels":[],"label_agreement":null},{"id":"W1584023225","doi":"10.1002/9780470029558.ch2","title":"Process Control Hardware Fundamentals","year":2006,"lang":"en","type":"other","venue":"","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Process (computing); Computer science; Control (management); Computer hardware; Process control; Operating system; Artificial intelligence","score_opus":0.0064306463555099365,"score_gpt":0.20252236090129605,"score_spread":0.1960917145457861,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1584023225","genre_codex":"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":[0.004882508,0.0070426725,0.5706908,0.0010116361,0.001223669,0.000532451,0.0011476794,0.008302765,0.40516576],"genre_scores_gemma":[0.10971996,0.016633425,0.19657315,0.00081851246,0.0009115271,0.00060809805,0.0030141904,0.0014648323,0.6702563],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994646,0.000023550216,0.000018622115,0.00008286238,0.00037089302,0.00003949708],"domain_scores_gemma":[0.99981755,0.000040024035,0.000010164744,0.000036930116,0.00008700085,0.000008368518],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000231113,0.0008692825,0.00049224077,0.0011523531,0.0005256049,0.001938277,0.0012351043,0.0008817036,0.06979726],"category_scores_gemma":[0.0004946082,0.000647426,0.0003687756,0.00083747855,0.0004600528,0.0019623851,0.0007733709,0.0011320324,0.028673839],"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":[0.00012744799,0.00017015045,0.00037134532,0.0011092441,0.000018851862,0.00018591117,0.00021434434,0.008192582,0.05875679,0.14142482,0.08264837,0.7067802],"study_design_scores_gemma":[0.000031570315,0.00023637195,0.0011807671,0.0002872571,0.000027390393,0.00040536452,0.00008539625,0.0173293,0.05222613,0.024034668,0.9041069,0.000048740072],"about_ca_topic_score_codex":0.0013545352,"about_ca_topic_score_gemma":0.0011292347,"teacher_disagreement_score":0.06979726,"about_ca_system_score_codex":0.0005263188,"about_ca_system_score_gemma":0.0009082036,"threshold_uncertainty_score":0.23349512},"labels":[],"label_agreement":null},{"id":"W1653968515","doi":"10.1109/isie.1996.548393","title":"Use of mechanical impedance in sensing object-end effector interaction","year":2002,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Robot end effector; Electrical impedance; Impedance control; Encoder; Computer science; Object (grammar); Displacement (psychology); Interface (matter); Rotary encoder; Robot; Effector; Control engineering; Electronic engineering; Engineering; Artificial intelligence; Electrical engineering","score_opus":0.03475118513651754,"score_gpt":0.22581653003890645,"score_spread":0.1910653449023889,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1653968515","genre_codex":"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":[0.05670207,0.00033508294,0.9402588,0.00009621983,0.000045197125,0.000036112455,0.000026370744,0.00069339544,0.0018068019],"genre_scores_gemma":[0.85775936,0.00048630504,0.13961822,0.000084229,0.000026840658,0.00004213513,0.00006657771,0.00005743881,0.0018589562],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99909973,0.00019543928,0.000034550747,0.00011627664,0.00051525806,0.000038834372],"domain_scores_gemma":[0.99919826,0.00042425882,0.000110272646,0.00013118712,0.00010627586,0.000029783767],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005159557,0.00054905383,0.00049782806,0.00038822056,0.00021915308,0.0007786838,0.0009804495,0.00089634943,0.0010234875],"category_scores_gemma":[0.0023413207,0.00023414141,0.00028624237,0.0002626652,0.0006293212,0.0013843027,0.0009914332,0.00038476443,0.00040472313],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037232038,0.00011529504,0.0026762343,0.0004196499,0.00004047978,0.0004756103,0.0003595865,0.03027853,0.81787956,0.009354901,0.0004354303,0.13759242],"study_design_scores_gemma":[0.00008049884,0.0012116048,0.0045802076,0.00006800983,0.00008671687,0.0017440944,0.00014365914,0.3987924,0.57085395,0.008534421,0.013774884,0.00012962443],"about_ca_topic_score_codex":0.00034323666,"about_ca_topic_score_gemma":0.00040175402,"teacher_disagreement_score":0.0010234875,"about_ca_system_score_codex":0.0002180262,"about_ca_system_score_gemma":0.00017126997,"threshold_uncertainty_score":0.0034239292},"labels":[],"label_agreement":null},{"id":"W165903867","doi":"","title":"TransAlta's Sundance plant pioneers the company's plunge into automation","year":2005,"lang":"en","type":"article","venue":"Power","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Engineering; Automation; Work (physics); Power station; Excellence; Plan (archaeology); Productivity; Manufacturing engineering; Telecommunications; Electrical engineering; Operations management; Mechanical engineering","score_opus":0.00685266832037294,"score_gpt":0.19249578791486494,"score_spread":0.185643119594492,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W165903867","genre_codex":"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":[0.0094333645,0.0019134544,0.008646266,0.023282623,0.0028992381,0.00009023773,0.00052700326,0.0047279233,0.94847983],"genre_scores_gemma":[0.029304825,0.0008595028,0.005023726,0.0016747373,0.00017209633,0.000015882077,0.00031155013,0.00053641724,0.96210116],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996319,0.000023234054,0.000004433815,0.000056344536,0.00020878986,0.00007531841],"domain_scores_gemma":[0.9994605,0.0000357498,0.000015174274,0.000051719457,0.00021140704,0.00022553341],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035257437,0.00058750965,0.00016197738,0.00056465424,0.002944681,0.0041138716,0.00045591246,0.0008941129,0.15409066],"category_scores_gemma":[0.00065227173,0.00036290978,0.00026967627,0.0004338883,0.0009363421,0.0018764631,0.0011506567,0.0020259435,0.0426679],"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":[0.00008334887,0.00005061081,0.00044768918,0.00004491641,0.000002530398,0.00016898336,0.000305277,0.00008294186,0.0023405226,0.008103748,0.8779159,0.11045345],"study_design_scores_gemma":[0.000008521715,0.000024226476,0.00086997135,0.000015814976,0.000002210722,0.00015204524,0.00025311127,0.00014033738,0.00061796635,0.0005168236,0.997393,0.000005874516],"about_ca_topic_score_codex":0.040664308,"about_ca_topic_score_gemma":0.18221897,"teacher_disagreement_score":0.15409066,"about_ca_system_score_codex":0.0018653168,"about_ca_system_score_gemma":0.001818427,"threshold_uncertainty_score":0.5154846},"labels":[],"label_agreement":null},{"id":"W1850425453","doi":"10.24908/pceea.v0i0.3698","title":"PHYSICAL AND VIRTUAL ENVIRONMENT FOR AUTOMATION EDUCATION ENGINEERS AND TECHNICIANS PART 1: ENGINEERING AN AUTOMATED RECYCLING FACILITY FOR BOTTLES AND CANS","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Automation; Engineering management; Process (computing); Sophistication; Work (physics); Engineering; Field (mathematics); Ethernet; Programmable logic controller; Order (exchange); Manufacturing engineering; Systems engineering; Computer science; Software engineering; Mechanical engineering; Operating system","score_opus":0.00990049831351418,"score_gpt":0.19738906237527806,"score_spread":0.1874885640617639,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1850425453","genre_codex":"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":[0.16782603,0.0018178506,0.3764934,0.006411011,0.002177726,0.0018088536,0.0020609074,0.019254293,0.42215],"genre_scores_gemma":[0.5458098,0.0024040765,0.19951475,0.0011388699,0.0004074391,0.001917271,0.0015730251,0.0008179111,0.2464168],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995802,0.00015095496,0.000015103697,0.000045793226,0.00012014617,0.000087820634],"domain_scores_gemma":[0.9994485,0.0000918255,0.000024210602,0.00006431745,0.000061923965,0.0003092589],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00049420807,0.0008427114,0.0003693952,0.00040876123,0.0013709422,0.0025029406,0.0008114533,0.0011192609,0.05259975],"category_scores_gemma":[0.0009372851,0.00031187307,0.00052579003,0.00028434084,0.0006856351,0.0010689843,0.0033154027,0.0010538619,0.009612725],"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":[0.0010702234,0.0035572501,0.0043461975,0.0011210054,0.00003230442,0.0024192585,0.007397465,0.024508594,0.08970491,0.03387811,0.26826403,0.5637007],"study_design_scores_gemma":[0.0001801079,0.001555394,0.008028151,0.00035136956,0.000037781592,0.0012640653,0.0024451157,0.018334044,0.01248372,0.009520373,0.94567966,0.000120339835],"about_ca_topic_score_codex":0.0011613596,"about_ca_topic_score_gemma":0.0017308475,"teacher_disagreement_score":0.05259975,"about_ca_system_score_codex":0.00041371406,"about_ca_system_score_gemma":0.0014865686,"threshold_uncertainty_score":0.1759637},"labels":[],"label_agreement":null},{"id":"W1866157285","doi":"10.1109/wcica.2002.1020799","title":"A remote control system using Java and CORBA architecture","year":2003,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Common Object Request Broker Architecture; Computer science; The Internet; Client–server model; Operating system; Java; Application server; Embedded system; Client; Server; Fat client; Computer network","score_opus":0.009009829722745525,"score_gpt":0.17967344706325222,"score_spread":0.1706636173405067,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1866157285","genre_codex":"methods","genre_gemma":"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":[0.022016518,0.00040766146,0.8173901,0.0004049028,0.00034329682,0.0012363065,0.00036773272,0.13402428,0.023809256],"genre_scores_gemma":[0.4937557,0.0006660659,0.43363848,0.000938128,0.00025708837,0.0017498306,0.0021577952,0.004820274,0.0620167],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99826837,0.00024389851,0.00012033537,0.0003718515,0.0008067413,0.00018884528],"domain_scores_gemma":[0.9988902,0.00014775257,0.000106218584,0.00026636865,0.00046077033,0.00012865596],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014711895,0.00087811606,0.0006843343,0.0010359461,0.00075555104,0.0014858737,0.0015652612,0.0007776449,0.008780914],"category_scores_gemma":[0.0017974175,0.00034509145,0.00050473487,0.00057894253,0.00043690918,0.0012236626,0.00093622087,0.0011546199,0.0045369645],"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":[0.0011976707,0.0010105975,0.0031453143,0.0007243991,0.00019969099,0.0011599658,0.0008579978,0.009548141,0.37315458,0.023316508,0.033837903,0.5518473],"study_design_scores_gemma":[0.00082353986,0.001223147,0.008072494,0.00019359899,0.00032827005,0.0023854396,0.0002753925,0.21571173,0.31939164,0.013429293,0.4377519,0.00041351523],"about_ca_topic_score_codex":0.0036350763,"about_ca_topic_score_gemma":0.0014206418,"teacher_disagreement_score":0.008780914,"about_ca_system_score_codex":0.00055682554,"about_ca_system_score_gemma":0.001530479,"threshold_uncertainty_score":0.029375136},"labels":[],"label_agreement":null},{"id":"W1896528927","doi":"10.1109/isie.1993.268813","title":"An integrated controller for current source inverter drives","year":2002,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"PID controller; Microcontroller; Controller (irrigation); Computer science; Inverter; Current (fluid); Software; Control engineering; Control system; Control (management); Control theory (sociology); Engineering; Computer hardware; Electrical engineering; Temperature control; Operating system; Artificial intelligence; Voltage","score_opus":0.023242679060693362,"score_gpt":0.22181648190574363,"score_spread":0.19857380284505027,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1896528927","genre_codex":"methods","genre_gemma":"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":[0.0065142536,0.001435533,0.91720265,0.00015712995,0.00069644884,0.00040079796,0.00038404728,0.024258642,0.04895053],"genre_scores_gemma":[0.3780677,0.0013170657,0.4730604,0.0008229498,0.0006668434,0.0013847676,0.00307156,0.001505679,0.14010291],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99932957,0.000034176996,0.000029340747,0.000092917064,0.00047643838,0.000037631246],"domain_scores_gemma":[0.99967515,0.000035075896,0.000015887135,0.000038772014,0.00021151477,0.000023642679],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021607321,0.00076104875,0.0006061011,0.00058940344,0.0004590258,0.00095517345,0.0016055974,0.00067918136,0.023297133],"category_scores_gemma":[0.00054668693,0.00025382583,0.0002622943,0.0004026322,0.00016170855,0.0006877695,0.00041818531,0.001151263,0.009584991],"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":[0.00031940776,0.00034381382,0.0003965552,0.0005654502,0.000054964923,0.00029486293,0.00015040804,0.009653028,0.116609775,0.014681473,0.048027404,0.8089029],"study_design_scores_gemma":[0.00047138715,0.0017223806,0.0028988563,0.0001810343,0.00020685082,0.0028891661,0.00004928638,0.21916847,0.13906983,0.006715412,0.6264667,0.00016064728],"about_ca_topic_score_codex":0.001003295,"about_ca_topic_score_gemma":0.0011685141,"teacher_disagreement_score":0.023297133,"about_ca_system_score_codex":0.00034131247,"about_ca_system_score_gemma":0.00048668732,"threshold_uncertainty_score":0.07793665},"labels":[],"label_agreement":null},{"id":"W1989350807","doi":"10.5539/mas.v1n4p69","title":"Design of Alternating Impact Machine with High Temperature and Pressure Resistance","year":2007,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Siemens; Programmable logic controller; Work (physics); Temperature control; Control system; Computer science; Machine control; Natural rubber; Automotive engineering; Hydraulic machinery; Controller (irrigation); Mechanical engineering; Control logic; Materials science; Environmental science; Control engineering; Engineering; Composite material; Electrical engineering; Computer hardware","score_opus":0.007101764170832546,"score_gpt":0.20670311330843533,"score_spread":0.19960134913760277,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1989350807","genre_codex":"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":[0.06798113,0.00040154587,0.91628194,0.00015142039,0.00014747385,0.00041520162,0.00007270484,0.0025400561,0.012008496],"genre_scores_gemma":[0.7746834,0.00024699693,0.21638268,0.000082245635,0.000112911555,0.00037381312,0.00012694758,0.000080113794,0.0079108365],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99926955,0.00007641101,0.00004425959,0.0002137346,0.0003342299,0.00006179366],"domain_scores_gemma":[0.99965847,0.000044825996,0.000058268746,0.000050683746,0.00014657761,0.000041177038],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043993918,0.0005279797,0.00057586725,0.00059272605,0.0004249245,0.00054494076,0.0012571244,0.0005385566,0.002828616],"category_scores_gemma":[0.0004415691,0.00038132007,0.00030283362,0.00029470134,0.0003846122,0.00051080633,0.00036857312,0.00028508384,0.000799277],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00087030337,0.00023230619,0.003628471,0.0008682929,0.00008675989,0.00056034,0.00044550304,0.033663515,0.6154634,0.020962555,0.0050393105,0.31817925],"study_design_scores_gemma":[0.00077394914,0.005960178,0.014489846,0.00009695742,0.0003206607,0.0037957164,0.00013360257,0.57341933,0.29451677,0.005835059,0.10038214,0.00027578854],"about_ca_topic_score_codex":0.0004064357,"about_ca_topic_score_gemma":0.00027482753,"teacher_disagreement_score":0.002828616,"about_ca_system_score_codex":0.0003235796,"about_ca_system_score_gemma":0.00047429762,"threshold_uncertainty_score":0.009462714},"labels":[],"label_agreement":null},{"id":"W2005244877","doi":"10.1109/les.2011.2168892","title":"Editorial Introduction of New Editor-in-Chief (EIC) and Deputy EIC","year":2011,"lang":"en","type":"article","venue":"IEEE Embedded Systems Letters","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Excellence; Editor in chief; Computer science; Publishing; Electronic design automation; Power (physics); Library science; Management; Engineering management; Operations research; Political science; Engineering; Law","score_opus":0.012645416346032655,"score_gpt":0.19277697344497918,"score_spread":0.18013155709894652,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2005244877","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00011001834,0.004028554,0.0003663045,0.023534132,0.96678036,0.00006252523,0.00009268653,0.0001322289,0.004893172],"genre_scores_gemma":[0.0016800795,0.0071827197,0.0007961908,0.020329429,0.9238051,0.00010374461,0.0002657914,0.00024755968,0.045589317],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9905246,0.00065905764,0.00122716,0.0010273685,0.0059531108,0.0006086765],"domain_scores_gemma":[0.89903146,0.0065442203,0.0044180946,0.0019717652,0.0766976,0.011336805],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009542732,0.0022779536,0.002330058,0.005490001,0.0029139512,0.009459517,0.0025180012,0.0051350635,0.058923196],"category_scores_gemma":[0.045369327,0.0007950743,0.0012730925,0.0023006257,0.0012759118,0.004765723,0.0018162965,0.0071498738,0.052936118],"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":[0.000030307847,0.000011929047,0.00008271149,0.00015972048,0.000005028434,0.00010093438,0.000013469139,0.00002386821,0.00012568208,0.00028131308,0.98472404,0.014440882],"study_design_scores_gemma":[0.000019812864,0.000025809519,0.000355648,0.00022831484,0.000011016725,0.0003114884,0.000050216717,0.00011813321,0.00019624991,0.00044661266,0.9982199,0.000016772263],"about_ca_topic_score_codex":0.0010078287,"about_ca_topic_score_gemma":0.0020352188,"teacher_disagreement_score":0.058923196,"about_ca_system_score_codex":0.0025726294,"about_ca_system_score_gemma":0.005247519,"threshold_uncertainty_score":0.19711775},"labels":[],"label_agreement":null},{"id":"W2010757759","doi":"10.1109/cpre.2009.4982533","title":"Efficient applications of bus transfer schemes utilizing microprocessor based relaying technology","year":2009,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada; General Electric (Canada)","funders":"","keywords":"Microprocessor; Criticality; Computer science; Transfer (computing); Petrochemical; Technology transfer; Reliability engineering; Embedded system; Systems engineering; Engineering; Operating system","score_opus":0.008029255783888236,"score_gpt":0.20772842249129858,"score_spread":0.19969916670741034,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2010757759","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25339112,0.0028864683,0.7063929,0.00060292816,0.00014495992,0.00023953887,0.00009612008,0.001494263,0.03475183],"genre_scores_gemma":[0.9243737,0.0011666252,0.0671848,0.000042782176,0.000056890865,0.000029988725,0.000051721185,0.00003276299,0.0070607327],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99975926,0.000061760766,0.000017040835,0.000021317708,0.000107184664,0.00003350968],"domain_scores_gemma":[0.9995072,0.00014747122,0.000105698826,0.00011158901,0.00011604329,0.0000119662],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002976399,0.00030294017,0.00018308286,0.0004969176,0.00023398497,0.00052654935,0.00053843803,0.00035268598,0.0026875623],"category_scores_gemma":[0.00089135556,0.00009854964,0.00012807606,0.00048340604,0.00018470018,0.000872004,0.00026893476,0.00026156387,0.0008312172],"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":[0.00032176502,0.00015404423,0.0018025222,0.0004803722,0.000033919252,0.00044045376,0.00036851334,0.03380579,0.41937268,0.04847777,0.0031661314,0.4915762],"study_design_scores_gemma":[0.00008602686,0.0014779954,0.002693055,0.00012594557,0.000077798366,0.0021022824,0.00017359004,0.20224816,0.69300383,0.013971256,0.083985716,0.000054471362],"about_ca_topic_score_codex":0.00016447,"about_ca_topic_score_gemma":0.00030984508,"teacher_disagreement_score":0.0026875623,"about_ca_system_score_codex":0.0002303762,"about_ca_system_score_gemma":0.00018236783,"threshold_uncertainty_score":0.008990824},"labels":[],"label_agreement":null},{"id":"W2021698410","doi":"10.1007/bf02480874","title":"Appendix BELCAM Roofing Data Collection Protocol and integration with predictive tools","year":2003,"lang":"en","type":"article","venue":"Materials and Structures","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Public Works and Government Services Canada","funders":"","keywords":"Solid mechanics; Protocol (science); Data collection; Engineering; Computer science; Mathematics; Statistics; Materials science; Medicine; Composite material; Pathology","score_opus":0.0193811589616463,"score_gpt":0.2333811954815527,"score_spread":0.2140000365199064,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2021698410","genre_codex":"dataset","genre_gemma":"protocol","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"protocol","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006365806,0.00013949435,0.17702213,0.00043648787,0.00077217,0.006141724,0.68360364,0.034418028,0.09110049],"genre_scores_gemma":[0.029802384,0.0002653991,0.23689768,0.0005370126,0.00026528182,0.016735416,0.6308004,0.0070906654,0.07760574],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983551,0.00022217933,0.00024533554,0.00017314006,0.00088976714,0.00011457411],"domain_scores_gemma":[0.9777379,0.003909265,0.0005909388,0.0038459832,0.013512082,0.0004038191],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002146551,0.0006642716,0.0006722795,0.0042763953,0.0011706471,0.0010089254,0.0020677615,0.0009816062,0.33102602],"category_scores_gemma":[0.0162685,0.0007338721,0.00036069404,0.0042613535,0.00041128078,0.0014069102,0.00094303006,0.0007741957,0.16801658],"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":[0.0002840034,0.00013368782,0.0022563394,0.0005404207,0.000013105087,0.00013001646,0.00014308961,0.0030984425,0.004403065,0.0024275533,0.8619666,0.1246036],"study_design_scores_gemma":[0.000256448,0.00011490292,0.015724927,0.00030480628,0.00004861664,0.0002492368,0.00040217722,0.01376299,0.017838607,0.007068123,0.9440893,0.00013979264],"about_ca_topic_score_codex":0.013925873,"about_ca_topic_score_gemma":0.015573673,"teacher_disagreement_score":0.33102602,"about_ca_system_score_codex":0.0009336482,"about_ca_system_score_gemma":0.0025676163,"threshold_uncertainty_score":0.9542102},"labels":[],"label_agreement":null},{"id":"W2033603176","doi":"10.5539/mas.v3n11p75","title":"Alteration of the Let-off and Take-up Machine of Loom SAURER 400","year":2009,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"LOOM; Computer science; Object (grammar); Industrial engineering; Artificial intelligence; Engineering","score_opus":0.006808182094244066,"score_gpt":0.1873402095117847,"score_spread":0.18053202741754065,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2033603176","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7775069,0.0006690837,0.19338414,0.0005714659,0.00030993824,0.00026565304,0.00013273903,0.001963325,0.025196828],"genre_scores_gemma":[0.9757613,0.00009187037,0.018393,0.000051091396,0.00002807256,0.000024350864,0.00007264142,0.00004145834,0.0055362354],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99946755,0.00007651454,0.000023744367,0.00009833941,0.00028539813,0.000048546393],"domain_scores_gemma":[0.99977416,0.00003818277,0.000041226205,0.0000649457,0.00006550615,0.000015967486],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032871397,0.00035009414,0.0002724807,0.00030154292,0.00038002798,0.00048253706,0.00060003344,0.0005076627,0.0019916508],"category_scores_gemma":[0.00058878947,0.00018219299,0.0003942543,0.00017265996,0.00044474824,0.0006018147,0.00027372714,0.00036823825,0.00034903508],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0023374746,0.00013139601,0.011978722,0.0006809202,0.00008143934,0.0020440565,0.001086881,0.025140012,0.74882346,0.013388559,0.0034900154,0.19081719],"study_design_scores_gemma":[0.0002918944,0.0049605225,0.06931534,0.000101201505,0.0003420835,0.004756732,0.0007482751,0.23117608,0.5797371,0.004801063,0.103457905,0.0003117312],"about_ca_topic_score_codex":0.00095944834,"about_ca_topic_score_gemma":0.0007823928,"teacher_disagreement_score":0.0019916508,"about_ca_system_score_codex":0.00046841466,"about_ca_system_score_gemma":0.00031529198,"threshold_uncertainty_score":0.006662786},"labels":[],"label_agreement":null},{"id":"W2080754361","doi":"10.6000/1927-5129.2013.09.48","title":"Cost-Effective Micro Programmable Logic Controller for System Automation","year":2013,"lang":"en","type":"article","venue":"Journal of Basic & Applied Sciences","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Microcontroller; Automation; Computer hardware; Programmable logic controller; Embedded system; Byte; Controller (irrigation); Simplicity; Flash (photography); Operating system; Engineering","score_opus":0.025406744134270645,"score_gpt":0.24720982592111987,"score_spread":0.2218030817868492,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2080754361","genre_codex":"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":[0.09183505,0.0054632644,0.8404161,0.00075542566,0.0007250129,0.000945212,0.000455053,0.011059008,0.048345905],"genre_scores_gemma":[0.7779848,0.0010784038,0.19278072,0.00036964877,0.00021980183,0.0005286732,0.0005770279,0.00021756721,0.026243303],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9980703,0.00021718841,0.0000629792,0.00017304925,0.0013834048,0.0000931941],"domain_scores_gemma":[0.9993006,0.00015003665,0.00007267396,0.000106359556,0.00033695978,0.000033267454],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041974254,0.00070167705,0.00039478144,0.0007669689,0.0003158543,0.0010143883,0.0010817874,0.0004998227,0.008288807],"category_scores_gemma":[0.0009511227,0.00018053115,0.00020911384,0.0005233031,0.00017667876,0.0007655516,0.0003846973,0.00053611514,0.0024346714],"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":[0.00060210953,0.00038354297,0.0020076542,0.0012572417,0.000095531774,0.0005879071,0.00015844355,0.013652098,0.2825034,0.015632898,0.016883835,0.6662354],"study_design_scores_gemma":[0.00047629583,0.0038796987,0.00912205,0.0002719611,0.00027609165,0.0035200128,0.00018614571,0.2153636,0.5336004,0.009647595,0.22348797,0.0001681736],"about_ca_topic_score_codex":0.00041436075,"about_ca_topic_score_gemma":0.00050862465,"teacher_disagreement_score":0.008288807,"about_ca_system_score_codex":0.00040119336,"about_ca_system_score_gemma":0.00057490997,"threshold_uncertainty_score":0.027728796},"labels":[],"label_agreement":null},{"id":"W2083877773","doi":"10.1109/coase.2012.6386418","title":"Novel sensors for underground robotics","year":2012,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"McGill University","keywords":"Robotics; Artificial intelligence; Computer science; Geography of robotics; Future of robotics; Robot; Computer vision","score_opus":0.03723204564803064,"score_gpt":0.23218291891126192,"score_spread":0.19495087326323127,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2083877773","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.016295949,0.0212676,0.91409564,0.0026741275,0.0021639413,0.00017197021,0.00029341102,0.0017486494,0.041288722],"genre_scores_gemma":[0.26707482,0.015542158,0.6615533,0.0016741622,0.0010076126,0.00039540042,0.0005119063,0.00018298745,0.052057628],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993666,0.00009841823,0.00002614769,0.00010580084,0.00035717967,0.000045932873],"domain_scores_gemma":[0.99963665,0.00009652269,0.000047750214,0.000050145656,0.00013893767,0.000029885654],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035018762,0.00081108796,0.0006173645,0.0006650675,0.00048062694,0.0012503541,0.0012316909,0.001829912,0.0062024263],"category_scores_gemma":[0.00074288546,0.0004676286,0.00038608658,0.00063951744,0.00072494184,0.0025526346,0.0011322551,0.001201375,0.002483383],"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":[0.00027873286,0.00011661731,0.0012966547,0.0013140091,0.000060054525,0.00061542477,0.00033646554,0.007770418,0.36575574,0.11080671,0.01989416,0.49175498],"study_design_scores_gemma":[0.00008812807,0.0009950617,0.0023016224,0.00058030727,0.00011830451,0.003747571,0.00042118962,0.12961099,0.17347261,0.058536258,0.62990355,0.00022449395],"about_ca_topic_score_codex":0.0002588782,"about_ca_topic_score_gemma":0.0005095388,"teacher_disagreement_score":0.0062024263,"about_ca_system_score_codex":0.00049363205,"about_ca_system_score_gemma":0.00034965135,"threshold_uncertainty_score":0.020749211},"labels":[],"label_agreement":null},{"id":"W2095235739","doi":"10.1139/s06-011","title":"Proposed water management and control device for water losses problem in Jordan","year":2006,"lang":"en","type":"article","venue":"Journal of Environmental Engineering and Science","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Water storage; Water scarcity; Economic shortage; Environmental science; Control (management); Water supply; Water resources; Storage tank; Water tanks; Water pumping; Water conservation; Water level; Computer science; Environmental engineering; Water resource management; Engineering; Waste management","score_opus":0.0037798328862421538,"score_gpt":0.16106525445077266,"score_spread":0.15728542156453051,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2095235739","genre_codex":"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":[0.20810863,0.0018122863,0.734446,0.0021142117,0.000496565,0.00080919167,0.00034460574,0.006121112,0.04574741],"genre_scores_gemma":[0.89464456,0.00067766616,0.0776443,0.00048300592,0.000108309905,0.00039021272,0.0002750715,0.000041107018,0.025735725],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9997212,0.0000339304,0.000022277154,0.00007939245,0.00010679246,0.00003634498],"domain_scores_gemma":[0.9998404,0.00002062252,0.000016580683,0.000017306218,0.00009147929,0.000013525688],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024358934,0.00039590793,0.00037350424,0.000441238,0.00059062935,0.0008558024,0.00113713,0.0008156589,0.003176736],"category_scores_gemma":[0.00030650187,0.000114724564,0.00023279732,0.00024868466,0.0003369851,0.0005849699,0.0005155799,0.00024873565,0.0006030397],"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":[0.0012374626,0.0007124124,0.012581317,0.0013881159,0.00011502195,0.0030160653,0.0011840427,0.0432781,0.27310237,0.035998516,0.027792683,0.5995938],"study_design_scores_gemma":[0.0006141556,0.0017752532,0.007857931,0.0002219222,0.00022890978,0.0027240894,0.0007598842,0.52977496,0.24364306,0.0069899014,0.20526579,0.00014426974],"about_ca_topic_score_codex":0.0017492541,"about_ca_topic_score_gemma":0.0011055793,"teacher_disagreement_score":0.003176736,"about_ca_system_score_codex":0.0004004637,"about_ca_system_score_gemma":0.00086965034,"threshold_uncertainty_score":0.01062727},"labels":[],"label_agreement":null},{"id":"W2129003912","doi":"10.13031/aim.20131586740","title":"Design &amp;amp; Simulation of Automatic Control and Operation of Agricultural Wide-Span Implement Carrier (WSIC)","year":2013,"lang":"en","type":"article","venue":"2013 Kansas City, Missouri, July 21 - July 24, 2013","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Automation; Computer science; Hydraulic machinery; PID controller; Hydraulic motor; Programmable logic controller; Controller (irrigation); Process (computing); Control engineering; Simulation; Engineering; Mechanical engineering; Temperature control","score_opus":0.02976955215572647,"score_gpt":0.2377598143592293,"score_spread":0.20799026220350283,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2129003912","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.48608556,0.00022108262,0.46758148,0.00024988235,0.00016024224,0.00049456605,0.0007686531,0.0048365,0.039602097],"genre_scores_gemma":[0.9721337,0.000052797557,0.023061102,0.000019719562,0.0000040435048,0.0002223806,0.0001608237,0.00004674581,0.004298619],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99982786,0.000032953903,0.000009262652,0.000026826232,0.000069769405,0.000033263175],"domain_scores_gemma":[0.99967396,0.00013155234,0.000041471714,0.00003305792,0.00009946489,0.000020450903],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028066497,0.00041741066,0.0002709156,0.00027048588,0.00028760717,0.0004508884,0.0005911221,0.0005296612,0.006094927],"category_scores_gemma":[0.0004651401,0.0001590142,0.00030463305,0.00014424323,0.0003054028,0.00021289608,0.00028079827,0.00025650632,0.0005360868],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020125823,0.000065959306,0.0017854561,0.0001897892,0.000024092913,0.00014859339,0.00012618223,0.9566229,0.020108879,0.0020335978,0.0009815617,0.017711747],"study_design_scores_gemma":[0.000026386708,0.00018260577,0.00055216684,0.000010433314,0.00001153797,0.000024482692,0.000025349387,0.98435575,0.012307261,0.00022911235,0.0022677549,0.000007177286],"about_ca_topic_score_codex":0.0039394,"about_ca_topic_score_gemma":0.0027045053,"teacher_disagreement_score":0.006094927,"about_ca_system_score_codex":0.000416478,"about_ca_system_score_gemma":0.00059898983,"threshold_uncertainty_score":0.020389557},"labels":[],"label_agreement":null},{"id":"W2134850084","doi":"10.3329/cerb.v13i2.3132","title":"Preparation of Rice Based ORS by Solution Method","year":2009,"lang":"en","type":"article","venue":"Chemical Engineering Research Bulletin","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Bangladesh University of Engineering and Technology","keywords":"Absorption of water; Chemistry; Food science; Materials science; Chromatography; Composite material","score_opus":0.021150679887854795,"score_gpt":0.31596269194740245,"score_spread":0.29481201205954766,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2134850084","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42536357,0.009986007,0.50298667,0.0006163958,0.0014315293,0.002206066,0.0030933481,0.003430195,0.05088618],"genre_scores_gemma":[0.51638913,0.0121949995,0.41498846,0.00041046395,0.0001860879,0.0008546099,0.003578719,0.0005497648,0.050847862],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99964666,0.000049421284,0.000033821714,0.0000770551,0.000134108,0.0000589963],"domain_scores_gemma":[0.99988115,0.00001347519,0.000019787534,0.000023333587,0.00004674216,0.000015507689],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032607498,0.0008594241,0.0007598838,0.00066924776,0.0003206582,0.00040180073,0.00051087746,0.00045160067,0.0045688734],"category_scores_gemma":[0.0003416245,0.0002765431,0.00058914814,0.00056032155,0.00019869601,0.00048872986,0.0005651871,0.001087663,0.0034459156],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000071486415,0.000036235946,0.000121435005,0.00039656862,0.000022698508,0.00014621006,0.000059160582,0.00023783601,0.97988254,0.0011368411,0.0010509071,0.016838051],"study_design_scores_gemma":[0.000017648881,0.00020296419,0.00034728597,0.000016963882,0.000044745306,0.0002988646,0.000034113556,0.0003996726,0.9648421,0.000113430244,0.03366141,0.000020909058],"about_ca_topic_score_codex":0.00030540483,"about_ca_topic_score_gemma":0.0006020616,"teacher_disagreement_score":0.0045688734,"about_ca_system_score_codex":0.0001531366,"about_ca_system_score_gemma":0.00032944215,"threshold_uncertainty_score":0.015284419},"labels":[],"label_agreement":null},{"id":"W2135728370","doi":"10.1109/procce.1988.82241","title":"A general purpose sequencer/controller: an alternative to ladder logic","year":2003,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Lockheed Martin (Canada)","funders":"","keywords":"Compiler; Microprocessor; Programmable logic controller; Computer science; PID controller; Controller (irrigation); Programming language; Control unit; Process (computing); Computer hardware; Embedded system; Operating system; Control engineering; Engineering; Temperature control","score_opus":0.026811846619483916,"score_gpt":0.2456402891308224,"score_spread":0.21882844251133848,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2135728370","genre_codex":"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":[0.01312094,0.0005606824,0.93883795,0.0001671576,0.00014083883,0.00015617324,0.00019218522,0.017289102,0.029535009],"genre_scores_gemma":[0.2207163,0.00081551477,0.7227443,0.0006261185,0.00013779254,0.00021242045,0.000648677,0.0015473596,0.052551482],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996284,0.00007452732,0.00002719961,0.0000667173,0.00016895203,0.000034135905],"domain_scores_gemma":[0.9997234,0.00007855834,0.00002797835,0.00006564734,0.00008300075,0.000021396252],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030703418,0.00037205874,0.00028115456,0.00053636305,0.00031041572,0.00084955967,0.0007585258,0.00041394145,0.012305868],"category_scores_gemma":[0.00061687425,0.00020447395,0.0002633518,0.0006997405,0.00052563165,0.0010043967,0.0003819016,0.0007032402,0.0039243647],"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":[0.00075581326,0.0001323542,0.0006005632,0.0005648493,0.000031385498,0.00040070183,0.00026877975,0.01076291,0.15563819,0.15114659,0.01658524,0.6631126],"study_design_scores_gemma":[0.00044174574,0.001045478,0.0009887258,0.00020052597,0.00012094953,0.0020435934,0.00007129635,0.23844434,0.17064801,0.06700656,0.5188737,0.00011506456],"about_ca_topic_score_codex":0.0011703316,"about_ca_topic_score_gemma":0.0017381336,"teacher_disagreement_score":0.012305868,"about_ca_system_score_codex":0.00038316153,"about_ca_system_score_gemma":0.00059149944,"threshold_uncertainty_score":0.0411672},"labels":[],"label_agreement":null},{"id":"W2141380408","doi":"10.5539/cis.v2n3p87","title":"Study on the NN Decoupling Control System of Air-cushioned Headbox","year":2009,"lang":"en","type":"article","venue":"Computer and Information Science","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Papermaking; Computer science; Decoupling (probability); Paper machine; Control theory (sociology); Control engineering; Artificial intelligence; Control (management); Mechanical engineering; Pulp and paper industry; Engineering","score_opus":0.012743448716105683,"score_gpt":0.21779788572946188,"score_spread":0.20505443701335618,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2141380408","genre_codex":"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":[0.16949116,0.00072973984,0.8210922,0.00015543535,0.00011449263,0.00008269528,0.000018823352,0.0003336726,0.007981791],"genre_scores_gemma":[0.9762621,0.0002771056,0.019565389,0.00003780553,0.000025457039,0.000039584163,0.00002289536,0.000009851728,0.0037597301],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99978405,0.0000433887,0.000014418451,0.00006757873,0.0000663774,0.000024158939],"domain_scores_gemma":[0.9997967,0.00007890155,0.000019414685,0.000014598158,0.00007843968,0.000011949342],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004811106,0.00037584308,0.00041030938,0.00013424261,0.00026771548,0.00052961573,0.00039287686,0.00040097616,0.0016160419],"category_scores_gemma":[0.0007344385,0.00014956575,0.00020434141,0.00013101405,0.00026412576,0.000525536,0.00021669091,0.0003039745,0.00014991143],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006286043,0.00014703683,0.0041492493,0.00052683137,0.00014186115,0.00051316246,0.00055119174,0.64072657,0.116377994,0.015290593,0.0013981872,0.21954879],"study_design_scores_gemma":[0.000023841205,0.00014630982,0.0011051416,0.0000075062126,0.000019683042,0.000042854175,0.000022267826,0.99096346,0.006197196,0.0006523044,0.00081113505,0.000008297305],"about_ca_topic_score_codex":0.004418873,"about_ca_topic_score_gemma":0.0020899395,"teacher_disagreement_score":0.004418873,"about_ca_system_score_codex":0.00032402907,"about_ca_system_score_gemma":0.0004998413,"threshold_uncertainty_score":0.008786321},"labels":[],"label_agreement":null},{"id":"W2158417574","doi":"10.5281/zenodo.1084663","title":"A Condition Rating System For Wastewater Treatment Plants Infrastructures","year":2009,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Wastewater; Rating system; Environmental science; Sewage treatment; Waste management; Environmental engineering; Engineering; Environmental economics; Economics","score_opus":0.020418407358905225,"score_gpt":0.2179574596667436,"score_spread":0.19753905230783836,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2158417574","genre_codex":"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":[0.13978451,0.0012769136,0.616921,0.00054411415,0.0005011061,0.00509726,0.031212635,0.021323409,0.18333904],"genre_scores_gemma":[0.67148906,0.0006110744,0.28364357,0.00013171675,0.00016694442,0.0017106613,0.023396924,0.0003866607,0.018463355],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99394256,0.0010230294,0.0012096704,0.00068245165,0.0027553446,0.0003870491],"domain_scores_gemma":[0.9894021,0.0013972064,0.0015030219,0.0007756375,0.00658346,0.00033863724],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0036181957,0.0011968149,0.00068580796,0.0064239227,0.0009423875,0.0024029927,0.0009852457,0.0007728522,0.009853945],"category_scores_gemma":[0.009877113,0.0002537547,0.0007297279,0.0047875796,0.0004857701,0.0021535892,0.0011881029,0.0007869686,0.0058090272],"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":[0.0013905677,0.0007454546,0.0819811,0.0014981226,0.00018475771,0.00044103002,0.0010307366,0.055536713,0.042694528,0.031006474,0.08594573,0.6975448],"study_design_scores_gemma":[0.00028602153,0.002573715,0.20098951,0.000421062,0.00026267619,0.0013558802,0.0014174718,0.37325367,0.053487506,0.016737362,0.34868926,0.0005258955],"about_ca_topic_score_codex":0.009259899,"about_ca_topic_score_gemma":0.009057712,"teacher_disagreement_score":0.009853945,"about_ca_system_score_codex":0.0025575783,"about_ca_system_score_gemma":0.0017340594,"threshold_uncertainty_score":0.032964766},"labels":[],"label_agreement":null},{"id":"W2161799083","doi":"10.1109/ccece.1998.682567","title":"Diesel generation control system modernization","year":2002,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Golder Associates (Canada)","funders":"","keywords":"SCADA; Upgrade; Programmable logic controller; Engineering; Control system; Diesel fuel; Controller (irrigation); Software; Embedded system; Systems engineering; Control engineering; Power station; Industrial control system; Automotive engineering; Computer science; Electrical engineering; Operating system","score_opus":0.023049674505856325,"score_gpt":0.1570578829812829,"score_spread":0.13400820847542658,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2161799083","genre_codex":"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":[0.22099155,0.010473689,0.3277266,0.003508787,0.001915054,0.0008330023,0.002200561,0.009911657,0.4224391],"genre_scores_gemma":[0.87737995,0.003245609,0.035985965,0.00047466654,0.0002555853,0.00015354854,0.0021332614,0.00034845248,0.0800229],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992162,0.000060554266,0.000061877516,0.00020042963,0.000345971,0.000115057104],"domain_scores_gemma":[0.99910235,0.00003819421,0.000043419448,0.00014427314,0.00062717224,0.000044589386],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00048121533,0.0004579607,0.0003121893,0.0010562622,0.0004298919,0.0015652954,0.0007908549,0.00043968298,0.009169701],"category_scores_gemma":[0.0009980206,0.00017814572,0.0003143049,0.0009352793,0.0002800219,0.0009676749,0.0008398459,0.0010244338,0.0022943476],"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":[0.00042525906,0.00017783807,0.0061895405,0.0005285106,0.000058924066,0.0005063589,0.0005753536,0.024946013,0.05527584,0.025099305,0.016728194,0.8694888],"study_design_scores_gemma":[0.00021217376,0.0006087266,0.019532142,0.00012792535,0.00007963583,0.0015919718,0.0003789537,0.037211332,0.060126215,0.0069274874,0.87307197,0.00013145189],"about_ca_topic_score_codex":0.012640645,"about_ca_topic_score_gemma":0.008786468,"teacher_disagreement_score":0.012640645,"about_ca_system_score_codex":0.0017703158,"about_ca_system_score_gemma":0.0019384227,"threshold_uncertainty_score":0.03067571},"labels":[],"label_agreement":null},{"id":"W2299855010","doi":"10.1109/tcsi.2009.2022778","title":"Guest Editorial Special Issue on ISCAS 2008","year":2009,"lang":"en","type":"editorial","venue":"IEEE Transactions on Circuits and Systems I Regular Papers","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Library science","score_opus":0.007635660498152321,"score_gpt":0.20407293082213018,"score_spread":0.19643727032397787,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2299855010","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0001248302,0.0039816787,0.0005801588,0.016751086,0.9600868,0.00005466961,0.00011999366,0.0001909364,0.018109847],"genre_scores_gemma":[0.0017572063,0.007699939,0.0004393401,0.010131765,0.8158322,0.00005118026,0.00025999636,0.00015890258,0.16366935],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99870324,0.000118946205,0.00011033906,0.00014688371,0.0008004836,0.00012003355],"domain_scores_gemma":[0.9952414,0.00038702524,0.00025312058,0.00011323643,0.0032754487,0.0007298655],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015078074,0.00202257,0.0016299534,0.0022627197,0.001217328,0.0037234663,0.0013337993,0.0037588603,0.057950996],"category_scores_gemma":[0.0040471237,0.00048772368,0.0011079104,0.0008986899,0.00069751043,0.0016769951,0.00074975396,0.0046922686,0.042488445],"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":[0.000031932545,0.000010719969,0.000014049482,0.00008547133,0.00000452079,0.00008822637,0.0000026668924,0.00003324699,0.00015340111,0.00025223516,0.98679197,0.012531535],"study_design_scores_gemma":[0.000022700246,0.000023938446,0.00012734249,0.00006815925,0.000012747254,0.00018146874,0.0000073558367,0.00009730409,0.00026049014,0.0003891683,0.9988034,0.0000059150575],"about_ca_topic_score_codex":0.0007813147,"about_ca_topic_score_gemma":0.0025447297,"teacher_disagreement_score":0.057950996,"about_ca_system_score_codex":0.0015973587,"about_ca_system_score_gemma":0.0014825036,"threshold_uncertainty_score":0.19386542},"labels":[],"label_agreement":null},{"id":"W2316438642","doi":"10.1115/imece2003-42281","title":"Ethernet-Based Intelligent Switching of Controllers for Performance Improvement in an Industrial Plant","year":2003,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Supervisor; Ethernet; Controller (irrigation); Control engineering; Supervisory control; Scheme (mathematics); Computer science; Industrial Ethernet; Intelligent control; Embedded system; Engineering; Control (management); Computer network; Artificial intelligence","score_opus":0.03639511893760645,"score_gpt":0.2258746842718165,"score_spread":0.18947956533421006,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2316438642","genre_codex":"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":[0.37828743,0.0003918108,0.5998155,0.00024489147,0.000069767506,0.00012438507,0.000035464655,0.005097286,0.0159335],"genre_scores_gemma":[0.9755156,0.0000556115,0.022704743,0.000033976543,0.000015953869,0.000021152402,0.000021844382,0.000028414088,0.0016027612],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997075,0.000062496874,0.000014339681,0.000060442595,0.000121354096,0.000033895198],"domain_scores_gemma":[0.99968445,0.00011535103,0.000041378993,0.00006363003,0.00007274335,0.00002254606],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044883988,0.00031489515,0.00022570045,0.00026956035,0.00032911784,0.00037415393,0.00081658945,0.0002685837,0.0021880444],"category_scores_gemma":[0.0007566167,0.00010660408,0.00011500891,0.00014009807,0.00032171738,0.000474874,0.00034543048,0.00038133244,0.0002524268],"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":[0.00085033115,0.0007296071,0.0051616766,0.00021901034,0.000047462927,0.0006596655,0.00089742616,0.14271477,0.21118017,0.01097751,0.0031395357,0.62342286],"study_design_scores_gemma":[0.00013087566,0.0007352596,0.004532826,0.00003725487,0.000070441645,0.00037986017,0.0001483004,0.85202235,0.12682742,0.004929295,0.01014218,0.000043961776],"about_ca_topic_score_codex":0.0011005307,"about_ca_topic_score_gemma":0.0014131181,"teacher_disagreement_score":0.0021880444,"about_ca_system_score_codex":0.00028849504,"about_ca_system_score_gemma":0.00031631807,"threshold_uncertainty_score":0.007319808},"labels":[],"label_agreement":null},{"id":"W2331858554","doi":"10.3166/jesa.41.963-990","title":"Commande des systèmes hybrides rapides. Applications aux systèmes mécatroniques","year":2007,"lang":"fr","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Physics; Humanities; Computer science; Art","score_opus":0.025427324846813926,"score_gpt":0.2655824821889897,"score_spread":0.2401551573421758,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2331858554","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06699519,0.001871802,0.8925127,0.00030825485,0.00029578272,0.00022983683,0.00045454002,0.0056197187,0.031712223],"genre_scores_gemma":[0.8994751,0.0010195721,0.05517929,0.00009728054,0.00007231042,0.0003109088,0.00047768702,0.00018520595,0.043182768],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995191,0.00007913151,0.000019779936,0.00011388593,0.00022529854,0.000042806558],"domain_scores_gemma":[0.9995078,0.0001926333,0.000061711384,0.00009784018,0.00012015512,0.000019962526],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00053134124,0.0006161486,0.0004700166,0.0003721593,0.00028528666,0.0011297,0.00062239595,0.00057092187,0.008052006],"category_scores_gemma":[0.0011341203,0.00029720349,0.00042854558,0.00030838806,0.0005044886,0.0009270616,0.0005734816,0.00058626285,0.0014770876],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00049095356,0.00012193227,0.0018220108,0.0007666454,0.0001300072,0.00055305543,0.0003154796,0.68153846,0.088482924,0.056787055,0.004446007,0.16454549],"study_design_scores_gemma":[0.00006057256,0.0003040311,0.0013258108,0.000034370652,0.000041857427,0.00036364267,0.000059554695,0.9330074,0.023298321,0.008771089,0.032699298,0.000033984543],"about_ca_topic_score_codex":0.0029663031,"about_ca_topic_score_gemma":0.0018723247,"teacher_disagreement_score":0.008052006,"about_ca_system_score_codex":0.00055344397,"about_ca_system_score_gemma":0.00054197,"threshold_uncertainty_score":0.02693671},"labels":[],"label_agreement":null},{"id":"W2340333350","doi":"10.1007/978-3-319-26453-0_18","title":"Erratum to: Informatics in Control, Automation and Robotics","year":2016,"lang":"en","type":"erratum","venue":"Lecture notes in electrical engineering","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Robotics; Automation; Informatics; Artificial intelligence; Computer science; Control (management); Engineering; Robot; Mechanical engineering; Electrical engineering","score_opus":0.004399711615272698,"score_gpt":0.19246393701769732,"score_spread":0.18806422540242462,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2340333350","genre_codex":"editorial","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":[0.00012398079,0.0020152163,0.00029627074,0.032770626,0.95999926,0.000023102111,0.00019474598,0.00009628487,0.0044804113],"genre_scores_gemma":[0.0064315423,0.017983817,0.002752899,0.09087719,0.5382077,0.00017890414,0.0017081943,0.00077240355,0.3410873],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99539137,0.0006102868,0.00094531814,0.0004797401,0.0022005648,0.00037271375],"domain_scores_gemma":[0.9830252,0.0036514217,0.0010816406,0.0010026941,0.010170934,0.001068214],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027855027,0.00321498,0.0024602707,0.0053391065,0.0043689753,0.0052922545,0.0027597162,0.007434331,0.050182126],"category_scores_gemma":[0.030909529,0.0010493301,0.0016652572,0.0034408823,0.002223663,0.0031352306,0.0024394093,0.009230326,0.03906059],"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":[0.00002706041,0.0000106708885,0.0000455192,0.00009846335,0.000005392057,0.00015084953,0.000018339228,0.00002752826,0.00003157955,0.0007503663,0.9928343,0.0059998943],"study_design_scores_gemma":[0.00003025741,0.00005110715,0.0005423857,0.00047818257,0.00003412128,0.00047207033,0.00013996076,0.0002072688,0.0002252462,0.0019980369,0.9957936,0.000027743712],"about_ca_topic_score_codex":0.008226603,"about_ca_topic_score_gemma":0.013433993,"teacher_disagreement_score":0.050182126,"about_ca_system_score_codex":0.0037708574,"about_ca_system_score_gemma":0.005194895,"threshold_uncertainty_score":0.16787595},"labels":[],"label_agreement":null},{"id":"W2346415332","doi":"10.5539/cis.v9n2p112","title":"Anfis Based Material Flow Rate Control System for Weigh Feeder Conveyor","year":2016,"lang":"en","type":"article","venue":"Computer and Information Science","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Adaptive neuro fuzzy inference system; Controller (irrigation); Microcontroller; Fuzzy control system; Set (abstract data type); Fuzzy logic; Point (geometry); Control system; Control theory (sociology); Control engineering; Control (management); Artificial intelligence; Computer hardware; Mathematics; Engineering","score_opus":0.006307730083386931,"score_gpt":0.17867969141450282,"score_spread":0.1723719613311159,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2346415332","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.121200345,0.0014360647,0.83934855,0.0007851388,0.0007379313,0.0005907438,0.00066215964,0.007813708,0.027425293],"genre_scores_gemma":[0.91779876,0.0006229226,0.064873524,0.00013701241,0.000083068386,0.00055583025,0.00045469892,0.000048178325,0.015426081],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997377,0.00003055035,0.000028223372,0.00005802603,0.0001300905,0.000015393736],"domain_scores_gemma":[0.99979144,0.000050389302,0.000032919,0.000009082239,0.000108209344,0.000007947405],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037123056,0.00063352287,0.0005465132,0.000353102,0.00047468842,0.00058808783,0.0007190682,0.00084882055,0.005156369],"category_scores_gemma":[0.00061673584,0.00025356558,0.00039278864,0.00020089342,0.00021168221,0.00038750973,0.0002152271,0.00050062116,0.00071235636],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00080355286,0.0003408189,0.0028101718,0.0012532294,0.00015003062,0.00081577623,0.00045866414,0.57215923,0.11067266,0.003942328,0.0095913615,0.29700217],"study_design_scores_gemma":[0.000068559275,0.00025803575,0.001415628,0.00005689138,0.000046563808,0.00012824057,0.000035457066,0.9729865,0.01871504,0.0004485114,0.0058098426,0.000030772804],"about_ca_topic_score_codex":0.008337311,"about_ca_topic_score_gemma":0.0065350872,"teacher_disagreement_score":0.008337311,"about_ca_system_score_codex":0.00047853234,"about_ca_system_score_gemma":0.00048964005,"threshold_uncertainty_score":0.017249763},"labels":[],"label_agreement":null},{"id":"W2352478725","doi":"","title":"Design and Implementation of Management Information System for Auto 4S Shops","year":2007,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Plan (archaeology); Set (abstract data type); Management system; Engineering management; Process management; Operations management; Business","score_opus":0.008153101529800763,"score_gpt":0.22811867374646078,"score_spread":0.21996557221666002,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2352478725","genre_codex":"methods","genre_gemma":"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":[0.06501048,0.000360498,0.9084056,0.0003294642,0.00011414272,0.0012750456,0.00022740511,0.009789624,0.014487759],"genre_scores_gemma":[0.49852356,0.00030181924,0.4903919,0.00017380036,0.00006440719,0.001012287,0.0011217179,0.00024916633,0.008161338],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989134,0.00025405159,0.00011304692,0.00019902815,0.00036637648,0.00015405832],"domain_scores_gemma":[0.9993722,0.00011286244,0.000057468736,0.00009800107,0.00028294497,0.00007655599],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011127632,0.00038391637,0.0005336252,0.0010620928,0.0007152788,0.0015143416,0.0012946824,0.0006605249,0.002975795],"category_scores_gemma":[0.001233631,0.0004684848,0.00048590582,0.0006178395,0.0003346121,0.001109018,0.00062612916,0.0005760443,0.0010001041],"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":[0.0011969594,0.0008005993,0.012802633,0.0012084112,0.0002063436,0.0012404998,0.0035810973,0.047977,0.13950954,0.051693026,0.01910206,0.7206817],"study_design_scores_gemma":[0.00079663587,0.0020033277,0.018354537,0.00041180247,0.00051253114,0.0013290403,0.0014163617,0.546944,0.1756024,0.008824189,0.24350575,0.000299441],"about_ca_topic_score_codex":0.0025360181,"about_ca_topic_score_gemma":0.0010493826,"teacher_disagreement_score":0.002975795,"about_ca_system_score_codex":0.0006700091,"about_ca_system_score_gemma":0.0018292823,"threshold_uncertainty_score":0.009954989},"labels":[],"label_agreement":null},{"id":"W2357047477","doi":"","title":"Realization of PLC and the Position Machine Serial Communication in Automatic Weighing System","year":2008,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Serial communication; Siemens; Protocol (science); Serial port; Realization (probability); Communications protocol; Computer hardware; Reading (process); Embedded system; Operating system","score_opus":0.005237799465533194,"score_gpt":0.17902357175063238,"score_spread":0.1737857722850992,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2357047477","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12275177,0.00034404476,0.8136523,0.0007449127,0.0004270467,0.00064104435,0.0004421272,0.01700087,0.04399588],"genre_scores_gemma":[0.84905636,0.00020177828,0.13326973,0.00026026773,0.00018708661,0.00059542933,0.00043172843,0.00025114467,0.0157465],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99905306,0.00011921686,0.00006278598,0.0001803432,0.0004342793,0.00015033889],"domain_scores_gemma":[0.99964607,0.00006995511,0.00004004088,0.000060064696,0.00015400292,0.000029864908],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005695001,0.0006621646,0.0004715754,0.00081950997,0.0005425543,0.00082966546,0.0010502181,0.0006803148,0.006061965],"category_scores_gemma":[0.0007350435,0.0004717674,0.00026684016,0.0007638998,0.00031828892,0.00087463687,0.0004898564,0.00055707,0.0016628711],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010994258,0.00064784894,0.008846094,0.0010524102,0.00010544151,0.0022691528,0.0015092532,0.022748657,0.5036562,0.06813765,0.026198754,0.36372918],"study_design_scores_gemma":[0.0007183551,0.0017601382,0.010638041,0.00013167188,0.00022781995,0.0030980012,0.00029807125,0.19302893,0.63205075,0.010992831,0.14681607,0.00023922551],"about_ca_topic_score_codex":0.0016094698,"about_ca_topic_score_gemma":0.00068307907,"teacher_disagreement_score":0.006061965,"about_ca_system_score_codex":0.0005165122,"about_ca_system_score_gemma":0.0011448266,"threshold_uncertainty_score":0.020279288},"labels":[],"label_agreement":null},{"id":"W2359161250","doi":"","title":"An Application ot PowerFlex700 Frequency Converter in ControlNet","year":2008,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Line (geometry); Automatic frequency control; Electrical engineering; Telecommunications; Engineering","score_opus":0.007027830553483031,"score_gpt":0.20349837838176899,"score_spread":0.19647054782828596,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2359161250","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4053303,0.0010637176,0.33201623,0.0010038628,0.00053879427,0.00033470007,0.00055309717,0.017105628,0.24205366],"genre_scores_gemma":[0.927098,0.00038259072,0.024131218,0.00016482618,0.00008107865,0.000057644793,0.00043764088,0.00012374448,0.047523256],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99982256,0.000026724743,0.0000079774345,0.000036539957,0.00007623153,0.000029995384],"domain_scores_gemma":[0.9998796,0.000022430755,0.0000053975596,0.000023455032,0.00005438931,0.000014774912],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019601289,0.00025853634,0.00010165184,0.0004036828,0.00030055904,0.0005160327,0.00038417103,0.00029093173,0.009359218],"category_scores_gemma":[0.00024799118,0.00009576193,0.00008136951,0.00046292561,0.00015919097,0.00040661127,0.00019214029,0.00026805545,0.0012797773],"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":[0.00078316656,0.00038695824,0.007212849,0.00023118059,0.00002955056,0.0015150954,0.0007801214,0.018332778,0.24531329,0.047387738,0.042415135,0.6356122],"study_design_scores_gemma":[0.00022582765,0.0014153649,0.0091868695,0.0000987064,0.00007291137,0.002638719,0.0003842011,0.16105264,0.37090698,0.0099306395,0.44402513,0.00006205773],"about_ca_topic_score_codex":0.0034232798,"about_ca_topic_score_gemma":0.0026684883,"teacher_disagreement_score":0.009359218,"about_ca_system_score_codex":0.00042310095,"about_ca_system_score_gemma":0.00030632922,"threshold_uncertainty_score":0.031309664},"labels":[],"label_agreement":null},{"id":"W2361504852","doi":"","title":"Design of Remote Multiple Physiological Parameter Monitoring System Based on OPC XML-DA","year":2010,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; XML; Hoist (device); Wireless; OPC Data Access; Real-time computing; Embedded system; Operating system; Software","score_opus":0.026924738294422268,"score_gpt":0.2282867059393495,"score_spread":0.20136196764492723,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2361504852","genre_codex":"methods","genre_gemma":"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":[0.03542081,0.00057220255,0.92797315,0.00052371906,0.00027426553,0.00089904666,0.00046341005,0.020841904,0.013031539],"genre_scores_gemma":[0.5948616,0.0006317378,0.3733415,0.0011634766,0.00042230278,0.0015589118,0.0014940939,0.0006069914,0.025919449],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989969,0.00017298589,0.00010803203,0.00029082072,0.0003611015,0.00007019642],"domain_scores_gemma":[0.9993555,0.00011652845,0.00006987185,0.00009348638,0.0003028049,0.000061737825],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00084139185,0.00044026095,0.0007480362,0.0007194778,0.0003426467,0.0011254074,0.0018119058,0.00060686877,0.0040689646],"category_scores_gemma":[0.0010407289,0.00029846255,0.00030100325,0.00033199412,0.0002353287,0.0007098625,0.00053426164,0.00048916956,0.002061465],"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":[0.0016559396,0.00047495734,0.020824663,0.0014266348,0.00030823454,0.0022789428,0.0012997452,0.010201935,0.36329693,0.024935436,0.034544237,0.5387524],"study_design_scores_gemma":[0.0008284042,0.0018216564,0.024480727,0.00031047035,0.0007091568,0.011860896,0.00032305153,0.33893716,0.38507396,0.0061023314,0.22915913,0.00039314746],"about_ca_topic_score_codex":0.0006065701,"about_ca_topic_score_gemma":0.00031189658,"teacher_disagreement_score":0.0040689646,"about_ca_system_score_codex":0.00026120176,"about_ca_system_score_gemma":0.00050693686,"threshold_uncertainty_score":0.013612092},"labels":[],"label_agreement":null},{"id":"W2361747711","doi":"","title":"Development and application of monitoring and control system for salad oil automation production line","year":2004,"lang":"en","type":"article","venue":"Zhongguo youzhi","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Automation; Manufacturing engineering; Production line; Production (economics); Control (management); Computer science; Production system (computer science); Process engineering; Control system; Process automation system; Line (geometry); Monitoring and control; Oil production; Engineering; Control engineering; Petroleum engineering; Mathematics; Artificial intelligence; Operating system","score_opus":0.010285299296762493,"score_gpt":0.2081319359718589,"score_spread":0.1978466366750964,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2361747711","genre_codex":"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":[0.35101196,0.0011389074,0.6190273,0.00061252667,0.00023317992,0.0007057566,0.0002064798,0.010146209,0.016917652],"genre_scores_gemma":[0.9415071,0.00029138484,0.051903673,0.00010266303,0.00007900853,0.00016825058,0.00021773844,0.00003459296,0.0056955796],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9994554,0.00006980942,0.000029619585,0.00015005932,0.0002365919,0.00005850015],"domain_scores_gemma":[0.9997409,0.000026014859,0.000027512095,0.000029121067,0.00015015244,0.0000263046],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044469966,0.0004398561,0.0003487894,0.0005278823,0.0005031106,0.0005711226,0.00051045156,0.0005114183,0.0012419429],"category_scores_gemma":[0.00043875453,0.00019459146,0.00018903251,0.0003277658,0.00021961557,0.00046995367,0.00029354714,0.0002557944,0.00040677236],"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":[0.0007129684,0.00028987697,0.017176706,0.00033562243,0.00007781721,0.00086103973,0.001155038,0.01672053,0.44918272,0.004460909,0.008060698,0.500966],"study_design_scores_gemma":[0.0005063899,0.002121877,0.05429239,0.0000884931,0.0002956377,0.0021283498,0.00043621098,0.46851423,0.3942686,0.0017174267,0.07546354,0.00016685204],"about_ca_topic_score_codex":0.0034947877,"about_ca_topic_score_gemma":0.0015080695,"teacher_disagreement_score":0.0034947877,"about_ca_system_score_codex":0.00036651007,"about_ca_system_score_gemma":0.00061287376,"threshold_uncertainty_score":0.0069488883},"labels":[],"label_agreement":null},{"id":"W2364125569","doi":"","title":"Application and Implement of Multi-protocol Self-adaptation Gateway","year":2015,"lang":"en","type":"article","venue":"Automation and Instrumentation","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ovarian Cancer Canada","funders":"","keywords":"H.248; Gateway (web page); Protocol (science); Computer science; Communications protocol; Adaptation (eye); Gateway address; Profibus; Interface (matter); Computer network; Default gateway; Embedded system; Interior gateway protocol; Distributed computing; Fieldbus; Internet Protocol Control Protocol; Internet protocol suite; Engineering; User Datagram Protocol; Operating system; The Internet; Control system; Routing protocol; Routing (electronic design automation)","score_opus":0.028881817769262633,"score_gpt":0.2723886558770868,"score_spread":0.2435068381078242,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2364125569","genre_codex":"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":[0.091724396,0.0006435333,0.86351335,0.000423084,0.00032189555,0.0011221039,0.00019275826,0.016216878,0.025841994],"genre_scores_gemma":[0.66739506,0.0008074309,0.29709065,0.00054265786,0.00010748382,0.000675586,0.0010704105,0.0006615461,0.031649187],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9995289,0.00006917289,0.00004499638,0.00008809931,0.00018933689,0.00007943071],"domain_scores_gemma":[0.99970585,0.000026164826,0.000018009456,0.000070480164,0.00015112605,0.00002840788],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00052148046,0.00043815063,0.0002654628,0.000541991,0.00025532124,0.0006830583,0.0010828892,0.0004929601,0.0026125854],"category_scores_gemma":[0.0005208672,0.00024576893,0.00041393912,0.00026956934,0.00016368338,0.00096593075,0.00055720494,0.0004823182,0.0011039922],"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":[0.0006181713,0.00070710847,0.014373331,0.00093039667,0.00017924135,0.0017048296,0.0011243669,0.022378126,0.36512518,0.044431455,0.02997424,0.5184536],"study_design_scores_gemma":[0.0003091475,0.00087685726,0.008388015,0.0001566542,0.0002448421,0.0023759762,0.00022275891,0.28736064,0.48689428,0.008317875,0.2047278,0.00012520127],"about_ca_topic_score_codex":0.0005591519,"about_ca_topic_score_gemma":0.00025764873,"teacher_disagreement_score":0.0026125854,"about_ca_system_score_codex":0.0002870204,"about_ca_system_score_gemma":0.0005257151,"threshold_uncertainty_score":0.008740008},"labels":[],"label_agreement":null},{"id":"W2378015566","doi":"","title":"Design of the Control System for the Integrated Unit of Air-conditioner and Hot-water Based on ATmega8","year":2007,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Flow chart; Software; Air conditioning; Control unit; Control system; Software design; Control (management); Unit (ring theory); Code (set theory); Embedded system; Control engineering; Software development; Operating system; Programming language; Artificial intelligence; Electrical engineering; Mechanical engineering; Engineering","score_opus":0.01106373617753922,"score_gpt":0.19998733248466766,"score_spread":0.18892359630712843,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2378015566","genre_codex":"methods","genre_gemma":"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":[0.048521947,0.00047384034,0.93859476,0.00020105093,0.00020686245,0.00052843976,0.00011267561,0.0038053636,0.007554993],"genre_scores_gemma":[0.7071104,0.00045767424,0.2787806,0.00019177399,0.00015166216,0.0008011627,0.0003671264,0.00016262582,0.01197694],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99949205,0.00006436879,0.000028433242,0.00014883553,0.00021310356,0.000053093292],"domain_scores_gemma":[0.9997253,0.000032308337,0.00002568339,0.00002101822,0.00017471919,0.000020956595],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004854898,0.00046384567,0.00037253913,0.00040441053,0.00043296363,0.00062427117,0.0009010784,0.00044915572,0.0026105647],"category_scores_gemma":[0.0004223214,0.00023978196,0.00030205742,0.00019894663,0.00030625943,0.0004505732,0.00026726435,0.000382318,0.00050788536],"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":[0.00084764906,0.00022984581,0.006596973,0.0012788987,0.00022752296,0.00071036036,0.0008919343,0.056083895,0.44444555,0.026955651,0.00833793,0.45339388],"study_design_scores_gemma":[0.00079996855,0.0033227813,0.011877606,0.00018834381,0.0006598369,0.0022671472,0.00026340946,0.51518095,0.3545474,0.0053936685,0.10531226,0.0001867226],"about_ca_topic_score_codex":0.0024303359,"about_ca_topic_score_gemma":0.0015293857,"teacher_disagreement_score":0.0026105647,"about_ca_system_score_codex":0.00043141656,"about_ca_system_score_gemma":0.0010800507,"threshold_uncertainty_score":0.008733213},"labels":[],"label_agreement":null},{"id":"W2379135307","doi":"","title":"Study of Real-time of Modbus/TCP Protocol of Ethernet","year":2007,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Modbus; Computer science; Transmission Control Protocol; Computer network; Ethernet; Protocol (science); Industrial Ethernet; Embedded system; Ethernet Powerlink; ATA over Ethernet; Communications protocol; Ethernet flow control; Medicine","score_opus":0.01248582156027484,"score_gpt":0.25902144570437274,"score_spread":0.2465356241440979,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2379135307","genre_codex":"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":[0.20737523,0.01791966,0.73417765,0.0011533552,0.00064854894,0.00020157898,0.00011253905,0.000617697,0.037793826],"genre_scores_gemma":[0.9445003,0.009019672,0.040039077,0.000115052855,0.00030950896,0.0001468453,0.00019969228,0.000111395704,0.005558428],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.998162,0.00037004528,0.000071603274,0.00029302962,0.0009688896,0.00013444653],"domain_scores_gemma":[0.9976277,0.0010697404,0.00018535732,0.0002205108,0.0008501745,0.00004647839],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013990299,0.0004021316,0.00032447826,0.0011937643,0.0005020507,0.0013368579,0.0007979072,0.00045689917,0.0017802769],"category_scores_gemma":[0.0047784275,0.00023434777,0.00031261044,0.00075174065,0.0007589799,0.003197341,0.00027200728,0.0009066046,0.00021553761],"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":[0.00075750146,0.00024875576,0.01286283,0.0014843894,0.00023581523,0.0011960608,0.0017379164,0.11118817,0.12108483,0.4376428,0.0065631014,0.30499783],"study_design_scores_gemma":[0.000102119084,0.0010692511,0.004824045,0.00031327302,0.00023221759,0.002272539,0.0005969608,0.6715189,0.20316504,0.055120733,0.060617127,0.0001677804],"about_ca_topic_score_codex":0.0011832487,"about_ca_topic_score_gemma":0.00041609805,"teacher_disagreement_score":0.0017802769,"about_ca_system_score_codex":0.0010698283,"about_ca_system_score_gemma":0.00079184194,"threshold_uncertainty_score":0.0077621937},"labels":[],"label_agreement":null},{"id":"W2379436458","doi":"","title":"Singlechip System Bus-extending Technology Basing on AT89C51","year":2004,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"CAE (Canada)","funders":"","keywords":"System bus; Computer science; Local bus; Control bus; Back-side bus; Embedded system; Computer hardware; Bus; CAN bus; Operating system; Automotive engineering; Electrical engineering; Engineering","score_opus":0.00712393752485597,"score_gpt":0.17691283478552813,"score_spread":0.16978889726067217,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2379436458","genre_codex":"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":[0.26566362,0.0025500238,0.63506097,0.0005152165,0.00095271255,0.00060118927,0.00056890317,0.010837038,0.083250284],"genre_scores_gemma":[0.6942316,0.0014215691,0.26669392,0.0003831573,0.00038989514,0.00050586025,0.0010605506,0.00044342448,0.034869924],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99956053,0.00004287517,0.000035452784,0.00010912335,0.00016247008,0.00008956635],"domain_scores_gemma":[0.99956423,0.000045264307,0.000040905685,0.00011638507,0.00019309444,0.000040195835],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028334904,0.0006679428,0.00045738043,0.0010608324,0.00054540683,0.0007358456,0.0013770302,0.0004666074,0.0073861405],"category_scores_gemma":[0.00051945064,0.0002789789,0.0004472242,0.00071256346,0.0003182689,0.0016442396,0.0008941099,0.0008733015,0.002468441],"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":[0.00042596323,0.0002040193,0.0030326894,0.0005409989,0.00008060072,0.000777956,0.0005162627,0.008783654,0.4099411,0.049322397,0.012984529,0.5133898],"study_design_scores_gemma":[0.00023806206,0.0028603324,0.0068077813,0.00022271118,0.00037470408,0.0023951451,0.0002238709,0.07158429,0.5132206,0.010537156,0.3912861,0.00024926596],"about_ca_topic_score_codex":0.0018254475,"about_ca_topic_score_gemma":0.0028318777,"teacher_disagreement_score":0.0073861405,"about_ca_system_score_codex":0.00042974844,"about_ca_system_score_gemma":0.00079499546,"threshold_uncertainty_score":0.024709105},"labels":[],"label_agreement":null},{"id":"W2381753603","doi":"","title":"Application of PLC Communication in Transformation of Electric Control System of 4m Vertical Lathe","year":2005,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Siemens; Reliability (semiconductor); Control system; Transformation (genetics); Engineering; Control network; Process (computing); Function (biology); Control (management); Computer science; Electrical engineering; Operating system; Physics","score_opus":0.005369722243966021,"score_gpt":0.19184078491416182,"score_spread":0.1864710626701958,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2381753603","genre_codex":"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":[0.09013924,0.00056631595,0.875179,0.0005882484,0.0001623311,0.00019161163,0.0001148673,0.00307801,0.029980421],"genre_scores_gemma":[0.90848243,0.00041717314,0.078857854,0.0001343285,0.000088026085,0.0001210346,0.00017340928,0.0001015087,0.011624231],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994405,0.00012575256,0.000026136286,0.0000960542,0.00024699495,0.00006458178],"domain_scores_gemma":[0.9998134,0.000038830036,0.000018625151,0.000028267856,0.00009232881,0.000008636054],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002917581,0.00039017605,0.00015405238,0.00050772924,0.00038855805,0.0004858762,0.00040795424,0.00039303175,0.0027289419],"category_scores_gemma":[0.00050625915,0.00017189136,0.00021458676,0.00040860326,0.00023936872,0.0008135747,0.00047049197,0.00033969988,0.00036710364],"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":[0.000645958,0.00012877694,0.004972583,0.00039876442,0.00006447016,0.0018850197,0.0010221188,0.088380575,0.27594796,0.07057249,0.009766394,0.5462149],"study_design_scores_gemma":[0.00023977534,0.00095298036,0.0054755025,0.000107182634,0.00014509403,0.0019329386,0.0003049124,0.4977488,0.32988417,0.020462194,0.14261937,0.0001271081],"about_ca_topic_score_codex":0.002520544,"about_ca_topic_score_gemma":0.0016635901,"teacher_disagreement_score":0.0027289419,"about_ca_system_score_codex":0.00047764776,"about_ca_system_score_gemma":0.00060417276,"threshold_uncertainty_score":0.009129226},"labels":[],"label_agreement":null},{"id":"W2385456671","doi":"","title":"Research on Communication Method between PC and PLC Based on Socket Technology","year":2007,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Winsock; Control (management); Embedded system; Operating system; Internet protocol suite; The Internet; Artificial intelligence","score_opus":0.0405851850906701,"score_gpt":0.35192552507657704,"score_spread":0.31134033998590693,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2385456671","genre_codex":"methods","genre_gemma":"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":[0.029191803,0.005400888,0.94928503,0.00038707463,0.00042290482,0.00012177649,0.00005089065,0.0013635816,0.013775976],"genre_scores_gemma":[0.6696984,0.01750815,0.27029783,0.00029713046,0.0006215389,0.0004786084,0.0005142275,0.00061373296,0.039970383],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99820304,0.0004129556,0.0001256002,0.00027789062,0.0008436683,0.00013677048],"domain_scores_gemma":[0.9990145,0.00034139576,0.000081961916,0.00012027049,0.0003868855,0.000055007207],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012661458,0.0005921041,0.0004995927,0.0012085002,0.00066240004,0.0014959731,0.0011719626,0.000657806,0.004095998],"category_scores_gemma":[0.0020018676,0.00041347253,0.0004960267,0.001140646,0.00070960313,0.0053397296,0.0006330551,0.001076413,0.0008681137],"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":[0.00050095853,0.00021068763,0.0038807567,0.001776595,0.00011212994,0.00052345596,0.0013751616,0.008123806,0.11172048,0.16939758,0.006841084,0.6955373],"study_design_scores_gemma":[0.00033201292,0.001968486,0.00457373,0.0007119376,0.00044176955,0.005592677,0.0012561767,0.20711294,0.33134308,0.055773597,0.39053386,0.00035973388],"about_ca_topic_score_codex":0.0008930583,"about_ca_topic_score_gemma":0.00032769644,"teacher_disagreement_score":0.004095998,"about_ca_system_score_codex":0.0005931844,"about_ca_system_score_gemma":0.0010120908,"threshold_uncertainty_score":0.013702512},"labels":[],"label_agreement":null},{"id":"W2385476631","doi":"","title":"Researching Transpiantation of μC/OS-II in AVR Singlechip","year":2007,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Embedded system; Process (computing); Software; Operating system; Real-time operating system; Computer hardware","score_opus":0.00867360156264738,"score_gpt":0.23362888386418115,"score_spread":0.22495528230153378,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2385476631","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4456164,0.018513395,0.4517699,0.0021544911,0.0030232607,0.00043631467,0.00031467667,0.00710817,0.071063325],"genre_scores_gemma":[0.78677183,0.005136932,0.15489906,0.0007632517,0.00045098228,0.00016659022,0.00059434114,0.0005731173,0.050643887],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991321,0.00008441463,0.0000453674,0.00018932186,0.00040794874,0.00014084027],"domain_scores_gemma":[0.9990403,0.000100450474,0.000075102245,0.00012545155,0.00055972143,0.00009887578],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000996959,0.00044341432,0.0002872668,0.0005660278,0.00030758907,0.0010880403,0.0010494271,0.00030812444,0.0042242683],"category_scores_gemma":[0.0014053775,0.0002679241,0.00029200772,0.000447607,0.00025138468,0.0017357763,0.0003777236,0.0009569834,0.000979618],"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":[0.00058336445,0.00030499478,0.007955339,0.00082950026,0.00011949486,0.0005158868,0.00072922587,0.0054882807,0.3653439,0.0479934,0.015846893,0.55428964],"study_design_scores_gemma":[0.0001561325,0.0028085446,0.007724197,0.00030346445,0.0002432877,0.0012404802,0.0004086252,0.081929386,0.7007549,0.0049213306,0.19939624,0.00011342698],"about_ca_topic_score_codex":0.0011075368,"about_ca_topic_score_gemma":0.001065698,"teacher_disagreement_score":0.0042242683,"about_ca_system_score_codex":0.0007181813,"about_ca_system_score_gemma":0.00094885944,"threshold_uncertainty_score":0.014131606},"labels":[],"label_agreement":null},{"id":"W2388107863","doi":"","title":"Development of Process Monitoring System of Treatment Equipment for Recycling Crushed Waste Printed Circuit Board Based on Labview","year":2010,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Printed circuit board; Computer science; Process (computing); Fraction (chemistry); Interface (matter); Embedded system; Data acquisition; Software; Process engineering; Engineering; Operating system","score_opus":0.024776438519147643,"score_gpt":0.2583273432720234,"score_spread":0.23355090475287574,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2388107863","genre_codex":"methods","genre_gemma":"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":[0.04126395,0.00029343247,0.93674946,0.00018729009,0.00010035965,0.00026340524,0.00020837944,0.016741648,0.004192196],"genre_scores_gemma":[0.5838117,0.000530753,0.40238187,0.0002945717,0.00009960401,0.00071185105,0.000738901,0.00045789802,0.010972778],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992818,0.00010731078,0.00004546165,0.00019483839,0.0003256283,0.000044807482],"domain_scores_gemma":[0.9993339,0.00016568722,0.000074199335,0.00008727481,0.00029688282,0.000041972587],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00075713196,0.0006162282,0.0005612099,0.00072144414,0.00023032833,0.0006029354,0.0012225285,0.00045319757,0.0035860213],"category_scores_gemma":[0.0010951927,0.00041182846,0.00027941866,0.00028477574,0.00023974561,0.000868532,0.0003309437,0.00061658537,0.0008894739],"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":[0.00067077286,0.00028802763,0.0061215274,0.0006428997,0.00011877243,0.00035585632,0.0006040282,0.0094930185,0.51522166,0.0035048516,0.006961826,0.4560167],"study_design_scores_gemma":[0.00025112453,0.0010104623,0.01164981,0.00008988385,0.00021377127,0.0015835243,0.00010266978,0.21463475,0.724051,0.0009399539,0.04534644,0.00012656135],"about_ca_topic_score_codex":0.000568263,"about_ca_topic_score_gemma":0.0003818095,"teacher_disagreement_score":0.0035860213,"about_ca_system_score_codex":0.0003045529,"about_ca_system_score_gemma":0.0005707418,"threshold_uncertainty_score":0.011996448},"labels":[],"label_agreement":null},{"id":"W2389534119","doi":"","title":"Designation of Automatic Capule Filling Machine Control Systerm","year":2011,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Scheme (mathematics); Automation; Software; Computer science; Jamming; Control system; Control (management); Automatic control; Electronic circuit; Embedded system; Computer hardware; Control engineering; Engineering; Electrical engineering; Mechanical engineering; Operating system; Artificial intelligence","score_opus":0.0235127439911393,"score_gpt":0.17982696015551106,"score_spread":0.15631421616437174,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2389534119","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007945615,0.0008421782,0.974585,0.0001910526,0.00019614142,0.00019653201,0.000068907684,0.0014695519,0.014505071],"genre_scores_gemma":[0.56365186,0.0013546516,0.4054734,0.00034504235,0.00032629317,0.00075951975,0.00046144656,0.00014712269,0.02748061],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99939454,0.000095725154,0.000039407514,0.00016005192,0.00025908923,0.000051163664],"domain_scores_gemma":[0.99979776,0.000033474975,0.000019406725,0.00002269298,0.00011342693,0.000013252095],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034827957,0.00051590754,0.00032489022,0.0006435905,0.0004904122,0.0009664595,0.0007133805,0.00078866637,0.0032345024],"category_scores_gemma":[0.00046986697,0.0002602477,0.00030693348,0.00030699171,0.00038368697,0.0006431601,0.00032924465,0.00045264667,0.00088408054],"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":[0.00038949586,0.00010985418,0.001964087,0.0010232155,0.00010203535,0.0009283008,0.00059593684,0.05731274,0.2262275,0.15215345,0.013115457,0.5460779],"study_design_scores_gemma":[0.0002231361,0.000942552,0.003472977,0.00023935399,0.00012647266,0.0025705425,0.00011110696,0.58657074,0.113238834,0.023377014,0.26899335,0.00013398824],"about_ca_topic_score_codex":0.0012048273,"about_ca_topic_score_gemma":0.00081091415,"teacher_disagreement_score":0.0032345024,"about_ca_system_score_codex":0.0004924996,"about_ca_system_score_gemma":0.0006317,"threshold_uncertainty_score":0.010820508},"labels":[],"label_agreement":null},{"id":"W2412969961","doi":"","title":"Principles of Operating Systems: Design and Applications","year":2008,"lang":"en","type":"book","venue":"Course Technology Press eBooks","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Thomson Reuters (Canada)","funders":"","keywords":"Computer science","score_opus":0.036897909235355124,"score_gpt":0.22463061253726796,"score_spread":0.18773270330191283,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2412969961","genre_codex":"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":[0.0024440158,0.044271145,0.74353445,0.0024479055,0.0032149612,0.000199165,0.00033211886,0.004665745,0.19889042],"genre_scores_gemma":[0.054755,0.061282374,0.42145273,0.0020721436,0.003831516,0.00097174675,0.0007829523,0.002348352,0.4525031],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992194,0.00009252996,0.00004547052,0.00008995138,0.0004987613,0.000053897613],"domain_scores_gemma":[0.9992619,0.00030037735,0.00003991693,0.0001311637,0.0002237492,0.00004288068],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00059678283,0.0017181614,0.0008812593,0.0010787679,0.0006291362,0.0027407177,0.0011413133,0.0011548987,0.013576734],"category_scores_gemma":[0.0014113924,0.0009199178,0.00051402923,0.0013955156,0.0018098432,0.002743246,0.0010247437,0.0034774307,0.010538559],"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":[0.00003766482,0.00007185397,0.00025882226,0.0008660043,0.00003416755,0.00008216326,0.00053109357,0.0055528367,0.0038871241,0.39845958,0.18675165,0.403467],"study_design_scores_gemma":[0.000018892963,0.000050149887,0.00045474325,0.0003744876,0.000025213389,0.00035556493,0.00007154058,0.009464387,0.001479417,0.13866775,0.8490107,0.000027177028],"about_ca_topic_score_codex":0.0009666064,"about_ca_topic_score_gemma":0.0011719464,"teacher_disagreement_score":0.013576734,"about_ca_system_score_codex":0.0007509531,"about_ca_system_score_gemma":0.0014311553,"threshold_uncertainty_score":0.04541874},"labels":[],"label_agreement":null},{"id":"W2493113430","doi":"10.1109/mcs.2016.2558296","title":"IEEE Control Systems Society Enrollment [From the Editor]","year":2016,"lang":"en","type":"article","venue":"IEEE Control Systems","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Montreal Heart Institute","funders":"","keywords":"Control (management); Computer science; Engineering management; Engineering; Artificial intelligence","score_opus":0.010155665684232061,"score_gpt":0.19177327752466158,"score_spread":0.18161761184042952,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2493113430","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000810989,0.0022341968,0.0005059986,0.030342806,0.9592658,0.000016261569,0.000050578004,0.00009263005,0.0074106865],"genre_scores_gemma":[0.0019435015,0.005223424,0.0003643346,0.015609537,0.91167325,0.00002262246,0.00010595277,0.0001508103,0.06490664],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99829894,0.00015358844,0.0002069407,0.0002364392,0.00097166456,0.00013244999],"domain_scores_gemma":[0.9826591,0.0020515665,0.00051605323,0.00038302274,0.012739846,0.0016504929],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002820347,0.0014703248,0.0014173007,0.0018843514,0.0016543808,0.0054300204,0.0014609569,0.0052388636,0.03959855],"category_scores_gemma":[0.010712646,0.0004661368,0.0009015597,0.0011691087,0.0008042805,0.0021788804,0.0007660559,0.008163971,0.031827655],"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":[0.0000137773695,0.000008185373,0.000034211826,0.000058995873,0.0000046754412,0.000044175755,0.000003850321,0.0000311578,0.00008164834,0.0002648688,0.988538,0.010916456],"study_design_scores_gemma":[0.00001724465,0.00003842985,0.00035236217,0.000129035,0.000014621352,0.00009813312,0.000021314294,0.0002700091,0.00019674927,0.0006841371,0.99816257,0.000015508194],"about_ca_topic_score_codex":0.001400237,"about_ca_topic_score_gemma":0.0038793655,"teacher_disagreement_score":0.03959855,"about_ca_system_score_codex":0.0011190515,"about_ca_system_score_gemma":0.002171248,"threshold_uncertainty_score":0.13247037},"labels":[],"label_agreement":null},{"id":"W2496863075","doi":"","title":"Mobile asset data acquisition and decision making over the internet","year":2003,"lang":"en","type":"article","venue":"GEOMATICA","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; The Internet; Telecommunications; Computer science; Art; World Wide Web","score_opus":0.01767107463002032,"score_gpt":0.2526870636273697,"score_spread":0.23501598899734938,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2496863075","genre_codex":"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":[0.1503007,0.008384759,0.72103417,0.007919879,0.0007669835,0.0006478006,0.0027944024,0.0050113513,0.10313995],"genre_scores_gemma":[0.85768175,0.005217768,0.11490559,0.0005624974,0.00031085702,0.00017779491,0.0014640522,0.00011461133,0.019565176],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989741,0.00025822897,0.00009021449,0.00016666063,0.00042091915,0.00008974972],"domain_scores_gemma":[0.9983987,0.0007909424,0.00015684828,0.00017127702,0.0004106955,0.00007140201],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010118807,0.00054541806,0.00059511064,0.0018843602,0.00067666004,0.003920987,0.0007085378,0.0008891539,0.0064437077],"category_scores_gemma":[0.004386229,0.00029320113,0.00047649653,0.002330558,0.00046999173,0.0031015733,0.0013045806,0.0008447639,0.001940107],"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":[0.0005009125,0.00023094642,0.012107681,0.00051373226,0.00014920367,0.0009665235,0.00054504385,0.123366974,0.0075819865,0.050042212,0.017724102,0.7862707],"study_design_scores_gemma":[0.00010946059,0.00027032656,0.009948046,0.00036947356,0.00014474298,0.00060891145,0.0015357721,0.7694894,0.014754842,0.0856846,0.11695765,0.00012678145],"about_ca_topic_score_codex":0.0068513234,"about_ca_topic_score_gemma":0.005884914,"teacher_disagreement_score":0.0068513234,"about_ca_system_score_codex":0.00085409044,"about_ca_system_score_gemma":0.0013181455,"threshold_uncertainty_score":0.021556377},"labels":[],"label_agreement":null},{"id":"W2536348916","doi":"10.1109/mpe.2016.2598229","title":"Tales of Power System Failures: A Look at the Unusual, Strange, and Downright Bizarre Causes","year":2016,"lang":"en","type":"article","venue":"IEEE Power and Energy Magazine","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Independent Electricity System Operator","funders":"","keywords":"Premise; Component (thermodynamics); Law and economics; Engineering; Epistemology; Computer science; Law; Philosophy; Sociology; Political science; Physics","score_opus":0.0063628600179563444,"score_gpt":0.1845824773234583,"score_spread":0.17821961730550195,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2536348916","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07159203,0.041799832,0.047738526,0.52667135,0.008842255,0.000107593914,0.0003727661,0.0008579677,0.30201766],"genre_scores_gemma":[0.89946526,0.015400992,0.004113965,0.039811734,0.005363126,0.00009954681,0.00010385442,0.0004448666,0.035196647],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9964604,0.0020704265,0.000059654478,0.00015574147,0.0009732978,0.00028048598],"domain_scores_gemma":[0.98979986,0.0072228727,0.00081983086,0.0005327196,0.0012692019,0.00035553],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002952077,0.00097037444,0.00032104546,0.0018115384,0.007323572,0.0059623853,0.0013805078,0.003976547,0.0052057193],"category_scores_gemma":[0.015732702,0.0004856662,0.00044111646,0.0014040901,0.01474699,0.012538667,0.0032794366,0.009813713,0.0010159482],"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":[0.00012699392,0.000041735973,0.002406707,0.00068142184,0.00009817289,0.0059416336,0.16933301,0.0037079386,0.0008895607,0.36429444,0.3826605,0.06981785],"study_design_scores_gemma":[0.000021088124,0.00006955184,0.0020948395,0.00066439743,0.000037632064,0.003499413,0.08695224,0.0016259805,0.00048103486,0.13606837,0.7683974,0.000088103065],"about_ca_topic_score_codex":0.0033118513,"about_ca_topic_score_gemma":0.005255677,"teacher_disagreement_score":0.007323572,"about_ca_system_score_codex":0.002284922,"about_ca_system_score_gemma":0.00090142107,"threshold_uncertainty_score":0.017414868},"labels":[],"label_agreement":null},{"id":"W2555112769","doi":"10.1016/j.ifacol.2016.10.097","title":"Real-Time Simulation and Control of a SAG Mill","year":2016,"lang":"en","type":"article","venue":"IFAC-PapersOnLine","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Toolbox; Mill; Programmable logic controller; Control engineering; Control (management); Industrial control system; Control system; Computer science; Control logic; Systems engineering; Embedded system; Engineering; Operating system; Computer hardware","score_opus":0.008659483896848582,"score_gpt":0.21512537271410126,"score_spread":0.20646588881725267,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2555112769","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6884969,0.00018984386,0.2889234,0.0002030773,0.00007998395,0.00010874745,0.00029130402,0.00195901,0.01974772],"genre_scores_gemma":[0.9916164,0.000053285283,0.006626941,0.000010729471,0.0000027733647,0.00004396839,0.00006594793,0.000019081146,0.00156082],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99988043,0.000033074968,0.000007604885,0.000016042834,0.000043886717,0.000018893146],"domain_scores_gemma":[0.99978334,0.0001007343,0.000030166904,0.00002431471,0.000040282248,0.00002117],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002527088,0.00032139794,0.00033983804,0.00027432674,0.00023043266,0.0006248522,0.00044108913,0.00064956787,0.0022093777],"category_scores_gemma":[0.0004257557,0.00012884484,0.0002993328,0.00020373095,0.00039185738,0.00026442914,0.0003337576,0.0003255314,0.00018690868],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018634267,0.000074001706,0.00085172325,0.000058943293,0.00001281211,0.00013622905,0.00007788749,0.979785,0.0107385395,0.0011661416,0.00025323444,0.0066591827],"study_design_scores_gemma":[0.000017586031,0.000056283512,0.00023127065,0.0000020944972,0.0000041051,0.0000105155,0.000013615883,0.9964964,0.0025795912,0.00019355588,0.0003913732,0.0000035857663],"about_ca_topic_score_codex":0.002997079,"about_ca_topic_score_gemma":0.0017001907,"teacher_disagreement_score":0.002997079,"about_ca_system_score_codex":0.0002341211,"about_ca_system_score_gemma":0.00033280635,"threshold_uncertainty_score":0.0073910356},"labels":[],"label_agreement":null},{"id":"W2566849155","doi":"10.5539/mas.v11n3p48","title":"Automation of a Cans Waste Sorting System Using the Ejector System","year":2016,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Sorting; Automation; Injector; Microcontroller; Automotive engineering; Bar (unit); Cartridge; Process engineering; Servomotor; Computer science; Hazardous waste; Environmental science; Waste management; Embedded system; Mechanical engineering; Engineering; Artificial intelligence","score_opus":0.016832713203074,"score_gpt":0.2071512265312481,"score_spread":0.1903185133281741,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2566849155","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23823476,0.0007243645,0.7194287,0.00038820147,0.00044789477,0.0010533994,0.00042203537,0.01937991,0.019920718],"genre_scores_gemma":[0.79758483,0.00039838604,0.17899717,0.0003063426,0.00011694791,0.0003486989,0.00058821146,0.00024418777,0.021415228],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99847513,0.00016018123,0.00009201207,0.0002721077,0.0008858159,0.00011479932],"domain_scores_gemma":[0.9993656,0.00008649711,0.00007126412,0.00012320993,0.0003071831,0.000046345034],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005975306,0.0007324566,0.0006953232,0.0009007852,0.000656052,0.00087695126,0.0009960533,0.00068934675,0.00433955],"category_scores_gemma":[0.00073380675,0.00031843642,0.00038059373,0.00057561096,0.00028530433,0.00071297033,0.0006749183,0.00041693565,0.001904218],"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":[0.0012106384,0.00055896636,0.012644749,0.00097163493,0.00011840808,0.0006793936,0.00048834464,0.01241709,0.44225824,0.0031470961,0.007022583,0.5184829],"study_design_scores_gemma":[0.00037288532,0.002590222,0.027530473,0.00017060542,0.00035908556,0.0027281276,0.00038753933,0.15812609,0.6944291,0.0014521125,0.11158381,0.00026991213],"about_ca_topic_score_codex":0.0013084817,"about_ca_topic_score_gemma":0.000990785,"teacher_disagreement_score":0.00433955,"about_ca_system_score_codex":0.00026414968,"about_ca_system_score_gemma":0.0011372729,"threshold_uncertainty_score":0.014517248},"labels":[],"label_agreement":null},{"id":"W2585571345","doi":"10.23977/jeeem.2017.11004","title":"Drugstore Control System Design and Realization Based on Programmable Logic Controller (PLC)","year":2017,"lang":"en","type":"article","venue":"Journal of Electrotechnology Electrical Engineering and Management","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Programmable logic controller; Ladder logic; Implementation; Computer science; Realization (probability); Embedded system; Control system; Scheme (mathematics); Control engineering; Protocol (science); Communications protocol; Controller (irrigation); Software; Computer hardware; Engineering; Software engineering; Operating system; Electrical engineering","score_opus":0.006755953942507286,"score_gpt":0.1891742609381359,"score_spread":0.18241830699562864,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2585571345","genre_codex":"methods","genre_gemma":"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":[0.014677813,0.00068451255,0.9563099,0.00034371758,0.0002186586,0.00036397637,0.000113064685,0.0054466934,0.021841587],"genre_scores_gemma":[0.64056796,0.0011805133,0.3323282,0.00037360156,0.00018752755,0.00072879076,0.00048139127,0.00022509959,0.023926863],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99950314,0.00004525403,0.00003808519,0.0001008763,0.00026654912,0.000046099256],"domain_scores_gemma":[0.9998486,0.000019328067,0.000014621655,0.000021021895,0.00008471307,0.000011562347],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024422817,0.00037729408,0.00036578995,0.0005679841,0.0005223465,0.0010232345,0.0007386267,0.0005247276,0.0032171982],"category_scores_gemma":[0.0003500955,0.00022926701,0.00032695904,0.00028008706,0.0002949802,0.00078549265,0.0003488782,0.00048379396,0.00075401075],"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":[0.00046307716,0.00019968013,0.0024961932,0.0010958788,0.00010804332,0.00092768273,0.0006627671,0.046843972,0.25155827,0.07353088,0.015395262,0.60671824],"study_design_scores_gemma":[0.00037006356,0.000967539,0.0032766839,0.00012126357,0.00018762672,0.002035802,0.0001548317,0.47916493,0.29815382,0.010332621,0.20505938,0.00017534627],"about_ca_topic_score_codex":0.0021163237,"about_ca_topic_score_gemma":0.0013885617,"teacher_disagreement_score":0.0032171982,"about_ca_system_score_codex":0.00045449566,"about_ca_system_score_gemma":0.00089489564,"threshold_uncertainty_score":0.010762572},"labels":[],"label_agreement":null},{"id":"W2590859123","doi":"10.15761/gimci.1000133","title":"Water activity as related to microorganisms in the manufacturing environment","year":2016,"lang":"en","type":"article","venue":"General Internal Medicine and Clinical Innovations","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Microorganism; Environmental science; Business; Biology; Bacteria","score_opus":0.03639008012179894,"score_gpt":0.307363440397936,"score_spread":0.27097336027613705,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2590859123","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.821403,0.07329244,0.01327359,0.0021634686,0.00047106962,0.0003039127,0.0010287388,0.00014614043,0.08791759],"genre_scores_gemma":[0.9736813,0.014099954,0.002875392,0.00023101614,0.00016288806,0.00008570101,0.00025081635,0.000024674642,0.008588413],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9988141,0.00030342056,0.00008234782,0.00017365799,0.0004526721,0.00017370752],"domain_scores_gemma":[0.99864393,0.00032254696,0.0005814889,0.000056558107,0.00026099334,0.00013440706],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044548314,0.00039704578,0.000247834,0.0012955731,0.00047748093,0.0020274045,0.00044007276,0.0006279833,0.0027036797],"category_scores_gemma":[0.0014170024,0.00018445415,0.0002746649,0.0016681221,0.0012520464,0.0015903611,0.001188605,0.00066413585,0.00067223975],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012135083,0.0005184632,0.06777746,0.0024735224,0.00011122825,0.0027951167,0.0032242208,0.0018308661,0.72583044,0.03120311,0.0020838545,0.16093828],"study_design_scores_gemma":[0.000038681334,0.0036828695,0.20729364,0.0005964934,0.0002308461,0.0052915304,0.0073663816,0.0041313637,0.5994621,0.02221386,0.14949405,0.00019830231],"about_ca_topic_score_codex":0.0016593254,"about_ca_topic_score_gemma":0.00093258044,"teacher_disagreement_score":0.0027036797,"about_ca_system_score_codex":0.0007902827,"about_ca_system_score_gemma":0.00063212845,"threshold_uncertainty_score":0.009044647},"labels":[],"label_agreement":null},{"id":"W2611637324","doi":"10.12962/j25983806.v16.i1.33","title":"Studi Optimasi IPAL Komunal Kota Malang dengan Pendekatan Model Stella","year":2016,"lang":"id","type":"article","venue":"Jurnal Purifikasi","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Environmental science; STELLA (programming language); Forestry; Geography; Art","score_opus":0.02232704747297151,"score_gpt":0.2288574109299577,"score_spread":0.2065303634569862,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2611637324","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.82156247,0.0025680973,0.13840857,0.00086647255,0.00021700966,0.00026109992,0.0017456126,0.0020103627,0.032360267],"genre_scores_gemma":[0.9685305,0.00086966954,0.017974967,0.000063451895,0.000009899482,0.00013021755,0.0008472687,0.00011507901,0.011458999],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999759,0.000043402928,0.000019361036,0.000062836334,0.00007136578,0.0000440064],"domain_scores_gemma":[0.99967384,0.00014276111,0.00003024509,0.000028631463,0.000107745,0.00001681947],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004683812,0.0010146647,0.00093385915,0.00040955105,0.0005059673,0.0018510179,0.00058210385,0.00079518603,0.0066877296],"category_scores_gemma":[0.0008857256,0.00042511715,0.0011677552,0.00045478952,0.00026718894,0.0010541144,0.0005075558,0.0008464576,0.0011986472],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00083153945,0.00048081725,0.009986114,0.00097399345,0.00016722282,0.00028570107,0.00028718082,0.8737657,0.047797654,0.001731894,0.0026322415,0.061059915],"study_design_scores_gemma":[0.000037607173,0.0004881614,0.0033473035,0.00004253116,0.00015031511,0.00007103052,0.00021815121,0.95859355,0.030669928,0.0006593096,0.0056810384,0.000041089595],"about_ca_topic_score_codex":0.016305476,"about_ca_topic_score_gemma":0.017068662,"teacher_disagreement_score":0.016305476,"about_ca_system_score_codex":0.0007988384,"about_ca_system_score_gemma":0.0011161132,"threshold_uncertainty_score":0.032421112},"labels":[],"label_agreement":null},{"id":"W2753151372","doi":"10.31274/tsm416-180814-18","title":"Inventory Control Project","year":2017,"lang":"en","type":"report","venue":"","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Control (management); Computer science; Environmental science; Artificial intelligence","score_opus":0.06236283239619707,"score_gpt":0.28846458619331383,"score_spread":0.22610175379711678,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2753151372","genre_codex":"other","genre_gemma":"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":[0.01107222,0.0040546022,0.10884782,0.006662201,0.003086793,0.003388962,0.02042045,0.013995456,0.82847154],"genre_scores_gemma":[0.15774788,0.006870507,0.14085825,0.00304792,0.0012964591,0.0031413592,0.06568613,0.0025135225,0.618838],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9916592,0.0010793833,0.00052679,0.0011518304,0.004856292,0.000726519],"domain_scores_gemma":[0.9839205,0.0015409961,0.000799382,0.0019097464,0.0105626825,0.0012667562],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009882272,0.0017760915,0.00080992107,0.006447375,0.0031944746,0.012342626,0.0041651903,0.0011424164,0.126198],"category_scores_gemma":[0.012418064,0.0006132588,0.0009065895,0.005795464,0.0010815962,0.0037517992,0.0031588522,0.0017907729,0.0427073],"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":[0.00033440828,0.00046187858,0.005180605,0.00044478558,0.000054475848,0.0001632846,0.0004221431,0.0051790467,0.0007468482,0.056802228,0.433209,0.49700126],"study_design_scores_gemma":[0.000100120116,0.00022030575,0.0035479183,0.00049281126,0.000045417724,0.00015709669,0.0007086315,0.01157234,0.0017434502,0.00902168,0.97233003,0.00006017651],"about_ca_topic_score_codex":0.028170025,"about_ca_topic_score_gemma":0.016605243,"teacher_disagreement_score":0.126198,"about_ca_system_score_codex":0.006309065,"about_ca_system_score_gemma":0.016981194,"threshold_uncertainty_score":0.42217433},"labels":[],"label_agreement":null},{"id":"W2774575332","doi":"10.23977/jeis.2017.22011","title":"Design of an automatic production line for oil barrel renovation","year":2017,"lang":"en","type":"article","venue":"Journal of Electronics and Information Science","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Barrel (horology); Polishing; Production line; Engineering; Process (computing); Production (economics); Process engineering; Oil production; Automotive engineering; Environmental pollution; Line (geometry); Waste management; Rock blasting; Environmental science; Petroleum engineering; Mechanical engineering; Computer science; Mining engineering","score_opus":0.021315273653296007,"score_gpt":0.2581799403811974,"score_spread":0.2368646667279014,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2774575332","genre_codex":"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":[0.0664712,0.00017881027,0.9133625,0.00015262367,0.00013118218,0.0005662414,0.00030112328,0.011503486,0.0073328363],"genre_scores_gemma":[0.7013939,0.00015016088,0.28529075,0.00016500204,0.00008169767,0.0007094041,0.00053946953,0.00028950724,0.0113801155],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992812,0.000094147304,0.000038627622,0.00025339657,0.00026217155,0.00007046124],"domain_scores_gemma":[0.9994814,0.000057146754,0.00010492619,0.000061950275,0.00024662583,0.000047926278],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003394796,0.0008931371,0.0006262691,0.00067139615,0.00067362725,0.0009283013,0.0019239691,0.00073320384,0.007068737],"category_scores_gemma":[0.0003901952,0.0005306759,0.000395654,0.0003594336,0.00027066955,0.0005811875,0.0004155643,0.00041923206,0.0024124426],"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":[0.0012281418,0.00051291374,0.007647887,0.0010509337,0.00018727846,0.0018778548,0.0006014989,0.10841423,0.56329584,0.005685999,0.010681368,0.298816],"study_design_scores_gemma":[0.0006548566,0.0037799575,0.008684103,0.00010280409,0.00029452256,0.002848911,0.00017274683,0.6028616,0.2956494,0.0014826772,0.08322436,0.00024407182],"about_ca_topic_score_codex":0.0012294258,"about_ca_topic_score_gemma":0.00092886045,"teacher_disagreement_score":0.007068737,"about_ca_system_score_codex":0.00049087865,"about_ca_system_score_gemma":0.00080172595,"threshold_uncertainty_score":0.023647249},"labels":[],"label_agreement":null},{"id":"W2782108633","doi":"","title":"An Overview of Embedded Systems and Prosthesis Technology","year":2010,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Computer science; Engineering; Systems engineering","score_opus":0.02072208295738365,"score_gpt":0.25166945897204657,"score_spread":0.23094737601466292,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2782108633","genre_codex":"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":[0.0040595722,0.8377146,0.10984722,0.0018772711,0.0021214045,0.00006406804,0.00017953356,0.0005227453,0.043613546],"genre_scores_gemma":[0.03754763,0.8460159,0.072250575,0.0015538514,0.0035391494,0.0001165627,0.00046969706,0.00011013215,0.03839645],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9997199,0.000043514872,0.000029248456,0.000046097513,0.00013232153,0.000028925077],"domain_scores_gemma":[0.99975175,0.00012939573,0.000015371948,0.000014520263,0.00007320675,0.000015809861],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029426362,0.0006641836,0.00068789575,0.0012003096,0.000276522,0.001807332,0.00062732823,0.0013643587,0.0066619697],"category_scores_gemma":[0.0005579386,0.00027380808,0.00039996047,0.0015245068,0.00032176278,0.0017280442,0.0005206644,0.00084548147,0.0034643635],"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":[0.00015658654,0.000104985964,0.0006154605,0.00356266,0.00004644599,0.00040186208,0.00012398786,0.002921184,0.01031111,0.050070625,0.031476676,0.90020835],"study_design_scores_gemma":[0.000025887352,0.00032322874,0.001545638,0.0012047702,0.00007408286,0.002545487,0.00013495398,0.007723692,0.0038001956,0.042104334,0.940471,0.000046813933],"about_ca_topic_score_codex":0.00073014945,"about_ca_topic_score_gemma":0.0010518543,"teacher_disagreement_score":0.0066619697,"about_ca_system_score_codex":0.00034815772,"about_ca_system_score_gemma":0.00073935516,"threshold_uncertainty_score":0.022286534},"labels":[],"label_agreement":null},{"id":"W2787504504","doi":"10.5539/mas.v12n2p142","title":"The Impact of Information Technology on Industrial Automation – A Critical Evaluation","year":2018,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"SCADA; Modbus; Computer science; Programmable logic controller; Automation; Context (archaeology); Siemens; Scope (computer science); Industrial control system; Microprocessor; Process (computing); Industrial Internet; Cloud computing; Distributed control system; Software engineering; Control (management); Software; Computer security; Embedded system; Engineering; Operating system; Internet of Things; Electrical engineering; Artificial intelligence","score_opus":0.026308181707118006,"score_gpt":0.29505349534826225,"score_spread":0.26874531364114423,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2787504504","genre_codex":"review","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":[0.01249341,0.70061314,0.0058815014,0.12836364,0.010630109,0.00018654988,0.0002531242,0.000112548136,0.14146598],"genre_scores_gemma":[0.20031719,0.7454268,0.0077366773,0.01672056,0.011330322,0.0001245888,0.00021582968,0.00014951681,0.017978525],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9783295,0.006505758,0.0010620399,0.00067361887,0.012589138,0.00083998404],"domain_scores_gemma":[0.9479982,0.026692005,0.0021757062,0.0017899637,0.019714978,0.0016291916],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.017302161,0.0012167338,0.0010454765,0.006628077,0.0026587422,0.015296037,0.0011765575,0.0030947602,0.008163017],"category_scores_gemma":[0.030034937,0.00040922032,0.000590499,0.0051761093,0.0097516095,0.01897895,0.0035078963,0.0043496885,0.0024826096],"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":[0.0002893485,0.00019940281,0.0040739337,0.0058006267,0.00017052403,0.0005327192,0.0019333069,0.0016625922,0.0016646325,0.46060053,0.11965694,0.40341538],"study_design_scores_gemma":[0.000017258353,0.00053168775,0.0054791546,0.012416461,0.000095381554,0.0005890261,0.005211216,0.0007543701,0.0017997093,0.1072716,0.8657286,0.00010553849],"about_ca_topic_score_codex":0.003398093,"about_ca_topic_score_gemma":0.0021908297,"teacher_disagreement_score":0.017302161,"about_ca_system_score_codex":0.00767493,"about_ca_system_score_gemma":0.006789279,"threshold_uncertainty_score":0.09150362},"labels":[],"label_agreement":null},{"id":"W2792249633","doi":"10.4236/eng.2018.103006","title":"Distance Control and Positive Security for Intrinsic Equipment Working in Explosive Potential Atmospheres","year":2018,"lang":"en","type":"article","venue":"Engineering","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Explosive material; Intrinsic safety; MATLAB; Elevator; Process (computing); Control (management); Coal mining; Computer science; Computer security; Engineering; Simulation; Coal; Waste management; Artificial intelligence; Structural engineering","score_opus":0.005654491501048038,"score_gpt":0.18723282547240305,"score_spread":0.181578333971355,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2792249633","genre_codex":"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":[0.17481527,0.00018532464,0.81496096,0.00009185037,0.000032571006,0.0000485683,0.000022916585,0.00033558308,0.009507018],"genre_scores_gemma":[0.9765096,0.000091917675,0.021047687,0.000014000615,0.0000056746503,0.000020855425,0.000015666927,0.00001684746,0.002277609],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996061,0.00006170174,0.000020448071,0.000077029705,0.0001900118,0.000044611825],"domain_scores_gemma":[0.9994018,0.00020216347,0.00015333564,0.00006414153,0.0001483498,0.000030219246],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002859819,0.0003653261,0.00016569573,0.0002679604,0.00025589394,0.00054664863,0.0005547844,0.0003719036,0.0020939999],"category_scores_gemma":[0.0010201767,0.000107397485,0.000353954,0.00010599792,0.0004536977,0.0004992378,0.000611776,0.00034075696,0.00022180201],"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":[0.00064015435,0.00016644735,0.011504161,0.0010183343,0.000078020414,0.0009024804,0.0014919286,0.4324419,0.28062782,0.05908712,0.00085296464,0.21118866],"study_design_scores_gemma":[0.000055718094,0.0016366505,0.00972925,0.00011840321,0.00008727824,0.0007862638,0.00036871884,0.8489072,0.116439946,0.012978217,0.008820463,0.00007184449],"about_ca_topic_score_codex":0.0007824394,"about_ca_topic_score_gemma":0.00056916586,"teacher_disagreement_score":0.0020939999,"about_ca_system_score_codex":0.00026025542,"about_ca_system_score_gemma":0.0003011189,"threshold_uncertainty_score":0.007005155},"labels":[],"label_agreement":null},{"id":"W2852204038","doi":"10.22214/ijraset.2018.6221","title":"Implementation of a Vending machine using Programmable Logic Controller","year":2018,"lang":"en","type":"article","venue":"International Journal for Research in Applied Science and Engineering Technology","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Programmable logic controller; Computer science; Simple programmable logic device; Programmable logic device; Controller (irrigation); Embedded system; Computer hardware; Operating system; Logic synthesis; Logic gate; Logic family; Algorithm","score_opus":0.08431989678225058,"score_gpt":0.4237420268065863,"score_spread":0.33942213002433574,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2852204038","genre_codex":"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":[0.14296778,0.00052317005,0.71907675,0.00060055126,0.00048820418,0.0009986518,0.00082232413,0.047372997,0.087149605],"genre_scores_gemma":[0.77609354,0.00028618242,0.18622312,0.0003922601,0.00006114267,0.0003079686,0.00078731024,0.00048302428,0.035365377],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99960035,0.0000370806,0.000032906904,0.000081217484,0.00018668722,0.00006176102],"domain_scores_gemma":[0.9998056,0.00003762165,0.000024491892,0.00003474208,0.000081579565,0.000016043407],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001530687,0.0003846025,0.0002219211,0.0003677075,0.000283734,0.0007665367,0.0010760849,0.00047453571,0.0077873426],"category_scores_gemma":[0.00038860436,0.00018311464,0.00025985448,0.00019765807,0.00016489005,0.00045458015,0.00026968503,0.00043219142,0.0018803028],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007090772,0.000500965,0.0059402487,0.0011955699,0.00010952171,0.002317767,0.00062159565,0.028901873,0.5042775,0.018437067,0.024798702,0.41219014],"study_design_scores_gemma":[0.0002333618,0.0011167501,0.005050281,0.00009778528,0.00012290502,0.0026515059,0.00013923032,0.21697715,0.5996692,0.0025605261,0.17123872,0.00014269241],"about_ca_topic_score_codex":0.0013894778,"about_ca_topic_score_gemma":0.0009551852,"teacher_disagreement_score":0.0077873426,"about_ca_system_score_codex":0.00026346807,"about_ca_system_score_gemma":0.00053437974,"threshold_uncertainty_score":0.026051283},"labels":[],"label_agreement":null},{"id":"W28986362","doi":"10.1152/ajpheart.00521.2016","title":"Diseño e implementación de un sistema de control para las bombas de despacho de gasolina extra en el terminal beaterio de Petrocomercial","year":2008,"lang":"en","type":"dissertation","venue":"American Journal of Physiology-Heart and Circulatory Physiology","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Canadian Institutes of Health Research; Government of Canada","keywords":"Humanities; Political science; Philosophy","score_opus":0.008788564895732086,"score_gpt":0.25792827885539815,"score_spread":0.24913971395966605,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W28986362","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9123835,0.0074177305,0.073398076,0.0005383947,0.0002465108,0.00030368462,0.00028052425,0.00185847,0.0035732652],"genre_scores_gemma":[0.9451976,0.0036405942,0.042949162,0.0003224051,0.00005892935,0.00023087491,0.00038973725,0.00013566729,0.0070749493],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998287,0.000018773004,0.0000093154495,0.000053693435,0.000058532103,0.000030943007],"domain_scores_gemma":[0.99987996,0.00001788014,0.000034741544,0.000013990785,0.000029598557,0.00002390798],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003821232,0.0003580519,0.00040281535,0.00027928228,0.0001844167,0.00045144637,0.0005286109,0.0003643901,0.0016099082],"category_scores_gemma":[0.00032438763,0.00016713353,0.0003151123,0.00012762561,0.00023825873,0.0003250699,0.0003203905,0.00041314494,0.0005001697],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00051540474,0.00013601624,0.0005140411,0.00013606725,0.00002442587,0.000048242255,0.000027674072,0.00026978648,0.9693605,0.00016710146,0.00017126315,0.028629517],"study_design_scores_gemma":[0.0001415054,0.001457867,0.0033869136,0.000028081,0.00013517203,0.00016895328,0.000044162367,0.0072218054,0.97493273,0.00009248037,0.012364966,0.000025264624],"about_ca_topic_score_codex":0.0012458253,"about_ca_topic_score_gemma":0.0013372654,"teacher_disagreement_score":0.0016099082,"about_ca_system_score_codex":0.00026636128,"about_ca_system_score_gemma":0.00028855665,"threshold_uncertainty_score":0.005385697},"labels":[],"label_agreement":null},{"id":"W2940964888","doi":"10.1016/j.promfg.2019.02.255","title":"Implementation of an Absorber Design for Vibration Control in Automation Systems","year":2019,"lang":"en","type":"article","venue":"Procedia Manufacturing","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"McMaster University","keywords":"Vibration; Dynamic Vibration Absorber; Automation; Engineering; Vibration control; Noise (video); Mechanical resonance; Mechanical system; Computer science; Acoustics; Control engineering; Mechanical engineering; Physics; Artificial intelligence","score_opus":0.013241565753253252,"score_gpt":0.2375948893394548,"score_spread":0.22435332358620155,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2940964888","genre_codex":"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":[0.038796466,0.00022983327,0.9520954,0.00017370115,0.00011501164,0.00019912675,0.000026633334,0.0015899299,0.006773839],"genre_scores_gemma":[0.6998051,0.00024881217,0.2916669,0.00014700716,0.00006938241,0.00027133062,0.000058888134,0.0001271558,0.0076054735],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99943906,0.00010481943,0.00003812657,0.00010924118,0.0002548547,0.000053892807],"domain_scores_gemma":[0.99940383,0.0001309928,0.000110637506,0.00005911498,0.00027331934,0.000022089529],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005757092,0.00055750454,0.00041130505,0.00046585893,0.00042357616,0.0008287399,0.0011456405,0.0010334305,0.0033105968],"category_scores_gemma":[0.0009187957,0.0003205839,0.0004434452,0.000205214,0.0002743249,0.0006440986,0.00029681018,0.00066638977,0.0009993084],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00040931473,0.000400127,0.000885697,0.00079916837,0.0001069765,0.00033487676,0.00038215105,0.061056413,0.69706947,0.01092629,0.001876313,0.22575316],"study_design_scores_gemma":[0.00017532986,0.002831751,0.0020806962,0.00015260869,0.00020849131,0.00050246,0.0000815267,0.5922852,0.35771263,0.0028115541,0.041069806,0.00008798593],"about_ca_topic_score_codex":0.00066954124,"about_ca_topic_score_gemma":0.0006221395,"teacher_disagreement_score":0.0033105968,"about_ca_system_score_codex":0.00032788177,"about_ca_system_score_gemma":0.00042672662,"threshold_uncertainty_score":0.01107502},"labels":[],"label_agreement":null},{"id":"W2949189916","doi":"10.25105/pakar.v0i0.4178","title":"DESAIN DAN PEMILIHAN BAHAN PADA HELM WAJAH TERBUKA DENGAN SISTEM AIRBAG DARI GFRP / EPP / NYLON","year":2019,"lang":"id","type":"article","venue":"Prosiding Seminar Nasional Pakar","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Air Canada","funders":"","keywords":"Airbag; Physics; Humanities; Art; Automotive engineering; Engineering","score_opus":0.010568173642673182,"score_gpt":0.20855222199165158,"score_spread":0.1979840483489784,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2949189916","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7404522,0.017089566,0.0743641,0.0024760147,0.0011405537,0.00056158734,0.0019113189,0.0030620059,0.15894268],"genre_scores_gemma":[0.7395044,0.010417713,0.043946724,0.000760492,0.00013723338,0.00019000746,0.0013658727,0.00032227172,0.20335522],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9994248,0.000044626417,0.000026819358,0.00012835584,0.0002899235,0.00008552364],"domain_scores_gemma":[0.99967134,0.00005536684,0.00005143364,0.00002233305,0.0001636604,0.000035870937],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039413353,0.0008120396,0.000433678,0.0009272961,0.0009194122,0.0009901357,0.00052428315,0.0008064278,0.015150993],"category_scores_gemma":[0.0004498179,0.0003731633,0.0005558676,0.00072995434,0.0004130146,0.0012063932,0.00070278964,0.00067434245,0.0044216895],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00079025695,0.0003969643,0.009275554,0.0024298397,0.00010960456,0.0014632964,0.00082097703,0.0017453806,0.6190079,0.0039835474,0.008026936,0.35194978],"study_design_scores_gemma":[0.000041037354,0.0015661613,0.022738075,0.00032537748,0.00026692275,0.0028365266,0.0018586816,0.0035586613,0.64170986,0.0014139308,0.3235641,0.00012070305],"about_ca_topic_score_codex":0.0032117558,"about_ca_topic_score_gemma":0.007252505,"teacher_disagreement_score":0.015150993,"about_ca_system_score_codex":0.0005887098,"about_ca_system_score_gemma":0.0010322153,"threshold_uncertainty_score":0.050685108},"labels":[],"label_agreement":null},{"id":"W2954663951","doi":"10.36456/waktu.v15i1.436","title":"REMOVAL COD DAN TSS LIMBAH CAIR RUMAH POTONG AYAM MENGGUNAKAN SISTEM BIOFILTER ANAEROB","year":2017,"lang":"id","type":"article","venue":"Waktu","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Physics; Chemistry","score_opus":0.024048321039207236,"score_gpt":0.24187558589271776,"score_spread":0.21782726485351053,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2954663951","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96095306,0.005578323,0.00850128,0.00048003264,0.00017970966,0.00020980154,0.0018123353,0.00037853193,0.021906931],"genre_scores_gemma":[0.9282024,0.004536558,0.014750474,0.00028261752,0.00002639746,0.00014727491,0.0027992884,0.0001269272,0.049128022],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99959725,0.000029871939,0.00003310302,0.000080665544,0.00018487628,0.00007428473],"domain_scores_gemma":[0.9997998,0.000024297215,0.000026977641,0.0000151768045,0.00010973626,0.000024094847],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026145641,0.00055410375,0.0005907569,0.00046228903,0.0005873638,0.0013694031,0.00035391672,0.00046991106,0.0045849583],"category_scores_gemma":[0.00024352012,0.00023569225,0.00072187954,0.0005658608,0.00018054784,0.00052260153,0.0005888397,0.0006754777,0.0015367066],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00052318274,0.00012862073,0.0051867906,0.0008270402,0.000054715652,0.00027821318,0.00017784107,0.00085935736,0.94763416,0.0002873829,0.0010918982,0.042950924],"study_design_scores_gemma":[0.00003333351,0.000872805,0.020289205,0.00011271742,0.00011128657,0.000261282,0.00048801288,0.002909729,0.94260716,0.00020107049,0.03207604,0.000037322712],"about_ca_topic_score_codex":0.012031756,"about_ca_topic_score_gemma":0.019984541,"teacher_disagreement_score":0.012031756,"about_ca_system_score_codex":0.00091073266,"about_ca_system_score_gemma":0.0011321839,"threshold_uncertainty_score":0.023923457},"labels":[],"label_agreement":null},{"id":"W3008036225","doi":"10.2316/j.2020.201-0094","title":"FAULT TOLERANT METHOD ON POSITION CASCADE CONTROL OF DC SERVO SYSTEM","year":2020,"lang":"en","type":"article","venue":"Mechatronic systems and control","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Cascade; Position (finance); Control theory (sociology); Actuator; Servomechanism; Fault (geology); Computer science; Fault tolerance; Servo control; Control engineering; Control system; Position sensor; Servo; Control (management); Engineering; Artificial intelligence; Electrical engineering; Geology","score_opus":0.009786225619276374,"score_gpt":0.204445474241514,"score_spread":0.19465924862223763,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3008036225","genre_codex":"methods","genre_gemma":"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":[0.104510605,0.00067441125,0.88054955,0.00025434312,0.00032699332,0.00013456038,0.000043950215,0.0008534988,0.012652038],"genre_scores_gemma":[0.9797349,0.00017912034,0.017003601,0.00004433577,0.000049138776,0.000037356866,0.00002631504,0.000012125848,0.002913058],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99975795,0.000020690435,0.000013371776,0.000065968314,0.000113251095,0.000028886257],"domain_scores_gemma":[0.999894,0.000018336877,0.00001772077,0.000012535612,0.000046963585,0.000010312693],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013303166,0.0005244951,0.0003156511,0.00033217014,0.0006413336,0.00042294935,0.0006544988,0.00035020197,0.0021567692],"category_scores_gemma":[0.00035067202,0.00012365477,0.00020473849,0.00022465915,0.00029898316,0.00038510238,0.00035183536,0.0003766273,0.00013138299],"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":[0.0010044685,0.00013716049,0.0014829624,0.0005512286,0.000067333975,0.0009505615,0.0007292647,0.32114154,0.2373274,0.039748713,0.004660678,0.3921987],"study_design_scores_gemma":[0.0000713679,0.00046419632,0.0007714601,0.000018535882,0.000026118427,0.00017650337,0.000033060205,0.9698346,0.021890031,0.0032761442,0.0034154097,0.000022498964],"about_ca_topic_score_codex":0.0049622897,"about_ca_topic_score_gemma":0.0024492003,"teacher_disagreement_score":0.0049622897,"about_ca_system_score_codex":0.00038683688,"about_ca_system_score_gemma":0.00033395435,"threshold_uncertainty_score":0.009866834},"labels":[],"label_agreement":null},{"id":"W3011261749","doi":"10.14455/isec.res.2017.19","title":"AUTOMATION OF A STEEL WALL FRAMING ASSEMBLY","year":2017,"lang":"en","type":"article","venue":"Proceedings of International Structural Engineering and Construction","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Modular design; Framing (construction); Automation; Engineering; Fieldbus; Prefabrication; Manufacturing engineering; Modular construction; Systems engineering; Architectural engineering; Construction engineering; Control system; Computer science; Civil engineering; Mechanical engineering; Operating system; Electrical engineering","score_opus":0.006057444451534178,"score_gpt":0.20329659217684856,"score_spread":0.1972391477253144,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3011261749","genre_codex":"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":[0.33448032,0.00010740953,0.6204785,0.0001563867,0.00012195924,0.0003681832,0.00019139804,0.0115836365,0.032512195],"genre_scores_gemma":[0.8898667,0.0000541062,0.10319912,0.000051111165,0.000029242881,0.00009381455,0.00016805311,0.00011368819,0.0064241583],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993075,0.000069248985,0.000026981746,0.0001451761,0.00035568033,0.000095377756],"domain_scores_gemma":[0.9996971,0.00006870718,0.000059613787,0.00007355566,0.000083062936,0.000018067598],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025925782,0.00046401835,0.00025033636,0.00051348907,0.00034907518,0.00049407315,0.00033727646,0.00033388459,0.0016752349],"category_scores_gemma":[0.0005123675,0.00019404897,0.00023329396,0.00022338016,0.00033118294,0.00023139149,0.00028323455,0.00034252554,0.0006423432],"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":[0.00024297951,0.00032588755,0.0030896948,0.00012145946,0.00001560757,0.0007175943,0.00049152394,0.028496347,0.66497463,0.007053075,0.0032588013,0.29121238],"study_design_scores_gemma":[0.00010516653,0.0011208,0.012816001,0.00003642953,0.000038888804,0.0008350632,0.00015595733,0.29946634,0.64061683,0.002490928,0.042236615,0.00008102974],"about_ca_topic_score_codex":0.0026895287,"about_ca_topic_score_gemma":0.002782986,"teacher_disagreement_score":0.0026895287,"about_ca_system_score_codex":0.00028914874,"about_ca_system_score_gemma":0.00087687536,"threshold_uncertainty_score":0.005604267},"labels":[],"label_agreement":null},{"id":"W3090806210","doi":"10.1590/0370-44672019730057","title":"Strategies used to control the costs of underground ventilation in some Brazilian mines","year":2020,"lang":"en","type":"article","venue":"REM - International Engineering Journal","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Ventilation (architecture); Environmental science; Consumption (sociology); Energy consumption; Control (management); Flow (mathematics); Mining engineering; Engineering; Computer science; Electrical engineering; Mechanical engineering; Mathematics","score_opus":0.015560590773655647,"score_gpt":0.2276819336463369,"score_spread":0.21212134287268125,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3090806210","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91203254,0.0032718575,0.031239284,0.001811404,0.00007156473,0.00038178128,0.00017050565,0.00019882545,0.05082226],"genre_scores_gemma":[0.98340315,0.00096047315,0.011383705,0.00008198058,0.000011630867,0.000059709462,0.00005458355,0.00001795981,0.0040268158],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99959534,0.00009376922,0.000030214896,0.00004601043,0.00015552636,0.00007906807],"domain_scores_gemma":[0.99939334,0.00012278896,0.00013102105,0.000046703495,0.00025321433,0.000052992196],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007264823,0.00037784805,0.00019614001,0.0009898032,0.0006210692,0.0007647073,0.00062806945,0.00037524712,0.0015269106],"category_scores_gemma":[0.0018486689,0.0001293376,0.00029955493,0.0005733206,0.000360202,0.00037106551,0.00049707084,0.00026369878,0.00017856511],"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":[0.0005452311,0.0009001356,0.09090717,0.0018595917,0.00015825027,0.0016989835,0.006268603,0.03408643,0.1221554,0.034158748,0.006378767,0.7008827],"study_design_scores_gemma":[0.00021236115,0.0037826162,0.45657843,0.0013609797,0.00063514133,0.002535782,0.023689171,0.09972012,0.09976348,0.018186338,0.2932265,0.00030903716],"about_ca_topic_score_codex":0.02253335,"about_ca_topic_score_gemma":0.043049205,"teacher_disagreement_score":0.02253335,"about_ca_system_score_codex":0.0014966911,"about_ca_system_score_gemma":0.0015148346,"threshold_uncertainty_score":0.044804394},"labels":[],"label_agreement":null},{"id":"W3093682364","doi":"10.37775/eis.2020.2.3","title":"Analysing fuzzy logic-based line following model car","year":2020,"lang":"en","type":"article","venue":"Mérnöki és Informatikai Megoldások","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Savaria (Canada)","funders":"European Social Fund; European Commission","keywords":"Fuzzy logic; Computer science; Microcontroller; Fuzzy electronics; Line (geometry); Implementation; Fuzzy set operations; Fuzzy control system; Control engineering; Artificial intelligence; Embedded system; Mathematics; Programming language; Engineering","score_opus":0.03183231029258551,"score_gpt":0.22514012882646833,"score_spread":0.19330781853388282,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3093682364","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.75514954,0.0002669335,0.2226553,0.00016839484,0.000059664813,0.00015815039,0.0004011817,0.0012139076,0.01992692],"genre_scores_gemma":[0.98886454,0.00004697529,0.006377265,0.000011948513,0.000002398072,0.000030320383,0.0001173571,0.000015542686,0.004533785],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998735,0.000017507095,0.000005300186,0.00003215088,0.000050810086,0.000020734667],"domain_scores_gemma":[0.9997534,0.00008109153,0.000027372764,0.000024202844,0.00009763704,0.000016284826],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016078788,0.00034708992,0.00041194918,0.00036812594,0.00044280247,0.0007198855,0.0006500454,0.0009144886,0.0041231383],"category_scores_gemma":[0.0004682901,0.00014035827,0.00042569463,0.00019000235,0.00028758685,0.0002661209,0.00027623744,0.00033050388,0.00036534716],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020058925,0.00007964142,0.0018168287,0.0001274476,0.000036827063,0.00050557905,0.00018850302,0.960223,0.0224339,0.004592867,0.00049289456,0.009301981],"study_design_scores_gemma":[0.000006646219,0.000057308174,0.0004468197,0.0000038413164,0.000007502751,0.000028099961,0.000026639163,0.9959786,0.0025362158,0.00034941165,0.000553211,0.000005778456],"about_ca_topic_score_codex":0.02464543,"about_ca_topic_score_gemma":0.011026386,"teacher_disagreement_score":0.02464543,"about_ca_system_score_codex":0.0006123561,"about_ca_system_score_gemma":0.00043519036,"threshold_uncertainty_score":0.04900396},"labels":[],"label_agreement":null},{"id":"W3113072112","doi":"10.18280/ijsse.100504","title":"Safety Instrumented Systems to Investigate the System of Instrumentation and Process Control on the Steam Purification System","year":2020,"lang":"en","type":"article","venue":"International Journal of Safety and Security Engineering","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Block diagram; Instrumentation (computer programming); Engineering; Process (computing); Control system; Safety instrumented system; Component (thermodynamics); Control logic; Programmable logic controller; Control engineering; Block (permutation group theory); Actuator; Systems design; Computer science; Systems engineering; Electrical engineering; Work in process; Computer hardware; Operations management","score_opus":0.008409727136099854,"score_gpt":0.19361241566806447,"score_spread":0.18520268853196462,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3113072112","genre_codex":"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":[0.02636109,0.00055788434,0.9225096,0.00028926836,0.0001720658,0.00023380382,0.00022977062,0.0018071987,0.047839243],"genre_scores_gemma":[0.7233787,0.0016065952,0.22806756,0.00042669717,0.00014917094,0.00043935486,0.00057839195,0.00029130644,0.04506215],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99934965,0.00016833356,0.000032079723,0.00011064238,0.00029401603,0.000045355864],"domain_scores_gemma":[0.9995173,0.00014891796,0.000055687877,0.000074201904,0.00018813417,0.000015820902],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004693148,0.0005595912,0.00023497737,0.00044421837,0.00034434695,0.00093540497,0.0004480723,0.00048725205,0.008137726],"category_scores_gemma":[0.00087900634,0.00020660934,0.00047119256,0.00027104787,0.00073500036,0.0008913513,0.0005162777,0.00067256944,0.001538788],"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":[0.00043114994,0.00012098717,0.0041199215,0.001240177,0.00011950659,0.0007075699,0.0008622259,0.23373659,0.13847114,0.41761523,0.0073808455,0.19519468],"study_design_scores_gemma":[0.00010532666,0.0014233243,0.00338775,0.000314829,0.00014622783,0.00059650734,0.00035351125,0.5302688,0.13161704,0.06351705,0.268202,0.00006776156],"about_ca_topic_score_codex":0.0015291352,"about_ca_topic_score_gemma":0.0009217137,"teacher_disagreement_score":0.008137726,"about_ca_system_score_codex":0.0007026952,"about_ca_system_score_gemma":0.0009291985,"threshold_uncertainty_score":0.027223408},"labels":[],"label_agreement":null},{"id":"W3113947932","doi":"","title":"CADEPA is a PLC support GRAFCET (SFC) software developed by French/Canadian company.","year":2002,"lang":"en","type":"article","venue":"電子情報通信学会技術研究報告","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Software; Computer science; Software engineering; Programming language","score_opus":0.021116781812042372,"score_gpt":0.18946667847810067,"score_spread":0.1683498966660583,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3113947932","genre_codex":"software","genre_gemma":"software","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"software","genre_consensus":"software","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.015054986,0.0011559686,0.4113671,0.00033078593,0.00021336002,0.000522606,0.010052444,0.44760355,0.11369922],"genre_scores_gemma":[0.30096424,0.0020725762,0.36219257,0.00058382144,0.00026208677,0.0008499495,0.052499905,0.045862537,0.2347124],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99880815,0.0001276557,0.000050302835,0.00013325538,0.0007537619,0.00012684941],"domain_scores_gemma":[0.99711895,0.00089617365,0.00020845079,0.00055526366,0.0010294738,0.00019162991],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001059207,0.0011826302,0.00088998885,0.0029050992,0.00054817874,0.0014129713,0.0020498587,0.0008517117,0.11991877],"category_scores_gemma":[0.0040974068,0.00085658237,0.00058026507,0.0015689468,0.0005037356,0.0012120359,0.0007690598,0.0010320398,0.036130328],"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":[0.0015681146,0.00023877384,0.0041533727,0.0012440408,0.0000955379,0.00035343,0.00037824374,0.0076030265,0.038697,0.012963331,0.22439402,0.7083112],"study_design_scores_gemma":[0.0010242115,0.0006242495,0.005603381,0.0001903238,0.00018040353,0.0018923541,0.00014720301,0.058174442,0.06214188,0.002438705,0.8673847,0.00019810276],"about_ca_topic_score_codex":0.011726759,"about_ca_topic_score_gemma":0.009784394,"teacher_disagreement_score":0.11991877,"about_ca_system_score_codex":0.00087633485,"about_ca_system_score_gemma":0.0022275469,"threshold_uncertainty_score":0.40116823},"labels":[],"label_agreement":null},{"id":"W3161782827","doi":"","title":"RYERSON SHEET TRANSFER SYSTEM","year":2016,"lang":"en","type":"article","venue":"Mspace (University of Manitoba)","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Fact sheet; Computer science; World Wide Web","score_opus":0.01123161851792577,"score_gpt":0.15250132367480299,"score_spread":0.1412697051568772,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3161782827","genre_codex":"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":[0.1456237,0.0016642933,0.2791904,0.0013057819,0.0006777729,0.0026076962,0.0048398604,0.037457835,0.5266326],"genre_scores_gemma":[0.36962396,0.0012617704,0.12530254,0.0006339264,0.00011492786,0.0007546186,0.007829619,0.0015217048,0.492957],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990169,0.000060367438,0.000040358533,0.00016937978,0.0005809665,0.00013206441],"domain_scores_gemma":[0.9993855,0.0000441888,0.000027259965,0.00008696434,0.00041401488,0.00004206981],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00056447426,0.0007629367,0.0006347271,0.0009234437,0.0014051957,0.0018334123,0.0016156513,0.0010095168,0.052171268],"category_scores_gemma":[0.0007233525,0.0004675635,0.0005485284,0.000620532,0.0004550042,0.0012009174,0.0015759764,0.0007868898,0.02442834],"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":[0.00096226885,0.0002673828,0.005419028,0.0008499621,0.000051460436,0.0016660617,0.0014941832,0.012847108,0.16927767,0.031721838,0.21154463,0.5638984],"study_design_scores_gemma":[0.0001250101,0.00069604523,0.008292963,0.00013981655,0.000082225815,0.002366793,0.0005721972,0.036219876,0.077155225,0.0011269199,0.8730569,0.00016613415],"about_ca_topic_score_codex":0.043105282,"about_ca_topic_score_gemma":0.038369548,"teacher_disagreement_score":0.052171268,"about_ca_system_score_codex":0.002116793,"about_ca_system_score_gemma":0.003303523,"threshold_uncertainty_score":0.17453027},"labels":[],"label_agreement":null},{"id":"W3168585378","doi":"","title":"Mesures d'accélérations et système d'acquisition par microcontrôleur Arduino Uno","year":2019,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Arduino; Computer science; Operating system","score_opus":0.011996410554831666,"score_gpt":0.22483888780479205,"score_spread":0.2128424772499604,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3168585378","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7060514,0.0023254498,0.22018377,0.00077276025,0.0010956419,0.0002968925,0.0016959409,0.012327923,0.055250183],"genre_scores_gemma":[0.9348539,0.001221187,0.0397016,0.0001531473,0.00036357337,0.00019861151,0.000600555,0.00048594642,0.022421468],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9980204,0.00038547293,0.00007712411,0.00036758906,0.0010310081,0.00011840982],"domain_scores_gemma":[0.9971097,0.0016994751,0.00014981325,0.00026430615,0.0005638773,0.00021291904],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009352116,0.0027141166,0.0006976876,0.0020148235,0.0008446963,0.0015667195,0.00048341317,0.0015390054,0.012096431],"category_scores_gemma":[0.0036320935,0.0005284842,0.00054621266,0.0011784598,0.00068266323,0.0008752796,0.00042214693,0.0015584966,0.0016475564],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.008678028,0.0006101975,0.011910866,0.0008584602,0.0002490469,0.0033469533,0.0033089982,0.053028166,0.52438587,0.012081945,0.01183026,0.36971125],"study_design_scores_gemma":[0.0011176667,0.0025092415,0.25484705,0.00018743824,0.0002122777,0.0034344054,0.000727875,0.1576149,0.48254648,0.0033007571,0.09316462,0.0003372775],"about_ca_topic_score_codex":0.0090631535,"about_ca_topic_score_gemma":0.0046549486,"teacher_disagreement_score":0.012096431,"about_ca_system_score_codex":0.0010219174,"about_ca_system_score_gemma":0.00036354605,"threshold_uncertainty_score":0.040466607},"labels":[],"label_agreement":null},{"id":"W3173770740","doi":"10.18280/jesa.540306","title":"Automatic Control of Color Sorting and Pick/Place of a 6- DOF Robot Arm","year":2021,"lang":"en","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Universiti Malaysia Pahang","keywords":"Robotic arm; Computer vision; Robot end effector; Computer science; Robot; Servomotor; Servo control; Artificial intelligence; Robot control; Servo; Engineering; Mobile robot","score_opus":0.01456809350222136,"score_gpt":0.22562947348397613,"score_spread":0.21106137998175478,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3173770740","genre_codex":"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":[0.121204026,0.00044765626,0.86046106,0.00010429485,0.00016000717,0.00037681614,0.00016587669,0.0061281794,0.010952134],"genre_scores_gemma":[0.78998905,0.00024438207,0.19282888,0.00009777619,0.00004646998,0.00028270335,0.00015664546,0.00011453085,0.016239515],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99942744,0.000044148237,0.00003187259,0.00013491027,0.00029303087,0.000068460016],"domain_scores_gemma":[0.99970895,0.00003657185,0.00007477175,0.00003991434,0.000113603804,0.000026242074],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035678505,0.0005015117,0.00028128995,0.00039913034,0.0002400013,0.00043960672,0.0009898768,0.00034268395,0.0033681635],"category_scores_gemma":[0.0004572508,0.00024972062,0.00024500597,0.00014910553,0.00020796598,0.00025143166,0.00034300098,0.00028877848,0.0010981989],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00043009847,0.00012710862,0.0015426372,0.00053053076,0.000034696943,0.00031557796,0.00023463485,0.015559363,0.72626287,0.0025475104,0.002368641,0.25004628],"study_design_scores_gemma":[0.00026104663,0.0022142942,0.015993591,0.0001388007,0.00012354729,0.0015541272,0.00009687161,0.30064636,0.6089601,0.0011407426,0.0686802,0.00019027869],"about_ca_topic_score_codex":0.0009532165,"about_ca_topic_score_gemma":0.0012063788,"teacher_disagreement_score":0.0033681635,"about_ca_system_score_codex":0.00017378657,"about_ca_system_score_gemma":0.00040818923,"threshold_uncertainty_score":0.011267662},"labels":[],"label_agreement":null},{"id":"W3208218951","doi":"10.32920/ryerson.14660973.v1","title":"A Study of Programmable Logic Controllers (PLC) in Control Systems for Effective Learning","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Programmable logic controller; Ladder logic; Automation; Control (management); Electronics; Automotive industry; Control system; Manufacturing engineering; Computer science; Simatic S5 PLC; Control engineering; Engineering; Control logic; Artificial intelligence; Mechanical engineering; Computer hardware; Electrical engineering","score_opus":0.02049559247728585,"score_gpt":0.24765971838962908,"score_spread":0.22716412591234322,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3208218951","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5552082,0.005312799,0.27921796,0.0065650316,0.00019801133,0.00017866737,0.00002701155,0.000099859906,0.15319242],"genre_scores_gemma":[0.9316809,0.0022847892,0.05016138,0.00025991868,0.00010160978,0.00012110072,0.000015190426,0.000028265196,0.015346732],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.99913234,0.0004904239,0.000022884728,0.00011454986,0.00018734961,0.000052545274],"domain_scores_gemma":[0.9980742,0.0016219749,0.00006780656,0.00005648672,0.00008350871,0.00009600763],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00083766924,0.00034150365,0.00037018448,0.00021773286,0.0005254128,0.0018865472,0.00042629038,0.0009883817,0.0036069055],"category_scores_gemma":[0.0034794062,0.0001811108,0.0002767095,0.0003522169,0.0017077423,0.0027228233,0.00069394393,0.0012056552,0.00029723637],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013482971,0.0009891606,0.0017414073,0.0003911646,0.000020134017,0.00047553022,0.0053239595,0.027619556,0.013187298,0.85426855,0.0017230507,0.09412532],"study_design_scores_gemma":[0.00014047898,0.0019826314,0.005471272,0.0004272516,0.000034021927,0.000816351,0.0054007317,0.30403197,0.014405778,0.6063122,0.06090844,0.00006886015],"about_ca_topic_score_codex":0.0005666053,"about_ca_topic_score_gemma":0.00032120894,"teacher_disagreement_score":0.0036069055,"about_ca_system_score_codex":0.0006564492,"about_ca_system_score_gemma":0.0005883883,"threshold_uncertainty_score":0.012066305},"labels":[],"label_agreement":null},{"id":"W3210374942","doi":"10.32920/ryerson.14653386.v1","title":"Fault Tolerant Control Design for Feedwater System","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Boiler feedwater; Control valves; Control system; Engineering; Controller (irrigation); Control theory (sociology); Fault tolerance; Fault (geology); Fault detection and isolation; Control engineering; Computer science; Actuator; Reliability engineering; Control (management); Mechanical engineering; Electrical engineering","score_opus":0.02578981807262711,"score_gpt":0.21170247063269182,"score_spread":0.1859126525600647,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3210374942","genre_codex":"methods","genre_gemma":"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":[0.021465134,0.0007634047,0.9652744,0.0002608197,0.00020607388,0.00010249248,0.000052857766,0.0009839358,0.010890932],"genre_scores_gemma":[0.96415055,0.00037487273,0.029034592,0.00011840221,0.00006117639,0.00015263434,0.0000935735,0.000033410324,0.0059808795],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99946743,0.000057816378,0.000031535707,0.00016118767,0.00022532085,0.00005672277],"domain_scores_gemma":[0.9996693,0.000057895377,0.000064929714,0.000021217911,0.00017450674,0.000012206891],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025107808,0.0006883643,0.00046560858,0.00043785374,0.0005093555,0.0010359628,0.00077780837,0.0006598938,0.0027370306],"category_scores_gemma":[0.00071391644,0.00019180823,0.00040765665,0.00026653556,0.0003509501,0.00050207943,0.00041842376,0.0005387407,0.0003432825],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029402832,0.00009116941,0.0009558123,0.0005642197,0.000068691275,0.00046228434,0.00029819866,0.743109,0.050301407,0.018459542,0.0030308561,0.1823648],"study_design_scores_gemma":[0.0000316305,0.00026195173,0.00037602452,0.000025613204,0.000026679125,0.00009759954,0.00002568615,0.9825179,0.009524019,0.0023158723,0.0047812946,0.00001587908],"about_ca_topic_score_codex":0.0046120756,"about_ca_topic_score_gemma":0.0020768938,"teacher_disagreement_score":0.0046120756,"about_ca_system_score_codex":0.0006463985,"about_ca_system_score_gemma":0.0005094738,"threshold_uncertainty_score":0.009170473},"labels":[],"label_agreement":null},{"id":"W4200039123","doi":"10.47460/athenea.v2i5.24","title":"Adaptive algorithms: a bibliographic review","year":2021,"lang":"en","type":"review","venue":"Athenea","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Solenoid valve; Algorithm; Computer science; Supervisory control; Engineering; Artificial intelligence; Mechanical engineering","score_opus":0.07343921277554878,"score_gpt":0.30502641452679724,"score_spread":0.23158720175124847,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200039123","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0004453832,0.97228706,0.009241435,0.0012729806,0.0016705709,0.000025345314,0.0002469197,0.00015881148,0.014651498],"genre_scores_gemma":[0.008348564,0.9721839,0.0087856045,0.00096411316,0.0020363294,0.000058520214,0.00087497325,0.00011347588,0.0066345525],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991947,0.00013996827,0.0001107671,0.00020262953,0.00028561367,0.00006626277],"domain_scores_gemma":[0.9970594,0.0017442368,0.00011947744,0.0001785207,0.00082977285,0.0000686306],"candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.0010159047,0.0011328835,0.0015748822,0.004662163,0.000548405,0.002530477,0.0016920608,0.0018455355,0.015348254],"category_scores_gemma":[0.0058649047,0.0005786303,0.0009204083,0.009268692,0.00072767,0.0026415372,0.0011837673,0.001803029,0.008729426],"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":[0.00006749086,0.00006938109,0.00038233696,0.010192857,0.000117751624,0.000114043694,0.000086903456,0.0027968567,0.0003318948,0.011603029,0.09555389,0.8786835],"study_design_scores_gemma":[0.000011801159,0.00006468527,0.0010849076,0.005481257,0.00016528601,0.0006528992,0.00014566004,0.0026483606,0.00040704367,0.009495805,0.9797862,0.00005603508],"about_ca_topic_score_codex":0.004133866,"about_ca_topic_score_gemma":0.0024399802,"teacher_disagreement_score":0.99533784,"about_ca_system_score_codex":0.0011054492,"about_ca_system_score_gemma":0.002282561,"threshold_uncertainty_score":0.05134505},"labels":[],"label_agreement":null},{"id":"W4200589571","doi":"10.18280/jesa.540608","title":"Design and Development of Low-Level Automation for the Picking and Placing of the Object Using Pneumatic Suction","year":2021,"lang":"en","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Pneumatic cylinder; Pneumatics; Pneumatic actuator; Pneumatic flow control; Compressed air; Automation; Factory (object-oriented programming); Relay; Air compressor; Automotive engineering; Suction; Valve actuator; Suction cup; Engineering; Actuator; Mechanical engineering; Computer science; Power (physics); Electrical engineering; Cylinder","score_opus":0.05045095291296558,"score_gpt":0.2454005222974397,"score_spread":0.1949495693844741,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200589571","genre_codex":"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":[0.06278777,0.0005066658,0.91829246,0.00022932659,0.00019896893,0.0006144872,0.0001425315,0.0073574693,0.00987029],"genre_scores_gemma":[0.6022125,0.00040849377,0.38605136,0.00015701687,0.000081079896,0.00042880874,0.00028468875,0.0002247542,0.010151345],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992514,0.000057476314,0.000049500264,0.00014302082,0.0004204598,0.00007796647],"domain_scores_gemma":[0.99946004,0.00007309443,0.000068283916,0.00008606241,0.00026040376,0.000052031006],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042979905,0.00052343257,0.00055660907,0.0004585622,0.0002975091,0.00078551396,0.0016150683,0.00060308137,0.0030461706],"category_scores_gemma":[0.0004988463,0.00045210333,0.00047215022,0.00022114255,0.0003303007,0.0005458804,0.0005127129,0.00047805544,0.0013118078],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022942387,0.00020286806,0.0020663375,0.0009494892,0.00006909556,0.0004142982,0.00025650626,0.012687315,0.7771491,0.006588486,0.0033338568,0.19605322],"study_design_scores_gemma":[0.00017564489,0.0034523362,0.013459944,0.00012820294,0.00020094794,0.0019266533,0.00010329728,0.18750395,0.67880225,0.0015326693,0.11255928,0.00015493766],"about_ca_topic_score_codex":0.00063112524,"about_ca_topic_score_gemma":0.00051294046,"teacher_disagreement_score":0.0030461706,"about_ca_system_score_codex":0.0003421427,"about_ca_system_score_gemma":0.00077074656,"threshold_uncertainty_score":0.010190487},"labels":[],"label_agreement":null},{"id":"W4230477842","doi":"10.1007/978-1-4614-4262-2_6","title":"Gaseous Fuels","year":2012,"lang":"en","type":"book-chapter","venue":"Applied Chemistry","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Combustion; Waste management; Solid fuel; Liquid fuel; Coal; Combustor; Candle; Materials science; Environmental science; Chemistry; Engineering; Organic chemistry","score_opus":0.009204998974379324,"score_gpt":0.16218002209967908,"score_spread":0.15297502312529976,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4230477842","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0018717916,0.032766297,0.013754272,0.00096966093,0.0025918062,0.00005554597,0.00043725094,0.00042353958,0.94712985],"genre_scores_gemma":[0.008849903,0.017957186,0.0044779954,0.000472451,0.0003990672,0.00004112505,0.00055805926,0.00017408702,0.9670701],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9998542,0.000008451468,0.0000038454086,0.00003278362,0.00008587667,0.000014894847],"domain_scores_gemma":[0.9999676,0.0000055836335,0.0000020254504,0.000007302112,0.0000132876185,0.000004334337],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011317738,0.000899791,0.00049604685,0.0010367478,0.0008483253,0.0015422968,0.00081951846,0.0008437636,0.061500687],"category_scores_gemma":[0.0001612348,0.00031260063,0.00030504196,0.0010509418,0.0005641865,0.0016354106,0.0010947176,0.0014189044,0.035544805],"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":[0.00006763434,0.00009058065,0.00011722186,0.0009407174,0.000014309516,0.00017557073,0.00021926677,0.00084639824,0.02370252,0.18615685,0.19272497,0.594944],"study_design_scores_gemma":[0.0000020241023,0.000013851515,0.000066333814,0.00009217201,0.0000029788778,0.00010485315,0.000028869534,0.00017260724,0.005472577,0.00863258,0.9854065,0.0000045634783],"about_ca_topic_score_codex":0.0010681719,"about_ca_topic_score_gemma":0.0026697828,"teacher_disagreement_score":0.061500687,"about_ca_system_score_codex":0.00069302105,"about_ca_system_score_gemma":0.00054722704,"threshold_uncertainty_score":0.20574027},"labels":[],"label_agreement":null},{"id":"W4235110820","doi":"10.1109/ojies.2019.2940301","title":"IEEE OPEN JOURNAL OF THE INDUSTRIAL ELECTRONICS SOCIETY","year":2020,"lang":"en","type":"article","venue":"IEEE Open Journal of the Industrial Electronics Society","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Standards Association","funders":"","keywords":"Electronics; Business; Engineering; Electrical engineering","score_opus":0.06499779601097673,"score_gpt":0.25697389253701935,"score_spread":0.19197609652604264,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4235110820","genre_codex":"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":[0.00866483,0.0425048,0.039297167,0.02122878,0.03025795,0.00014584088,0.0009614238,0.001329348,0.8556099],"genre_scores_gemma":[0.06581991,0.024761686,0.010266486,0.0031416672,0.013582406,0.00011107823,0.001924387,0.00040304541,0.8799894],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99877244,0.0001622954,0.00009136154,0.00022505298,0.0006519767,0.00009684422],"domain_scores_gemma":[0.9949792,0.0007586529,0.0002788024,0.000532304,0.0027550925,0.0006958339],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0022709128,0.00065410446,0.00061663997,0.0023656243,0.0009490236,0.0047147186,0.00066303473,0.0017672604,0.10169122],"category_scores_gemma":[0.0029429751,0.00030711116,0.00046594156,0.0019498559,0.0012503184,0.002104264,0.002133834,0.0020662546,0.046289176],"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":[0.000120199,0.00022481778,0.002005098,0.00049037,0.000059038633,0.00034081156,0.00015118532,0.000651941,0.006181107,0.04338016,0.39191806,0.55447716],"study_design_scores_gemma":[0.000009518098,0.00007208992,0.0018175911,0.00018703644,0.000021375237,0.00037951366,0.00009355724,0.0009165546,0.00098314,0.0074334126,0.98807585,0.000010421255],"about_ca_topic_score_codex":0.0008834078,"about_ca_topic_score_gemma":0.0014663676,"teacher_disagreement_score":0.89830875,"about_ca_system_score_codex":0.0008397147,"about_ca_system_score_gemma":0.0019138695,"threshold_uncertainty_score":0.340191},"labels":[],"label_agreement":null},{"id":"W4238042503","doi":"10.32920/ryerson.14653386","title":"Fault Tolerant Control Design for Feedwater System","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Boiler feedwater; Control valves; Control system; Controller (irrigation); Engineering; Fault tolerance; Fault (geology); Fault detection and isolation; Control theory (sociology); Control engineering; Computer science; Actuator; Reliability engineering; Control (management); Mechanical engineering; Electrical engineering","score_opus":0.02578981807262711,"score_gpt":0.21170247063269182,"score_spread":0.1859126525600647,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4238042503","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.021465134,0.0007634047,0.9652744,0.0002608197,0.00020607388,0.00010249248,0.000052857766,0.0009839358,0.010890932],"genre_scores_gemma":[0.96415055,0.00037487273,0.029034592,0.00011840221,0.00006117639,0.00015263434,0.0000935735,0.000033410324,0.0059808795],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99946743,0.000057816378,0.000031535707,0.00016118767,0.00022532085,0.00005672277],"domain_scores_gemma":[0.9996693,0.000057895377,0.000064929714,0.000021217911,0.00017450674,0.000012206891],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025107808,0.0006883643,0.00046560858,0.00043785374,0.0005093555,0.0010359628,0.00077780837,0.0006598938,0.0027370306],"category_scores_gemma":[0.00071391644,0.00019180823,0.00040765665,0.00026653556,0.0003509501,0.00050207943,0.00041842376,0.0005387407,0.0003432825],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029402832,0.00009116941,0.0009558123,0.0005642197,0.000068691275,0.00046228434,0.00029819866,0.743109,0.050301407,0.018459542,0.0030308561,0.1823648],"study_design_scores_gemma":[0.0000316305,0.00026195173,0.00037602452,0.000025613204,0.000026679125,0.00009759954,0.00002568615,0.9825179,0.009524019,0.0023158723,0.0047812946,0.00001587908],"about_ca_topic_score_codex":0.0046120756,"about_ca_topic_score_gemma":0.0020768938,"teacher_disagreement_score":0.0046120756,"about_ca_system_score_codex":0.0006463985,"about_ca_system_score_gemma":0.0005094738,"threshold_uncertainty_score":0.009170473},"labels":[],"label_agreement":null},{"id":"W4238108656","doi":"10.2523/86600-ms","title":"Improved Safety of Rig Automation with Remote Monitoring and Diagnostics","year":2004,"lang":"en","type":"article","venue":"Proceedings of SPE International Conference on Health, Safety, and Environment in Oil and Gas Exploration and Production","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Automation; Safety monitoring; Computer science; Engineering; Mechanical engineering; Bioinformatics","score_opus":0.02560866365263516,"score_gpt":0.23406449480398211,"score_spread":0.20845583115134694,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4238108656","genre_codex":"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":[0.12528864,0.014649526,0.65808713,0.012555437,0.002152223,0.0008024844,0.0016553781,0.023222366,0.16158685],"genre_scores_gemma":[0.85080224,0.004196476,0.10321611,0.0017944442,0.00071560964,0.00017786572,0.0011949912,0.0007471641,0.037155073],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99572194,0.00073282217,0.00016296627,0.00044201384,0.0027084313,0.00023175964],"domain_scores_gemma":[0.9955035,0.001123772,0.00065350236,0.0008252194,0.0017557155,0.00013827009],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020300518,0.0011698495,0.0009155313,0.0021991262,0.00066024385,0.001926884,0.0015424825,0.0016205921,0.021598015],"category_scores_gemma":[0.005950076,0.00042222627,0.0011915052,0.00091731787,0.0010118614,0.003045671,0.0023353125,0.0013385868,0.0060794842],"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":[0.0010241455,0.00037729336,0.009603896,0.001300998,0.00012738029,0.00040244122,0.0003596157,0.01975296,0.08715559,0.007590667,0.025609605,0.84669524],"study_design_scores_gemma":[0.0009400734,0.007228613,0.09672439,0.0026232335,0.0010247485,0.005518083,0.0016687204,0.13854262,0.3315619,0.03890185,0.3744227,0.00084307016],"about_ca_topic_score_codex":0.0030871814,"about_ca_topic_score_gemma":0.00255608,"teacher_disagreement_score":0.021598015,"about_ca_system_score_codex":0.0011277024,"about_ca_system_score_gemma":0.0018344135,"threshold_uncertainty_score":0.07225257},"labels":[],"label_agreement":null},{"id":"W4240081352","doi":"10.2316/j.2021.206-0654","title":"REPETITIVE CONTROL OF ROBOTIC MANIPULATORS IN OPERATIONAL SPACE: A NEURAL NETWORK-BASED APPROACH","year":2021,"lang":"en","type":"article","venue":"International Journal of Robotics and Automation","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Artificial neural network; Robot manipulator; Control (management); Control engineering; Artificial intelligence; Engineering","score_opus":0.011183664948867857,"score_gpt":0.2194520658394788,"score_spread":0.20826840089061094,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4240081352","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.02679666,0.00061057234,0.9676694,0.00013333398,0.00005105857,0.000030819803,0.000017365559,0.00022293172,0.004467699],"genre_scores_gemma":[0.9221405,0.00041781447,0.072236896,0.00008334801,0.000087139786,0.000119394375,0.000045521356,0.00004317799,0.0048261136],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99985373,0.00003190608,0.000010226955,0.000036148253,0.00004448958,0.000023540138],"domain_scores_gemma":[0.99971837,0.00013829742,0.000057525005,0.000016825352,0.000055826073,0.000013169595],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041090828,0.0005990252,0.00060834724,0.00039433103,0.000323034,0.00054215756,0.000892536,0.0010309794,0.0014667251],"category_scores_gemma":[0.0008087365,0.00030980844,0.00050300226,0.0004013492,0.0005217895,0.00052953773,0.0004862983,0.0005941409,0.00020008997],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000357668,0.000027159285,0.00011723053,0.00005727369,0.000028642731,0.00005725758,0.00003841413,0.95293224,0.003008175,0.0036674114,0.0002065804,0.039823964],"study_design_scores_gemma":[0.0000032383687,0.000023218574,0.00004913432,0.0000043308464,0.000004171023,0.000007912087,0.0000026924863,0.99838114,0.00018248931,0.0012336521,0.00010508633,0.0000028951636],"about_ca_topic_score_codex":0.005557217,"about_ca_topic_score_gemma":0.004977733,"teacher_disagreement_score":0.005557217,"about_ca_system_score_codex":0.00031161212,"about_ca_system_score_gemma":0.00043511926,"threshold_uncertainty_score":0.0110497475},"labels":[],"label_agreement":null},{"id":"W4241150357","doi":"10.32920/ryerson.14660973","title":"A Study of Programmable Logic Controllers (PLC) in Control Systems for Effective Learning","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Programmable logic controller; Ladder logic; Automation; Control (management); Electronics; Automotive industry; Control system; Manufacturing engineering; Computer science; Simatic S5 PLC; Control engineering; Engineering; Control logic; Artificial intelligence; Mechanical engineering; Computer hardware; Electrical engineering","score_opus":0.02049559247728585,"score_gpt":0.24765971838962908,"score_spread":0.22716412591234322,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4241150357","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5552082,0.005312799,0.27921796,0.0065650316,0.00019801133,0.00017866737,0.00002701155,0.000099859906,0.15319242],"genre_scores_gemma":[0.9316809,0.0022847892,0.05016138,0.00025991868,0.00010160978,0.00012110072,0.000015190426,0.000028265196,0.015346732],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.99913234,0.0004904239,0.000022884728,0.00011454986,0.00018734961,0.000052545274],"domain_scores_gemma":[0.9980742,0.0016219749,0.00006780656,0.00005648672,0.00008350871,0.00009600763],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00083766924,0.00034150365,0.00037018448,0.00021773286,0.0005254128,0.0018865472,0.00042629038,0.0009883817,0.0036069055],"category_scores_gemma":[0.0034794062,0.0001811108,0.0002767095,0.0003522169,0.0017077423,0.0027228233,0.00069394393,0.0012056552,0.00029723637],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013482971,0.0009891606,0.0017414073,0.0003911646,0.000020134017,0.00047553022,0.0053239595,0.027619556,0.013187298,0.85426855,0.0017230507,0.09412532],"study_design_scores_gemma":[0.00014047898,0.0019826314,0.005471272,0.0004272516,0.000034021927,0.000816351,0.0054007317,0.30403197,0.014405778,0.6063122,0.06090844,0.00006886015],"about_ca_topic_score_codex":0.0005666053,"about_ca_topic_score_gemma":0.00032120894,"teacher_disagreement_score":0.0036069055,"about_ca_system_score_codex":0.0006564492,"about_ca_system_score_gemma":0.0005883883,"threshold_uncertainty_score":0.012066305},"labels":[],"label_agreement":null},{"id":"W4244194645","doi":"10.1117/3.853623.ch11","title":"Cold-Stop Efficiency and Field Stop","year":2010,"lang":"en","type":"book-chapter","venue":"SPIE eBooks","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Lockheed Martin (Canada)","funders":"","keywords":"Environmental science; History","score_opus":0.009903693058008199,"score_gpt":0.18633311179256806,"score_spread":0.17642941873455986,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4244194645","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03626056,0.051946502,0.19726504,0.0029583455,0.0016475377,0.00017426105,0.0004339825,0.0021803903,0.7071334],"genre_scores_gemma":[0.45191103,0.024161043,0.025672516,0.0016507667,0.00075213023,0.00022673355,0.0005823399,0.0016600558,0.49338332],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99879754,0.00007978491,0.000027755683,0.00021247187,0.0007584802,0.00012394921],"domain_scores_gemma":[0.9989729,0.0004353744,0.000060784234,0.00010758467,0.0003851682,0.000038285278],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007083046,0.00068898156,0.0008920766,0.0010148208,0.0007768695,0.0025621136,0.0012154857,0.0013488618,0.01966988],"category_scores_gemma":[0.0017851935,0.0005813667,0.0003784064,0.00083166966,0.0017428892,0.0030514419,0.0009807528,0.0016903927,0.009459678],"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":[0.00026653867,0.00013536848,0.0011186298,0.0011517117,0.00005845916,0.00027129354,0.0007109556,0.0053860266,0.13805272,0.6147714,0.04547339,0.19260353],"study_design_scores_gemma":[0.000052641288,0.00039308635,0.0054153088,0.0006543637,0.00008813453,0.003116491,0.00057610375,0.025175054,0.3202347,0.1913599,0.45273343,0.0002007482],"about_ca_topic_score_codex":0.00051036105,"about_ca_topic_score_gemma":0.0004696838,"teacher_disagreement_score":0.01966988,"about_ca_system_score_codex":0.0014167724,"about_ca_system_score_gemma":0.00054522493,"threshold_uncertainty_score":0.065802336},"labels":[],"label_agreement":null},{"id":"W4255200688","doi":"10.11159/cdsr17.122","title":"Determination of Cycle Time Constraints in Case of Link Failure in Closed Loop Control in Internet of Things","year":2017,"lang":"en","type":"article","venue":"Proceedings of the International Conference of Control, Dynamic systems, and Robotics","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa; Wilfrid Laurier University","funders":"","keywords":"Link (geometry); The Internet; Loop (graph theory); Computer science; Control (management); Closed loop; Internet of Things; Computer security; Computer network; Engineering; Control engineering; World Wide Web; Mathematics; Artificial intelligence","score_opus":0.0123888552841804,"score_gpt":0.2302406346609827,"score_spread":0.2178517793768023,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255200688","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.68427706,0.00060305075,0.31046155,0.0001321581,0.000042646898,0.00010987953,0.000121822086,0.00027480902,0.003976965],"genre_scores_gemma":[0.9951427,0.00004560389,0.004613306,0.000007958016,0.0000013398424,0.00002125664,0.000023449007,0.000009917975,0.0001345714],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99909806,0.00014935233,0.00006255009,0.00018417645,0.00036303606,0.00014287225],"domain_scores_gemma":[0.99127907,0.0065694163,0.00088526355,0.00027008218,0.0008908774,0.00010535165],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010928072,0.0004715111,0.00058120163,0.0007673721,0.0005389675,0.0007885506,0.00049656245,0.0006633284,0.0010310237],"category_scores_gemma":[0.008518734,0.000175135,0.00025011424,0.0004767719,0.0007390816,0.00076628913,0.00033630856,0.00053679163,0.00005709273],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008894212,0.00015476474,0.007598288,0.0006074513,0.00006749703,0.0010631465,0.00062619493,0.8489375,0.086822376,0.009871296,0.00045257856,0.04290945],"study_design_scores_gemma":[0.000022720014,0.00032938554,0.0065909503,0.000049632083,0.000030441615,0.0002074152,0.00024700392,0.9392808,0.04870232,0.0038262226,0.0006559012,0.000057199333],"about_ca_topic_score_codex":0.004027957,"about_ca_topic_score_gemma":0.003506793,"teacher_disagreement_score":0.004027957,"about_ca_system_score_codex":0.0006579662,"about_ca_system_score_gemma":0.0007121175,"threshold_uncertainty_score":0.0080090165},"labels":[],"label_agreement":null},{"id":"W4255896057","doi":"10.1088/1757-899x/533/1/011001","title":"Preface","year":2019,"lang":"en","type":"article","venue":"IOP Conference Series Materials Science and Engineering","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"China; Library science; Robotics; Control (management); Political science; Engineering ethics; Artificial intelligence; Engineering management; Management; Engineering; Computer science; Law; Robot","score_opus":0.010235883935245407,"score_gpt":0.18458942318542892,"score_spread":0.17435353925018351,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255896057","genre_codex":"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":[0.0019635486,0.015407008,0.009631351,0.041673362,0.24343103,0.00095647824,0.01620349,0.0026159198,0.66811776],"genre_scores_gemma":[0.008120661,0.010059784,0.004577798,0.009132089,0.03701405,0.0005349775,0.016680121,0.0013260812,0.9125544],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986827,0.00018524163,0.000106621716,0.00024210806,0.0006667277,0.00011665563],"domain_scores_gemma":[0.99446553,0.0006943172,0.00020062829,0.00046929476,0.0032739786,0.00089625735],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019494643,0.0009777802,0.00086381775,0.0025795395,0.0024438726,0.004360419,0.0017006026,0.0014323824,0.43647984],"category_scores_gemma":[0.010007469,0.00032533842,0.0006437926,0.0018949014,0.00069813285,0.0031054532,0.0023775727,0.002989392,0.31597418],"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":[0.000027572816,0.00001572831,0.00008605998,0.00011862308,0.0000021741414,0.000041045972,0.00007873386,0.000050473544,0.00015026757,0.0036090158,0.95636123,0.039458994],"study_design_scores_gemma":[0.000002664883,0.000013209532,0.00016216493,0.00008286524,0.0000012543807,0.000049568425,0.00005343385,0.000018879908,0.0000602423,0.0010880415,0.99846447,0.0000032641674],"about_ca_topic_score_codex":0.0027736167,"about_ca_topic_score_gemma":0.0030457408,"teacher_disagreement_score":0.43647984,"about_ca_system_score_codex":0.0019650513,"about_ca_system_score_gemma":0.0032752545,"threshold_uncertainty_score":0},"labels":[],"label_agreement":null},{"id":"W4299435898","doi":"","title":"Mathematical Modeling of Hollow-Fiber Membrane System in Biological Wastewater Treatment","year":2006,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Wastewater; Fiber; Hollow fiber membrane; Membrane; Environmental science; Waste management; Biochemical engineering; Materials science; Chemistry; Environmental engineering; Engineering; Composite material","score_opus":0.20680825720793117,"score_gpt":0.44571483821648883,"score_spread":0.23890658100855766,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4299435898","genre_codex":"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":[0.05512429,0.003965939,0.91448605,0.0005499257,0.00015638216,0.0002538224,0.0008051391,0.0005733843,0.024085077],"genre_scores_gemma":[0.8527234,0.0068178214,0.11004844,0.00024499046,0.00009839611,0.0014722844,0.0010080182,0.0001410609,0.02744557],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996637,0.00005804692,0.000032820288,0.00007817514,0.00012550912,0.000041772048],"domain_scores_gemma":[0.99981195,0.00006604345,0.00004356605,0.000008698033,0.00006335184,0.0000062867084],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004512603,0.0008603499,0.00092383387,0.0006846775,0.00048094755,0.0011497604,0.0015145297,0.0015768606,0.0013919617],"category_scores_gemma":[0.00059165194,0.00038263574,0.0013421561,0.000616767,0.00035694396,0.0014026806,0.0005886744,0.0008282188,0.0007174022],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026894477,0.00005459728,0.0006337338,0.00038634698,0.000042103493,0.0002496588,0.00011799301,0.95201296,0.019351346,0.017258225,0.000556666,0.009309421],"study_design_scores_gemma":[0.0000051222346,0.000033407414,0.00022757261,0.000014896045,0.000014840093,0.00006228945,0.000015683023,0.9928156,0.002075171,0.0028640856,0.0018590044,0.000012370519],"about_ca_topic_score_codex":0.00451384,"about_ca_topic_score_gemma":0.002295463,"teacher_disagreement_score":0.00451384,"about_ca_system_score_codex":0.0012304398,"about_ca_system_score_gemma":0.0009933737,"threshold_uncertainty_score":0.008975089},"labels":[],"label_agreement":null},{"id":"W4299447932","doi":"","title":"Procédé et dispositif de contrôle non-destructif d'une pièce","year":2018,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Safran Electronics (Canada)","funders":"","keywords":"Humanities; Physics; Philosophy","score_opus":0.009843685633242175,"score_gpt":0.2175073622913885,"score_spread":0.20766367665814633,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4299447932","genre_codex":"methods","genre_gemma":"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":[0.19243826,0.001675258,0.7694996,0.0006741591,0.0009515266,0.00031520936,0.0002589384,0.00455691,0.029630141],"genre_scores_gemma":[0.7656169,0.0013052583,0.14827782,0.0002731999,0.00045537073,0.00032355817,0.00030345484,0.0006952294,0.08274925],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9978465,0.00021288462,0.0000742612,0.0005383266,0.0012148365,0.00011317263],"domain_scores_gemma":[0.99803406,0.00093919487,0.00010164302,0.00054028194,0.00029529957,0.00008956066],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00075826206,0.0016113812,0.0011165986,0.00112014,0.0015441793,0.004068775,0.0009998365,0.0023795054,0.010656804],"category_scores_gemma":[0.0034397135,0.00062655774,0.0015937088,0.00057634164,0.002125921,0.0016557643,0.0008838519,0.002189891,0.002193499],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0026767019,0.00037742325,0.003670544,0.0010842731,0.00034755174,0.0052574174,0.0026307025,0.07562946,0.54370344,0.05529333,0.0044245278,0.30490476],"study_design_scores_gemma":[0.0004690934,0.0014846387,0.015395149,0.00019422937,0.00020899207,0.0052108513,0.0006911922,0.20501006,0.6363544,0.013000693,0.121729486,0.00025119848],"about_ca_topic_score_codex":0.00677514,"about_ca_topic_score_gemma":0.0036801624,"teacher_disagreement_score":0.010656804,"about_ca_system_score_codex":0.001246838,"about_ca_system_score_gemma":0.00076523866,"threshold_uncertainty_score":0.03565055},"labels":[],"label_agreement":null},{"id":"W4304091997","doi":"10.1088/1742-6596/2352/1/011001","title":"Preface","year":2022,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Library science; Honor; Session (web analytics); Engineering; Media studies; Management; Sociology; Computer science","score_opus":0.01899702340763625,"score_gpt":0.2001417851463593,"score_spread":0.18114476173872304,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4304091997","genre_codex":"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":[0.0014111563,0.013742751,0.012998346,0.02415342,0.14903903,0.00069676724,0.009279136,0.0028355038,0.78584385],"genre_scores_gemma":[0.0066297483,0.0068235686,0.0043149586,0.0053915405,0.015801733,0.00031739275,0.010791579,0.0010181025,0.94891137],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.998628,0.00017320375,0.00010129126,0.00031740352,0.0006393498,0.00014064388],"domain_scores_gemma":[0.9966834,0.00039080845,0.000113201895,0.0003591577,0.0019049445,0.00054846605],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0016180228,0.0012942281,0.001045844,0.0022237657,0.002495511,0.0054365546,0.0019860477,0.0020436633,0.56962895],"category_scores_gemma":[0.0072818217,0.0004133819,0.0008377598,0.0017955464,0.00075551396,0.004024307,0.002686227,0.0028786643,0.38974863],"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":[0.00003688933,0.000018176404,0.00010001743,0.00013835312,0.000003823646,0.000053152762,0.00008060829,0.00009224553,0.00020586226,0.0056993356,0.9289876,0.0645839],"study_design_scores_gemma":[0.000003724715,0.000013878738,0.00014121362,0.000077201556,0.0000018586837,0.000056070712,0.00006766006,0.00004633664,0.000073659,0.0016433024,0.99787045,0.0000046165255],"about_ca_topic_score_codex":0.0029959679,"about_ca_topic_score_gemma":0.0029241727,"teacher_disagreement_score":0.43037105,"about_ca_system_score_codex":0.0017871293,"about_ca_system_score_gemma":0.002641668,"threshold_uncertainty_score":0},"labels":[],"label_agreement":null},{"id":"W4306366851","doi":"10.38007/dps.2022.030408","title":"Dynamic Distributed Based on PLC Software Redundancy","year":2022,"lang":"en","type":"article","venue":"Distributed Processing System","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Moncton","funders":"","keywords":"Computer science; Redundancy (engineering); Software; Embedded system; Distributed computing; Programming language; Operating system","score_opus":0.007448008877970387,"score_gpt":0.20447516515253691,"score_spread":0.19702715627456652,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4306366851","genre_codex":"methods","genre_gemma":"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":[0.12039482,0.00073444017,0.8344238,0.00046820517,0.00018180576,0.00018241536,0.00020284299,0.0051639765,0.038247712],"genre_scores_gemma":[0.96512926,0.0002395287,0.026695667,0.000084256346,0.000051628904,0.00009826452,0.000120092765,0.00005288844,0.007528442],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996338,0.000054017186,0.000019341189,0.000103914426,0.00014921412,0.00003975327],"domain_scores_gemma":[0.9996351,0.00006791079,0.000042135172,0.0001099826,0.00012265467,0.000022193812],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019919737,0.00037190982,0.00032780485,0.000684504,0.00054753694,0.0006857207,0.000773786,0.00025389943,0.0037201706],"category_scores_gemma":[0.00067614723,0.00017086153,0.00024902515,0.00059917825,0.00044914804,0.00095430604,0.000719474,0.0003167185,0.00049294956],"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":[0.0007700021,0.00027381768,0.0041613975,0.00072539103,0.0001009943,0.0013724114,0.0005437523,0.26955733,0.10564483,0.10991553,0.011368805,0.49556574],"study_design_scores_gemma":[0.00021915253,0.00063654425,0.0022183016,0.000060381488,0.00010784241,0.0012796586,0.00014246118,0.8897141,0.04330686,0.026180435,0.036069013,0.00006533865],"about_ca_topic_score_codex":0.001278559,"about_ca_topic_score_gemma":0.0008450606,"teacher_disagreement_score":0.0037201706,"about_ca_system_score_codex":0.00056327606,"about_ca_system_score_gemma":0.00063291274,"threshold_uncertainty_score":0.012445211},"labels":[],"label_agreement":null},{"id":"W4328029931","doi":"10.1109/icipnp57450.2022.00028","title":"Technical Solutions to Resolve Deterministic Requirements in the Industrial Site","year":2022,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Key (lock); Reliability (semiconductor); Computer science; Industrial production; Control (management); Reduction (mathematics); Quality (philosophy); Telecommunications network; Reliability engineering; Risk analysis (engineering); Systems engineering; Manufacturing engineering; Engineering; Telecommunications; Computer security; Business; Artificial intelligence","score_opus":0.07291583639048509,"score_gpt":0.2604995766503516,"score_spread":0.18758374025986652,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4328029931","genre_codex":"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":[0.016450873,0.0002445114,0.97394437,0.0004771954,0.00008057435,0.00006824289,0.000057106514,0.00052971387,0.008147432],"genre_scores_gemma":[0.5812056,0.0007080488,0.40715307,0.00040247588,0.00015084498,0.00019900015,0.00031258547,0.0003415361,0.00952683],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974789,0.000665939,0.0001573444,0.00037730948,0.0010247314,0.00029581247],"domain_scores_gemma":[0.99618274,0.0011674694,0.00044691557,0.0010991622,0.000988969,0.000114725095],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020709618,0.00071528665,0.00048403174,0.0006003378,0.00092700997,0.001753585,0.0021113066,0.0015182832,0.0037892284],"category_scores_gemma":[0.004077154,0.0005379397,0.00060697057,0.0005995421,0.0006295444,0.0022364384,0.0018554794,0.0016305315,0.0012431294],"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":[0.00024111717,0.0002280547,0.0027891027,0.00083444046,0.00011393224,0.0015149574,0.00072833,0.36280376,0.09255811,0.26843178,0.009225772,0.2605306],"study_design_scores_gemma":[0.00005877785,0.00043218682,0.0018250374,0.00014263981,0.00013154224,0.0019311749,0.00075100444,0.70498395,0.056707364,0.14787959,0.08504286,0.00011390591],"about_ca_topic_score_codex":0.0011749247,"about_ca_topic_score_gemma":0.002070005,"teacher_disagreement_score":0.0037892284,"about_ca_system_score_codex":0.000924187,"about_ca_system_score_gemma":0.0015831098,"threshold_uncertainty_score":0.012676179},"labels":[],"label_agreement":null},{"id":"W4377967184","doi":"10.46254/na07.20220377","title":"Troubleshooting the Deodoriser Unit in a Palm Oil Refinery","year":2023,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Kementerian Sains, Teknologi dan Inovasi; National Science Foundation","keywords":"Troubleshooting; Palm oil; Refinery; Palm; Computer science; Environmental science; Waste management; Engineering; Operating system; Agroforestry","score_opus":0.030775703883471353,"score_gpt":0.22204567473828515,"score_spread":0.1912699708548138,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4377967184","genre_codex":"empirical","genre_gemma":"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":[0.7691499,0.0006400892,0.21648902,0.00069049676,0.00006836368,0.0008225887,0.00038302646,0.0056867143,0.0060697803],"genre_scores_gemma":[0.9090673,0.00026093653,0.08447973,0.00009758542,0.000016980215,0.00008077856,0.00017667386,0.00008504719,0.005734918],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99922645,0.00018279368,0.00006810077,0.00019412096,0.00022850692,0.00009998745],"domain_scores_gemma":[0.9979857,0.0011210401,0.00020134999,0.00020340816,0.0003499644,0.00013850848],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00071141263,0.0009437596,0.0005700296,0.00094624545,0.001151019,0.00050200376,0.0009732424,0.0010523264,0.0037308729],"category_scores_gemma":[0.0028161674,0.0004411566,0.00023868299,0.0002711355,0.0004398943,0.0006999519,0.000580628,0.00066437444,0.0007493826],"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":[0.0023460137,0.0010535523,0.023236796,0.0012511236,0.00008174714,0.0054173167,0.0037857525,0.07175215,0.2465401,0.0007647287,0.0045918287,0.6391789],"study_design_scores_gemma":[0.00050699164,0.005334452,0.0942336,0.0005836646,0.00025616848,0.010679856,0.009827722,0.4503693,0.37510082,0.002402858,0.050147347,0.0005572575],"about_ca_topic_score_codex":0.007058409,"about_ca_topic_score_gemma":0.011069017,"teacher_disagreement_score":0.007058409,"about_ca_system_score_codex":0.0006269947,"about_ca_system_score_gemma":0.0011132635,"threshold_uncertainty_score":0.014034629},"labels":[],"label_agreement":null},{"id":"W4378375238","doi":"10.23977/jeeem.2023.060204","title":"Design and Application of Automatic Variable Pitch Automatic Sleeve Replacement Device and its Automatic Mechanism for Cylinder Head Bolts","year":2023,"lang":"en","type":"article","venue":"Journal of Electrotechnology Electrical Engineering and Management","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Head (geology); Automation; Cylinder head; Engineering; Automotive engineering; Mechanism (biology); Production efficiency; Mechanical engineering; Cylinder; Structural engineering; Engineering drawing; Computer science","score_opus":0.009846192617509355,"score_gpt":0.2201445167506009,"score_spread":0.21029832413309155,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4378375238","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.29149866,0.002570276,0.68875736,0.00022961028,0.00029436438,0.00022153731,0.00011203466,0.0011736586,0.015142444],"genre_scores_gemma":[0.88652295,0.0005242137,0.10630723,0.000046717807,0.00004825897,0.00009367298,0.00012134236,0.000033565597,0.006302145],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99947375,0.000058634832,0.000029907298,0.00009703392,0.00028384698,0.00005688955],"domain_scores_gemma":[0.9997507,0.00003307383,0.000044994693,0.00004607287,0.000106892505,0.000018198476],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036846809,0.00033021288,0.00023977828,0.0005818897,0.00022080606,0.00040427368,0.0008435863,0.0004935177,0.0015716],"category_scores_gemma":[0.00034779496,0.0002344061,0.00041228707,0.0002642822,0.00025665897,0.0005167912,0.00031408714,0.00023258413,0.00040386905],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016406045,0.00007840897,0.0032448906,0.00051393453,0.00006109433,0.0005045268,0.00026852987,0.0090904115,0.8443306,0.008850082,0.0013663454,0.13152707],"study_design_scores_gemma":[0.00026624498,0.0042599156,0.017902907,0.00011952687,0.00016935411,0.0045799213,0.00017843877,0.10240655,0.7614667,0.0021714487,0.106310844,0.00016815658],"about_ca_topic_score_codex":0.00021605012,"about_ca_topic_score_gemma":0.0002352235,"teacher_disagreement_score":0.0015716,"about_ca_system_score_codex":0.00023621981,"about_ca_system_score_gemma":0.0003443855,"threshold_uncertainty_score":0.0052574873},"labels":[],"label_agreement":null},{"id":"W4378965575","doi":"10.18280/jesa.560209","title":"Developing Multiple-Actuator Pneumatic Circuits Using the Karnaugh Maps Designing PLC Controlled","year":2023,"lang":"en","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Actuator; Electronic circuit; Computer science; Control engineering; Control theory (sociology); Engineering; Electrical engineering; Artificial intelligence; Control (management)","score_opus":0.053304151700687655,"score_gpt":0.26197623169484224,"score_spread":0.2086720799941546,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4378965575","genre_codex":"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":[0.025956996,0.00012023415,0.9637428,0.000055237306,0.000041329975,0.00013618219,0.000033867607,0.001546353,0.008367031],"genre_scores_gemma":[0.328756,0.00022939059,0.66295123,0.000037485217,0.000012991365,0.00018639349,0.000073345895,0.00016200727,0.0075912564],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99974877,0.000030042582,0.000014205545,0.00004149567,0.00014563203,0.000019879768],"domain_scores_gemma":[0.9997991,0.00008248503,0.000026088353,0.00002637944,0.000058477533,0.0000074860086],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020832695,0.0003808311,0.00020030032,0.0003657401,0.00024551738,0.0005554966,0.00051955093,0.00025272107,0.0032278036],"category_scores_gemma":[0.000618604,0.00026211134,0.0002680378,0.00022639205,0.0003058197,0.0007414105,0.0002788978,0.00038119341,0.0005299819],"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":[0.000107069056,0.000114232746,0.0012749595,0.0008172388,0.000046797046,0.00045947594,0.00052994303,0.11304999,0.38284728,0.067018434,0.0023056886,0.4314289],"study_design_scores_gemma":[0.00007179763,0.0006101876,0.00182231,0.00008095522,0.0000683091,0.0008728693,0.00010051777,0.42392668,0.46617165,0.011080331,0.095120266,0.00007401353],"about_ca_topic_score_codex":0.0013211854,"about_ca_topic_score_gemma":0.0017766654,"teacher_disagreement_score":0.0032278036,"about_ca_system_score_codex":0.00036212563,"about_ca_system_score_gemma":0.0007658493,"threshold_uncertainty_score":0.010798097},"labels":[],"label_agreement":null},{"id":"W4379741042","doi":"10.46335/ijies.2023.8.4.9","title":"Electro-Mechanical Smart Switch system using IoT","year":2023,"lang":"en","type":"article","venue":"International Journal of Innovations in Engineering and Science","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Canadian Patient Safety Institute","keywords":"Internet of Things; Computer science; Embedded system","score_opus":0.016742295685892,"score_gpt":0.2525947579318864,"score_spread":0.2358524622459944,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4379741042","genre_codex":"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":[0.32526693,0.0038815627,0.43850496,0.0018425063,0.001841187,0.0007925727,0.0009912243,0.017948963,0.20893006],"genre_scores_gemma":[0.96552783,0.0005294092,0.014517313,0.00028868247,0.0001243812,0.00014809254,0.00029858566,0.000056629055,0.018509077],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9997501,0.000030416764,0.000022972767,0.0000536004,0.00011176461,0.000031109907],"domain_scores_gemma":[0.9998976,0.000017504808,0.000012371312,0.000022187005,0.000033756758,0.00001654934],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015713855,0.0003616766,0.00042264062,0.00043983076,0.00038112802,0.0006443531,0.0007436405,0.00043484787,0.008272865],"category_scores_gemma":[0.00016583515,0.000120019904,0.00027621584,0.00026079168,0.00019177789,0.0008827792,0.0004899227,0.00028343577,0.001352834],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012554013,0.0007459011,0.009369891,0.0014727913,0.0001652464,0.0035707487,0.0007664325,0.015957914,0.5098117,0.022678377,0.03642286,0.39778277],"study_design_scores_gemma":[0.00042876607,0.0040908013,0.02214375,0.00039558328,0.00041896876,0.008664276,0.0007119684,0.3765085,0.2906121,0.016392296,0.27936447,0.00026860606],"about_ca_topic_score_codex":0.0002953967,"about_ca_topic_score_gemma":0.00036387736,"teacher_disagreement_score":0.008272865,"about_ca_system_score_codex":0.00018407078,"about_ca_system_score_gemma":0.00018604119,"threshold_uncertainty_score":0.02767545},"labels":[],"label_agreement":null},{"id":"W4384159314","doi":"10.5954/icarob.2023.os7-3","title":"Design of a Database-Driven Control System for a Web Conveyor","year":2023,"lang":"en","type":"article","venue":"Proceedings of International Conference on Artificial Life and Robotics","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Japan Society for the Promotion of Science; University of Tokushima; University of Alberta","keywords":"Database; Computer science; Database design; Web application; World Wide Web","score_opus":0.07413000913128082,"score_gpt":0.26648494059300815,"score_spread":0.19235493146172733,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4384159314","genre_codex":"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":[0.02271897,0.00025316037,0.9660855,0.00020250432,0.00017153683,0.000479154,0.00013994754,0.0061445436,0.0038047237],"genre_scores_gemma":[0.77374184,0.00017875654,0.21772169,0.0003464855,0.00014982975,0.0008417606,0.0002722858,0.000118054224,0.006629326],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99930966,0.0000623394,0.000055938584,0.00025355897,0.00025805793,0.000060425915],"domain_scores_gemma":[0.9995435,0.00006380261,0.00004351997,0.0000569729,0.0002477676,0.00004452072],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00061570393,0.00047449052,0.0006947195,0.00062289415,0.00061487383,0.0012528307,0.0020395226,0.0008275254,0.0038907179],"category_scores_gemma":[0.0006497143,0.00030512048,0.0003767343,0.00031466226,0.00032298258,0.00066670164,0.00049712247,0.00050409685,0.0013179509],"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":[0.0012377711,0.00068325776,0.0031841188,0.00065370987,0.00022690068,0.001187371,0.00064770936,0.0625825,0.3869834,0.021873308,0.01317923,0.50756073],"study_design_scores_gemma":[0.00052774855,0.0011154748,0.0024487355,0.000044490986,0.0001211496,0.0009465345,0.00007761409,0.82087994,0.14424789,0.0020800906,0.02738579,0.00012455774],"about_ca_topic_score_codex":0.0026313285,"about_ca_topic_score_gemma":0.0012149811,"teacher_disagreement_score":0.0038907179,"about_ca_system_score_codex":0.0005447055,"about_ca_system_score_gemma":0.00081884715,"threshold_uncertainty_score":0.013015747},"labels":[],"label_agreement":null},{"id":"W4385245903","doi":"10.1109/pcic42668.2022.10181299","title":"Taking Medium Voltage Motor Control Centers to New Levels of Safety","year":2022,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Rockwell Automation (Canada)","funders":"","keywords":"Automotive engineering; Voltage; Control (management); Computer science; Electrical engineering; Engineering; Artificial intelligence","score_opus":0.018662791346903504,"score_gpt":0.21653684860695863,"score_spread":0.19787405726005514,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385245903","genre_codex":"methods","genre_gemma":"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":[0.056238394,0.034670766,0.3990979,0.151835,0.009605818,0.00021820779,0.00018495342,0.0026168583,0.34553212],"genre_scores_gemma":[0.57920456,0.030893497,0.2516291,0.027663006,0.007904015,0.00022538977,0.0003210668,0.0005834152,0.10157588],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.996698,0.00045374924,0.00014357513,0.00034084887,0.0019390391,0.00042481933],"domain_scores_gemma":[0.99729365,0.00037598787,0.00020995282,0.00039671126,0.001157071,0.0005665776],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0032154755,0.00078091497,0.00029918988,0.00084841176,0.001550576,0.0048529776,0.0020310075,0.0025156229,0.010727063],"category_scores_gemma":[0.0032726012,0.00030950524,0.0004626849,0.00046988757,0.0035713336,0.010216839,0.0066265543,0.005435714,0.0023802323],"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":[0.00014877407,0.00017690792,0.0014738876,0.0004371804,0.000030557083,0.00033452097,0.0020738577,0.0019686238,0.009050251,0.64940685,0.044409037,0.29048952],"study_design_scores_gemma":[0.000042648884,0.0005941023,0.0011825043,0.00059958536,0.00003619236,0.00061352144,0.0012476747,0.003422963,0.0057790047,0.15035352,0.8360623,0.00006584029],"about_ca_topic_score_codex":0.001754967,"about_ca_topic_score_gemma":0.002776826,"teacher_disagreement_score":0.010727063,"about_ca_system_score_codex":0.0025717304,"about_ca_system_score_gemma":0.00293186,"threshold_uncertainty_score":0.035885632},"labels":[],"label_agreement":null},{"id":"W4386736652","doi":"10.1007/978-3-031-43524-9","title":"Artificial Intelligence and Industrial Applications","year":2023,"lang":"en","type":"book","venue":"Lecture notes in networks and systems","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Applications of artificial intelligence; Computer science; Engineering; Artificial intelligence","score_opus":0.039145755567247024,"score_gpt":0.2316909337471658,"score_spread":0.19254517817991876,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386736652","genre_codex":"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":[0.0009020529,0.08966731,0.035690926,0.0025302647,0.0037993481,0.000059884307,0.00022360375,0.0004847041,0.8666419],"genre_scores_gemma":[0.011713974,0.047725316,0.016127367,0.0012895507,0.0024667396,0.00011999073,0.0004055647,0.0002891681,0.91986233],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995865,0.000069817324,0.000017271688,0.000061549494,0.00024008026,0.0000247673],"domain_scores_gemma":[0.9996245,0.00017654491,0.000016514208,0.00007242784,0.00008360955,0.00002628885],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00047186995,0.0015626566,0.0013873093,0.0019424205,0.00064990105,0.0032154159,0.0007608946,0.001078169,0.06947895],"category_scores_gemma":[0.001108794,0.0005225171,0.0004228703,0.0032565563,0.0010639648,0.002828726,0.0014432232,0.0025374203,0.039571766],"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":[0.000023287213,0.00007042868,0.0001087332,0.0005674646,0.000026513088,0.00007814696,0.00017504932,0.0018831405,0.001056194,0.18748896,0.32833037,0.48019174],"study_design_scores_gemma":[0.000007308552,0.000028756634,0.00034124134,0.00031125126,0.000011693754,0.00017837557,0.000057277546,0.0021537223,0.0002668203,0.10384885,0.89278644,0.00000826967],"about_ca_topic_score_codex":0.00067644723,"about_ca_topic_score_gemma":0.0013034026,"teacher_disagreement_score":0.06947895,"about_ca_system_score_codex":0.0008089816,"about_ca_system_score_gemma":0.000585864,"threshold_uncertainty_score":0.23243028},"labels":[],"label_agreement":null},{"id":"W4387478773","doi":"10.2316/j.2023.201-0377","title":"A HYBRID PI-ANFIS CONTROLLER FOR A MINUSCULE N-GRID FRAMEWORK POWERING RURAL HOUSE-HOLDS, 218-228.","year":2023,"lang":"en","type":"article","venue":"Mechatronic systems and control","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"PID controller; Controller (irrigation); Grid; Computer science; Control theory (sociology); Engineering; Control engineering; Geology; Control (management); Artificial intelligence; Biology; Geodesy","score_opus":0.009744574130977198,"score_gpt":0.2074858977078867,"score_spread":0.1977413235769095,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387478773","genre_codex":"methods","genre_gemma":"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":[0.059372727,0.00034797948,0.89726704,0.00041252904,0.00029217728,0.00017038926,0.00021158523,0.0037269394,0.038198713],"genre_scores_gemma":[0.930083,0.0001242091,0.048948314,0.00008170238,0.000034809487,0.00008792353,0.00014697008,0.00005159194,0.020441607],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99991417,0.000014574498,0.0000056182466,0.000022352668,0.000032275446,0.000010943386],"domain_scores_gemma":[0.9999511,0.000010671169,0.0000059769245,0.000004166005,0.000022534701,0.0000055240835],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001856085,0.00035787447,0.00028626886,0.00014100996,0.00042224256,0.0005494978,0.0006456979,0.00045794103,0.0058241333],"category_scores_gemma":[0.00019777665,0.00012891034,0.00015704763,0.000095420284,0.000170246,0.0003712251,0.00034485006,0.0004674893,0.00086064433],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006187424,0.00024075624,0.0013547274,0.0003628955,0.00008284248,0.0007494212,0.00023014501,0.47942042,0.07128759,0.009442201,0.015207901,0.42100242],"study_design_scores_gemma":[0.000033402164,0.0001783714,0.0004932357,0.000021466702,0.000025181966,0.00008660277,0.000043446555,0.98413104,0.0066214926,0.00081143,0.0075449166,0.000009379718],"about_ca_topic_score_codex":0.007310792,"about_ca_topic_score_gemma":0.017513167,"teacher_disagreement_score":0.007310792,"about_ca_system_score_codex":0.00028738458,"about_ca_system_score_gemma":0.00044133494,"threshold_uncertainty_score":0.019483626},"labels":[],"label_agreement":null},{"id":"W4392637579","doi":"10.1007/979-8-8688-0199-0_17","title":"PWM Input with Timer 4","year":2024,"lang":"en","type":"book-chapter","venue":"Maker Innovations Series","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Sleep Society","funders":"","keywords":"Timer; STM32; Computer science; Servo; Pulse-width modulation; Interface (matter); Control (management); Microcontroller; Real-time computing; Computer hardware; Electrical engineering; Engineering; Telecommunications; Artificial intelligence; Operating system; Voltage","score_opus":0.014213295826881146,"score_gpt":0.1893532701321525,"score_spread":0.17513997430527137,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392637579","genre_codex":"other","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.026968684,0.0015717649,0.28090677,0.00075438997,0.0033052687,0.00115896,0.003518061,0.070503384,0.61131275],"genre_scores_gemma":[0.25066826,0.0012738293,0.08565496,0.0012342545,0.00046137703,0.00079991634,0.0048987633,0.005451338,0.6495573],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99969256,0.000027828683,0.000019631005,0.00005647761,0.00015848543,0.000045009285],"domain_scores_gemma":[0.99980646,0.000042851625,0.000011992338,0.000038232873,0.000081753,0.000018733419],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001941826,0.000906605,0.0005231842,0.0011315343,0.00030673633,0.0011100803,0.0012656648,0.0007193006,0.13140006],"category_scores_gemma":[0.0008891925,0.00030176208,0.0002652761,0.00077062217,0.00013421176,0.0006596316,0.00050842203,0.0009620058,0.046646945],"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":[0.0010083028,0.00029238674,0.00069960894,0.0011968492,0.00004244174,0.00065059715,0.0004462253,0.0017002954,0.21571144,0.022751987,0.15302254,0.60247725],"study_design_scores_gemma":[0.00026512097,0.00071371894,0.0013558841,0.00028776386,0.000057763365,0.0014354162,0.0001086504,0.013873029,0.18260993,0.0050964355,0.7941246,0.000071664384],"about_ca_topic_score_codex":0.00044789317,"about_ca_topic_score_gemma":0.00049947936,"teacher_disagreement_score":0.13140006,"about_ca_system_score_codex":0.000274162,"about_ca_system_score_gemma":0.00030804952,"threshold_uncertainty_score":0.43957698},"labels":[],"label_agreement":null},{"id":"W4399928376","doi":"10.23977/jeis.2024.090215","title":"Design and implementation of industrial automation control system based on PLC","year":2024,"lang":"en","type":"article","venue":"Journal of Electronics and Information Science","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Automation; Manufacturing engineering; Control (management); Control system; Computer science; Systems engineering; Control engineering; Engineering; Process engineering; Embedded system; Mechanical engineering; Artificial intelligence; Electrical engineering","score_opus":0.011125566229476302,"score_gpt":0.24007041863427633,"score_spread":0.22894485240480003,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399928376","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.020320546,0.00025760726,0.9569762,0.0001638687,0.00009021701,0.0002624307,0.00003922286,0.0027686835,0.01912119],"genre_scores_gemma":[0.7475865,0.000368424,0.2441802,0.00015576134,0.000045680907,0.0004095437,0.00013671396,0.000091468144,0.0070256204],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999433,0.00008391655,0.000037660167,0.000117608426,0.0002606926,0.00006712626],"domain_scores_gemma":[0.9998541,0.000022328084,0.000018904704,0.000023812248,0.000070478374,0.000010356434],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003301694,0.00031523456,0.00032399662,0.0003142773,0.00043851498,0.0007343881,0.0008540733,0.00043667978,0.001998557],"category_scores_gemma":[0.00043902418,0.00022030345,0.00033309645,0.00021402913,0.00032145524,0.00056548044,0.00037652804,0.0004374762,0.000408952],"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":[0.0003381204,0.0002431338,0.003912311,0.00082887436,0.00014345866,0.0010845287,0.0010961351,0.26323926,0.18617399,0.12336978,0.0069973404,0.41257316],"study_design_scores_gemma":[0.00021618025,0.00079772976,0.0021240774,0.000102523416,0.00014206099,0.0006114196,0.00013330208,0.8371822,0.07658769,0.010289044,0.07174083,0.000072965326],"about_ca_topic_score_codex":0.002130493,"about_ca_topic_score_gemma":0.0012299506,"teacher_disagreement_score":0.002130493,"about_ca_system_score_codex":0.00036263815,"about_ca_system_score_gemma":0.0010402863,"threshold_uncertainty_score":0.0066857934},"labels":[],"label_agreement":null},{"id":"W4399932436","doi":"10.23977/acss.2024.080403","title":"Optimization and Innovation of Industrial Control Systems Based on PLC","year":2024,"lang":"en","type":"article","venue":"Advances in Computer Signals and Systems","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Control (management); Manufacturing engineering; Industrial engineering; Computer science; Business; Control engineering; Engineering; Artificial intelligence","score_opus":0.019163520753762674,"score_gpt":0.23410686118384913,"score_spread":0.21494334043008645,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399932436","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.043684546,0.0014423982,0.9327664,0.00036477955,0.00006164779,0.00008136755,0.000024852601,0.00021583163,0.021358104],"genre_scores_gemma":[0.9678646,0.0010463882,0.027879162,0.000057508583,0.00006236714,0.000099838966,0.00002809649,0.000020682073,0.0029413817],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991775,0.00023017959,0.00004185259,0.00016402914,0.00027758314,0.00010886278],"domain_scores_gemma":[0.9993467,0.00033671732,0.00015981669,0.00003448962,0.00009937857,0.000022919323],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009407224,0.0006962151,0.00060901203,0.0005852632,0.00041678105,0.0011716556,0.0006073699,0.0005004129,0.0014084029],"category_scores_gemma":[0.0020008655,0.00022516973,0.00055442785,0.0005508024,0.0010889828,0.00084732275,0.00089506194,0.0006260077,0.00015166019],"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":[0.00008445364,0.000057739708,0.0010572781,0.00019515924,0.00006573782,0.00013869753,0.0001506063,0.799656,0.005981488,0.11372934,0.00078085216,0.0781027],"study_design_scores_gemma":[0.000013974184,0.00009756796,0.00035214488,0.000014705574,0.00001736164,0.000029922137,0.000017939803,0.98217,0.0012384228,0.014450102,0.0015858092,0.0000120396435],"about_ca_topic_score_codex":0.0019263568,"about_ca_topic_score_gemma":0.0011157809,"teacher_disagreement_score":0.0019263568,"about_ca_system_score_codex":0.0010780529,"about_ca_system_score_gemma":0.00078074756,"threshold_uncertainty_score":0.007821858},"labels":[],"label_agreement":null},{"id":"W4401073328","doi":"10.1016/j.egyr.2024.07.041","title":"Critical review Of SCADA And PLC in smart buildings and energy sector","year":2024,"lang":"en","type":"article","venue":"Energy Reports","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"SCADA; Energy sector; Architectural engineering; Energy (signal processing); Engineering; Computer science; Electrical engineering; Environmental economics; Economics; Physics","score_opus":0.009103369287817917,"score_gpt":0.21694109961503844,"score_spread":0.20783773032722053,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401073328","genre_codex":"review","genre_gemma":"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":[0.00049634074,0.9777605,0.0022617804,0.0053108,0.0036639867,0.000020445814,0.000112062604,0.000047203543,0.010326916],"genre_scores_gemma":[0.007974166,0.9786865,0.0015721902,0.0025581643,0.0041669644,0.000020533522,0.00020882105,0.000031091,0.0047815344],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99847156,0.00034469887,0.00021816377,0.00021210253,0.00066820567,0.0000852756],"domain_scores_gemma":[0.99381185,0.0028765316,0.0005145976,0.00017810373,0.0024313533,0.00018741525],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016353118,0.0008294184,0.00068819773,0.003911244,0.00055098045,0.0020576084,0.0010207512,0.001976759,0.0066933422],"category_scores_gemma":[0.0055203387,0.00034359877,0.00054883247,0.005943796,0.0010562043,0.0033802812,0.00072561955,0.0020766961,0.0025640957],"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":[0.000077092365,0.00004759884,0.0011644204,0.012972154,0.00005793527,0.0006662013,0.00041911454,0.0016425689,0.0009769504,0.044898722,0.22283773,0.71423954],"study_design_scores_gemma":[0.0000022844101,0.000033718166,0.0010515238,0.0029965818,0.000019717438,0.00044111087,0.00013960499,0.00017727003,0.00017603819,0.0027999205,0.9921481,0.000014187047],"about_ca_topic_score_codex":0.0045073912,"about_ca_topic_score_gemma":0.0043970854,"teacher_disagreement_score":0.0066933422,"about_ca_system_score_codex":0.0019587378,"about_ca_system_score_gemma":0.003109907,"threshold_uncertainty_score":0.022391438},"labels":[],"label_agreement":null},{"id":"W4401954761","doi":"10.18280/mmep.110816","title":"Product Analysis of Safety Belt and Body Harness Coconut Sugar Climber: An Ergonomic, Durability, and Economic Feasibility Principle","year":2024,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Durability; Sugar; Product (mathematics); Pulp and paper industry; Business; Engineering; Forensic engineering; Food science; Chemistry; Materials science; Mathematics; Composite material","score_opus":0.02385126399815795,"score_gpt":0.23875917295056442,"score_spread":0.21490790895240647,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401954761","genre_codex":"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":[0.4353479,0.00063028734,0.5316603,0.00017182098,0.00003646698,0.00011382242,0.00018509132,0.00013213305,0.031722173],"genre_scores_gemma":[0.9772324,0.00015912043,0.012951608,0.0000144474525,0.000010232582,0.000045733337,0.000078243684,0.000042909505,0.009465221],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99985063,0.000028474815,0.000004231387,0.000038808674,0.000056018638,0.000021736523],"domain_scores_gemma":[0.99974734,0.00010683692,0.000031049738,0.000024977116,0.000079445796,0.000010291738],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041027574,0.00054972304,0.0003225423,0.00072086,0.0003780125,0.00082305353,0.00056468276,0.00051059265,0.0042563207],"category_scores_gemma":[0.0007562995,0.00025562497,0.0006390303,0.00029243567,0.0006687425,0.0009384906,0.00035794152,0.00034002325,0.00025868625],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006013674,0.00025393764,0.00836161,0.0006498346,0.00007113135,0.0010836419,0.0004997816,0.45176435,0.22775763,0.20894839,0.0017829681,0.09822537],"study_design_scores_gemma":[0.00001384356,0.0007001599,0.009364481,0.000030335488,0.00006164772,0.000304608,0.00021064072,0.92344606,0.039769135,0.022232976,0.0038400262,0.000026099377],"about_ca_topic_score_codex":0.0021428943,"about_ca_topic_score_gemma":0.0011762151,"teacher_disagreement_score":0.0042563207,"about_ca_system_score_codex":0.00040767627,"about_ca_system_score_gemma":0.0004398109,"threshold_uncertainty_score":0.014238775},"labels":[],"label_agreement":null},{"id":"W4402569533","doi":"10.23919/ccc63176.2024.10662514","title":"Motion Analysis and Modeling of Pneumatic Bellows Robotic Arm","year":2024,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"China Postdoctoral Science Foundation; National Natural Science Foundation of China","keywords":"Bellows; Computer science; Motion (physics); Motion analysis; Robotic arm; Pneumatic actuator; Medical robotics; Robot; Simulation; Mechanical engineering; Artificial intelligence; Engineering; Actuator","score_opus":0.017752801464564785,"score_gpt":0.21742645246543058,"score_spread":0.1996736510008658,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402569533","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13725165,0.0005903934,0.8465586,0.00025790237,0.000042791165,0.00015130949,0.0002222278,0.00070304645,0.014222119],"genre_scores_gemma":[0.9755196,0.00029641564,0.016152013,0.000035542464,0.000008953026,0.00019577795,0.00010848778,0.000029439529,0.0076538012],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998727,0.000016111442,0.000009805382,0.000034037057,0.00005253148,0.00001481936],"domain_scores_gemma":[0.9998795,0.000038860682,0.000034630255,0.00001207457,0.000028291302,0.000006605216],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019907377,0.00048151708,0.00030956868,0.000339427,0.00027094374,0.00030271529,0.00056180713,0.00072094146,0.002124945],"category_scores_gemma":[0.0003439188,0.00022674828,0.0004056979,0.00019695597,0.00041010015,0.00041065592,0.00034964705,0.00029847078,0.0003149426],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000070785136,0.000020723568,0.00063917856,0.00009483776,0.000013972796,0.00013597817,0.0000671541,0.95377904,0.028736584,0.0026559746,0.0001862455,0.013599504],"study_design_scores_gemma":[0.00000208784,0.000020399197,0.00030764748,0.0000020261084,0.0000020480022,0.0000086177415,0.000003665762,0.9985177,0.00080246874,0.00017185604,0.00015877513,0.0000026046232],"about_ca_topic_score_codex":0.005588017,"about_ca_topic_score_gemma":0.0019133294,"teacher_disagreement_score":0.005588017,"about_ca_system_score_codex":0.0003232771,"about_ca_system_score_gemma":0.0003974699,"threshold_uncertainty_score":0.011111021},"labels":[],"label_agreement":null},{"id":"W4404057589","doi":"10.1109/ccci61916.2024.10736486","title":"Autonomous Ping Pong Ball Collector","year":2024,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Ping pong; Ball (mathematics); Computer science; Computer graphics (images); Mathematics; Geometry","score_opus":0.00804613276371685,"score_gpt":0.19096331254537852,"score_spread":0.18291717978166167,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404057589","genre_codex":"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":[0.19823383,0.0005104236,0.7535365,0.0007251362,0.0006964226,0.0010351698,0.0005584975,0.016396685,0.02830736],"genre_scores_gemma":[0.7709232,0.0003915156,0.19281594,0.00026177746,0.00010137632,0.00036890002,0.001002277,0.00035887185,0.03377613],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99919707,0.000060452192,0.00002204277,0.00015135398,0.00046048258,0.000108575434],"domain_scores_gemma":[0.99933904,0.000115368595,0.000037851663,0.00011627532,0.00026832905,0.0001231141],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00071607815,0.00061671645,0.0009450664,0.00074164616,0.0012180512,0.0011725633,0.0017127532,0.0008816351,0.0036529289],"category_scores_gemma":[0.0012049983,0.00045360645,0.0004011012,0.00053256145,0.00069906964,0.0015574596,0.0026183021,0.000932043,0.0018549177],"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":[0.0018264666,0.0005300166,0.014994992,0.00064323185,0.00014733392,0.0029359595,0.0019892303,0.110979915,0.26021928,0.012553197,0.04163933,0.5515411],"study_design_scores_gemma":[0.00014168213,0.0011515343,0.007874354,0.00007545636,0.000072458075,0.0015213791,0.00076987257,0.69700605,0.1731599,0.005665292,0.112395026,0.00016698567],"about_ca_topic_score_codex":0.0042564054,"about_ca_topic_score_gemma":0.004186013,"teacher_disagreement_score":0.0042564054,"about_ca_system_score_codex":0.0006660631,"about_ca_system_score_gemma":0.0016878335,"threshold_uncertainty_score":0.0122202635},"labels":[],"label_agreement":null},{"id":"W4404666791","doi":"10.53555/sfs.v10i1.3195","title":"Design and Implementation of a PLC-Driven IoT-Connected Color Sorting System for Inventory Management","year":2023,"lang":"en","type":"article","venue":"Journal of Survey in Fisheries Sciences","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Sorting; Computer science; Internet of Things; Inventory management; Embedded system; Operations management; Engineering; Programming language","score_opus":0.1576328143177477,"score_gpt":0.28667701781885113,"score_spread":0.12904420350110343,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404666791","genre_codex":"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":[0.1257443,0.0001951041,0.8343128,0.0003637789,0.00017071703,0.00058800034,0.00026412265,0.009626799,0.028734405],"genre_scores_gemma":[0.80578804,0.0001259602,0.18062973,0.0002565073,0.000036056037,0.00024820864,0.00020371964,0.0001502418,0.012561509],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9997491,0.000025643374,0.000015157262,0.00004440668,0.00013291909,0.00003281186],"domain_scores_gemma":[0.999816,0.000023643846,0.000032589138,0.000022397844,0.000087431734,0.000018001294],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020654139,0.00026949483,0.00022041085,0.0003831981,0.0002927509,0.0006284129,0.000979872,0.00035463544,0.0037115335],"category_scores_gemma":[0.00024341822,0.00019151071,0.00017695678,0.00027931636,0.00020596616,0.00035557232,0.00027208222,0.00024881607,0.001005096],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00055684487,0.0004795224,0.007012669,0.0006248005,0.000090758294,0.0013264646,0.0007429078,0.03896099,0.62026393,0.020317838,0.009892306,0.29973108],"study_design_scores_gemma":[0.00020875769,0.0011202713,0.0084933415,0.000076166885,0.00013865974,0.0013954025,0.00020140463,0.45599422,0.45165196,0.0023401068,0.0782757,0.00010408555],"about_ca_topic_score_codex":0.0010004438,"about_ca_topic_score_gemma":0.0009833837,"teacher_disagreement_score":0.0037115335,"about_ca_system_score_codex":0.00042368073,"about_ca_system_score_gemma":0.0008406931,"threshold_uncertainty_score":0.012416303},"labels":[],"label_agreement":null},{"id":"W4404989112","doi":"10.1017/9781108779791.006","title":"Electrical-Link Transmitter Circuits","year":2024,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Transmitter; Electronic circuit; Link (geometry); Electrical engineering; Computer science; Electronic engineering; Engineering; Computer network","score_opus":0.016519823517926125,"score_gpt":0.1718039103263571,"score_spread":0.15528408680843098,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404989112","genre_codex":"other","genre_gemma":"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":[0.0063338466,0.033500712,0.3983777,0.0010921708,0.002623772,0.00054450525,0.001219652,0.004491239,0.5518164],"genre_scores_gemma":[0.038817592,0.03142816,0.12815374,0.0012503825,0.0010106736,0.00040490218,0.0013640821,0.0006008359,0.7969696],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9997613,0.000016677182,0.000012501669,0.000037657377,0.00015542969,0.000016502707],"domain_scores_gemma":[0.9998747,0.000034163826,0.000008428717,0.0000145482745,0.00006208238,0.0000060335346],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017252467,0.00066117046,0.0004490996,0.0006182286,0.00045440142,0.0014120942,0.0008218043,0.0008749115,0.0632329],"category_scores_gemma":[0.00037977047,0.0003970522,0.0002421668,0.0007601184,0.00024102886,0.0012944272,0.00060022797,0.0011121088,0.037468012],"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":[0.000103779494,0.0000983607,0.0002030389,0.0019302332,0.000018893108,0.00036110057,0.00044887522,0.0033639232,0.07338571,0.194056,0.095911235,0.63011885],"study_design_scores_gemma":[0.000009570494,0.000085060754,0.00019183697,0.0001896103,0.000011361038,0.0007755383,0.000034965036,0.0012885031,0.013002585,0.008299815,0.97609746,0.000013795739],"about_ca_topic_score_codex":0.00021994856,"about_ca_topic_score_gemma":0.00036822318,"teacher_disagreement_score":0.0632329,"about_ca_system_score_codex":0.00045745395,"about_ca_system_score_gemma":0.00038843235,"threshold_uncertainty_score":0.2115351},"labels":[],"label_agreement":null},{"id":"W4406659569","doi":"10.1016/b978-0-340-67666-0.50021-3","title":"10.1016/b978-0-340-67666-0.50021-3","year":2000,"lang":"en","type":"book-chapter","venue":"Time to knit","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Programming language","score_opus":0.007817899132603607,"score_gpt":0.1492257072286952,"score_spread":0.14140780809609158,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406659569","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00017791774,0.00039137143,0.0009809168,0.0002243842,0.0001404617,0.000040940013,0.0006244988,0.000846409,0.9965731],"genre_scores_gemma":[0.00044301385,0.00022864656,0.00031184577,0.00008678552,0.00002823062,0.000026683414,0.0003633654,0.00020445415,0.9983069],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995479,0.000023761499,0.000025558093,0.00016388978,0.00016110687,0.00007778564],"domain_scores_gemma":[0.9984976,0.00044865953,0.000102038015,0.00020711713,0.0003222857,0.00042222993],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00079228234,0.0021568306,0.0012909416,0.0019321128,0.0013398405,0.0046668984,0.002626911,0.004013725,0.9788902],"category_scores_gemma":[0.0014504506,0.00080446526,0.0007856689,0.0021853799,0.0011396257,0.0044028144,0.0028522061,0.002059802,0.98986584],"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":[0.00012706047,0.0001137648,0.00034179652,0.0004299778,0.000017175982,0.0001275849,0.00008031951,0.00038329515,0.0025854025,0.0063445144,0.38385615,0.605593],"study_design_scores_gemma":[0.0000149458165,0.000043423126,0.00042340142,0.0002351741,0.000007216429,0.00016990078,0.000071005015,0.00013228595,0.00034236102,0.0009302199,0.9976179,0.000012198537],"about_ca_topic_score_codex":0.0031098612,"about_ca_topic_score_gemma":0.0030921442,"teacher_disagreement_score":0.02110982,"about_ca_system_score_codex":0.0009318313,"about_ca_system_score_gemma":0.00075938215,"threshold_uncertainty_score":0.030110538},"labels":[],"label_agreement":null},{"id":"W4406660553","doi":"10.1016/b978-0-340-67666-0.50020-1","title":"10.1016/b978-0-340-67666-0.50020-1","year":2000,"lang":"en","type":"book-chapter","venue":"Time to knit","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Mode (computer interface); Computer science; Operating system","score_opus":0.007825008737311102,"score_gpt":0.14921662872844663,"score_spread":0.14139161999113553,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406660553","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00017316604,0.0003896218,0.000873889,0.00022647185,0.0001389104,0.000037656286,0.0005441136,0.00076099456,0.99685514],"genre_scores_gemma":[0.0004165361,0.00023826287,0.0002978729,0.00008723122,0.0000277084,0.000025517898,0.0003336381,0.00018791895,0.9983853],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995852,0.00002133531,0.000023038367,0.00014995177,0.00014754859,0.000073010575],"domain_scores_gemma":[0.99863166,0.0003915935,0.00009098828,0.00017860688,0.00029790465,0.00040928624],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007341582,0.0020765134,0.0012388197,0.0018919664,0.0013239066,0.004353994,0.002563486,0.0038968003,0.9770511],"category_scores_gemma":[0.0014093482,0.0007608359,0.0007296556,0.0021398244,0.0010510355,0.0042094733,0.002574322,0.001965142,0.98895884],"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":[0.00011363858,0.00010770666,0.00031109803,0.00040164543,0.000014694352,0.00011665096,0.000080054,0.00033865427,0.0023271474,0.0058772513,0.40011355,0.590198],"study_design_scores_gemma":[0.000013298325,0.000039638056,0.00043236362,0.00022388488,0.0000066551984,0.00015766712,0.00007076505,0.00012224003,0.0003088224,0.0008901539,0.99772376,0.0000108522645],"about_ca_topic_score_codex":0.0033620542,"about_ca_topic_score_gemma":0.003294,"teacher_disagreement_score":0.02294892,"about_ca_system_score_codex":0.0009031882,"about_ca_system_score_gemma":0.00076732715,"threshold_uncertainty_score":0.032733858},"labels":[],"label_agreement":null},{"id":"W4407920544","doi":"10.18280/jesa.580114","title":"Automation of Filter Press Drive Control for Enhanced Palm Oil Extraction","year":2025,"lang":"fr","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Palm oil; Automation; Extraction (chemistry); Filter (signal processing); Control (management); Automatic control; Palm; Engineering; Control engineering; Computer science; Process engineering; Pulp and paper industry; Environmental science; Artificial intelligence; Chemistry; Chromatography; Mechanical engineering; Electrical engineering; Agricultural science; Physics","score_opus":0.01701497338154037,"score_gpt":0.26154806556828103,"score_spread":0.24453309218674066,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407920544","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38019753,0.00048725144,0.6008184,0.00013083166,0.00009918986,0.00045618418,0.00029199047,0.007391668,0.010126957],"genre_scores_gemma":[0.95348734,0.00010617874,0.042161975,0.000023935563,0.000022493618,0.00008795302,0.00011706493,0.00010492881,0.003888141],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993667,0.0000947429,0.000037993148,0.00016797577,0.0002772605,0.000055347646],"domain_scores_gemma":[0.999589,0.00013727318,0.000070312555,0.00007410623,0.000110752924,0.000018564886],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036775568,0.000479173,0.000323546,0.00032612658,0.00028285026,0.00075586827,0.000636167,0.0003136984,0.0026409922],"category_scores_gemma":[0.00076907745,0.00019654982,0.00018535047,0.000237886,0.00022138958,0.00031675203,0.0002700473,0.00028895802,0.00088345824],"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":[0.0009335763,0.00034575563,0.003562069,0.0006192684,0.00003809975,0.00033747318,0.00041554825,0.017908897,0.639926,0.0013960354,0.0014841683,0.3330331],"study_design_scores_gemma":[0.00017635949,0.0018714309,0.02348086,0.00005360727,0.00008854357,0.00093720696,0.00012826646,0.21519114,0.7212534,0.000955947,0.03576447,0.000098845165],"about_ca_topic_score_codex":0.0012956922,"about_ca_topic_score_gemma":0.0014125286,"teacher_disagreement_score":0.0026409922,"about_ca_system_score_codex":0.00024002783,"about_ca_system_score_gemma":0.00051570695,"threshold_uncertainty_score":0.008835018},"labels":[],"label_agreement":null},{"id":"W4407949536","doi":"10.1109/tia.2025.3546202","title":"Classification and Severity Estimation of Eccentricity Faults in Salient Pole Synchronous Machine Using Deep Learning","year":2025,"lang":"en","type":"article","venue":"IEEE Transactions on Industry Applications","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"Centre for Studies in Religion and Society, University of Victoria; Alliance de recherche numérique du Canada; Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Salient; Eccentricity (behavior); Estimation; Computer science; Synchronous motor; Control theory (sociology); Artificial intelligence; Control engineering; Engineering; Electrical engineering; Psychology; Control (management)","score_opus":0.012084053609490482,"score_gpt":0.2505269818602624,"score_spread":0.23844292825077193,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407949536","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3669712,0.00033180267,0.6290522,0.00024211136,0.000058631867,0.00004931533,0.00018088,0.0012953862,0.001818538],"genre_scores_gemma":[0.97103846,0.0000887132,0.027347269,0.000041048643,0.000013627021,0.000021162945,0.00020117406,0.000011744147,0.0012367149],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998704,0.000021780465,0.000009385,0.000033304652,0.0000348585,0.000030211626],"domain_scores_gemma":[0.9997373,0.00009052637,0.000051241288,0.000026893604,0.00007669382,0.000017266817],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002892069,0.00058672094,0.0003838022,0.0005202368,0.00013950924,0.00034361682,0.00046920768,0.0005355296,0.00055226777],"category_scores_gemma":[0.0008036914,0.00017193232,0.00037322374,0.0002762885,0.00020077125,0.00053387857,0.00033745787,0.0005722735,0.00016469756],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021695415,0.00019680079,0.0077480986,0.000075910226,0.000057534897,0.00015739679,0.000058069603,0.7597528,0.01551032,0.0009231598,0.0012380015,0.21406479],"study_design_scores_gemma":[0.0000013533548,0.00001966816,0.00070857466,0.0000026013188,0.0000027764672,0.000008390035,0.0000045088173,0.9974164,0.0015254224,0.00024584273,0.000062277286,0.0000021723663],"about_ca_topic_score_codex":0.0035862017,"about_ca_topic_score_gemma":0.004878227,"teacher_disagreement_score":0.0035862017,"about_ca_system_score_codex":0.0004191937,"about_ca_system_score_gemma":0.00040444793,"threshold_uncertainty_score":0.0071306825},"labels":[],"label_agreement":null},{"id":"W4409787714","doi":"10.61091/jcmcc127a-511","title":"Design of dynamic scheduling strategy for metering equipment in warehouse environment based on intelligent algorithm","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Metering mode; Warehouse; Computer science; Scheduling (production processes); Real-time computing; Algorithm; Engineering; Operations management; Mechanical engineering; Business","score_opus":0.02206830114205567,"score_gpt":0.25270608724389476,"score_spread":0.2306377861018391,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409787714","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.025741443,0.00021188654,0.9683082,0.00012053293,0.000056671743,0.00008857967,0.000024903236,0.00062112557,0.0048265853],"genre_scores_gemma":[0.81021273,0.0003487372,0.18517612,0.00009112019,0.000042852087,0.0002270547,0.00012492364,0.00006471077,0.0037116883],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99953187,0.000068377776,0.000034237484,0.0001422291,0.00011856472,0.000104826664],"domain_scores_gemma":[0.9997627,0.000056512123,0.000037710695,0.000018898905,0.00009524155,0.00002901907],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044326347,0.00085753616,0.00091331574,0.0007990348,0.0009500413,0.0011771994,0.0013924118,0.000656432,0.0020613265],"category_scores_gemma":[0.00073671807,0.00043953635,0.0006339399,0.0006473137,0.0003899176,0.0012650941,0.00068562693,0.00045991995,0.00031662494],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017824964,0.00016180021,0.0026182854,0.00015862971,0.00006803645,0.000166133,0.00023174203,0.8077612,0.014365463,0.016470717,0.0026167626,0.15520298],"study_design_scores_gemma":[0.00001963651,0.000046471883,0.00020491806,0.0000043286723,0.000012287077,0.000021726994,0.000026295082,0.9964497,0.001023665,0.0013465983,0.000835477,0.000008974924],"about_ca_topic_score_codex":0.00712156,"about_ca_topic_score_gemma":0.0038555614,"teacher_disagreement_score":0.00712156,"about_ca_system_score_codex":0.00092269084,"about_ca_system_score_gemma":0.00145995,"threshold_uncertainty_score":0.014160216},"labels":[],"label_agreement":null},{"id":"W4410282956","doi":"10.18280/i2m.240210","title":"Automatic Control of Hydrostatic Weighing Apparatus in NIS Up to 20kg Based on PLC and HMI Panel","year":2025,"lang":"en","type":"article","venue":"Instrumentation Mesure Métrologie","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Control (management); Hydrostatic equilibrium; Chemistry; Computer science; Analytical Chemistry (journal); Automotive engineering; Materials science; Engineering; Chromatography; Physics; Artificial intelligence","score_opus":0.018257338290949894,"score_gpt":0.25842414576511463,"score_spread":0.24016680747416475,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410282956","genre_codex":"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":[0.2052716,0.00056748226,0.69183433,0.00031028397,0.00032003576,0.0012312307,0.0012138352,0.042722,0.056529243],"genre_scores_gemma":[0.8553464,0.00017967347,0.119532675,0.0001745249,0.000083959145,0.00068291737,0.0009403252,0.00044011208,0.02261948],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989354,0.00009939519,0.00005204904,0.00017143773,0.00066781515,0.00007393429],"domain_scores_gemma":[0.9994074,0.000115036324,0.00005698063,0.00010654961,0.0002774149,0.00003654137],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005438762,0.00058449194,0.00042401568,0.0008571501,0.00040692245,0.00046309287,0.0013006063,0.00030410927,0.011674344],"category_scores_gemma":[0.000704406,0.00030197419,0.00020290841,0.00046130168,0.00033019081,0.0006268319,0.00059371523,0.00041509277,0.0017983383],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00070073624,0.00037116418,0.008895325,0.0006291221,0.000048488033,0.00037998744,0.00056541123,0.010488259,0.537999,0.0063801575,0.0158017,0.4177407],"study_design_scores_gemma":[0.0004492226,0.0013379124,0.05082869,0.00015305849,0.00018811978,0.001872967,0.0002016701,0.239451,0.4992453,0.0034682192,0.20255055,0.00025328147],"about_ca_topic_score_codex":0.001985988,"about_ca_topic_score_gemma":0.0026365784,"teacher_disagreement_score":0.011674344,"about_ca_system_score_codex":0.00054388837,"about_ca_system_score_gemma":0.00083714776,"threshold_uncertainty_score":0.039054573},"labels":[],"label_agreement":null},{"id":"W4411040688","doi":"10.18280/jesa.580408","title":"Advanced SCADA-PLC S7-1200 Communication System for Aeration Unit in Wastewater Treatment Stations","year":2025,"lang":"en","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"SCADA; Aeration; Unit (ring theory); Environmental science; Wastewater; Sewage treatment; Waste management; Computer science; Engineering; Environmental engineering; Electrical engineering; Psychology","score_opus":0.02128355050897942,"score_gpt":0.26204315859674004,"score_spread":0.24075960808776062,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411040688","genre_codex":"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":[0.41509828,0.0007357009,0.5257267,0.00056619657,0.00023773596,0.00087928475,0.0009971976,0.027768983,0.02799],"genre_scores_gemma":[0.9576442,0.00013262151,0.03272192,0.00009735581,0.00004124786,0.00027849703,0.00046578245,0.000089665715,0.008528773],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99939406,0.00014093281,0.000040481336,0.00014035191,0.00024192865,0.000042159016],"domain_scores_gemma":[0.99945074,0.00008661146,0.00007843101,0.00007360011,0.0002795708,0.00003112543],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042886307,0.00046144967,0.00032046047,0.0005960816,0.00040644562,0.0006334519,0.0008697071,0.00044487373,0.00571502],"category_scores_gemma":[0.0006808096,0.00014764222,0.00015651305,0.000543392,0.00022191285,0.00041343924,0.0003213201,0.0003286864,0.0017817772],"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":[0.0015498333,0.00063316897,0.017090257,0.000683844,0.000099173114,0.00083694677,0.00078263145,0.051854387,0.23525,0.0049559637,0.030099614,0.6561642],"study_design_scores_gemma":[0.00065011834,0.0024281917,0.021193726,0.00015004125,0.00017610793,0.0011595461,0.00026246134,0.6624701,0.19447057,0.0025434953,0.11436463,0.00013100941],"about_ca_topic_score_codex":0.0021751153,"about_ca_topic_score_gemma":0.0015514726,"teacher_disagreement_score":0.00571502,"about_ca_system_score_codex":0.00046633347,"about_ca_system_score_gemma":0.0008697564,"threshold_uncertainty_score":0.019118607},"labels":[],"label_agreement":null},{"id":"W4411322511","doi":"10.18280/mmep.120516","title":"Design and Evaluation of a Parallel Manipulator for Interconnected Transmission Tracking","year":2025,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Parallel manipulator; Computer science; Transmission (telecommunications); Manipulator (device); Tracking (education); Control engineering; Engineering; Robot; Telecommunications; Artificial intelligence; Psychology","score_opus":0.0657120379130707,"score_gpt":0.25226556122396376,"score_spread":0.18655352331089306,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411322511","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07644019,0.00027534628,0.9115279,0.00022127668,0.000052549403,0.00041506914,0.00007218869,0.0006032686,0.010392228],"genre_scores_gemma":[0.8058311,0.00024140404,0.18669112,0.000030417264,0.000020038067,0.00037020582,0.000071408314,0.00003452722,0.0067097787],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99967194,0.00007860654,0.000015837119,0.000057749785,0.00014893133,0.000026886613],"domain_scores_gemma":[0.9994178,0.00013465984,0.00013634311,0.00006942201,0.00020522623,0.00003660425],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010598616,0.0006938018,0.00055649446,0.00043302652,0.00059471314,0.00060682825,0.00086375105,0.0011279915,0.0048375847],"category_scores_gemma":[0.0013052827,0.00033116274,0.00037730165,0.00029442218,0.00043613624,0.00056241016,0.00052120193,0.00049085694,0.0006750784],"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":[0.00046075264,0.00023588688,0.0014421863,0.000674579,0.000096695396,0.0004818797,0.00017470928,0.7491343,0.107362494,0.014296918,0.0008301301,0.12480956],"study_design_scores_gemma":[0.00012025996,0.0020732244,0.0012768472,0.000054423894,0.000078883444,0.00024379144,0.00005573663,0.96133786,0.02626785,0.0021161323,0.0063434644,0.0000314818],"about_ca_topic_score_codex":0.0017064568,"about_ca_topic_score_gemma":0.0017449055,"teacher_disagreement_score":0.0048375847,"about_ca_system_score_codex":0.00050709274,"about_ca_system_score_gemma":0.00122701,"threshold_uncertainty_score":0.016183317},"labels":[],"label_agreement":null},{"id":"W4413180468","doi":"10.1109/icet64964.2025.11103318","title":"Application of System in Package Technology in Rf System","year":2025,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Advanced Micro Devices (Canada)","funders":"","keywords":"System in package; Computer science; Radio frequency; Telecommunications","score_opus":0.003476450524860982,"score_gpt":0.19043389652747833,"score_spread":0.18695744600261735,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413180468","genre_codex":"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":[0.059052195,0.034818936,0.7219793,0.0014801222,0.0027087056,0.00023059706,0.00023712621,0.0038603302,0.17563266],"genre_scores_gemma":[0.746168,0.02132649,0.20535685,0.00077917264,0.0009838999,0.00015808958,0.00028789358,0.00039003819,0.02454956],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996716,0.00006565428,0.000019145573,0.000055502936,0.00014160565,0.000046547153],"domain_scores_gemma":[0.999864,0.000024478612,0.000016067985,0.000032576063,0.000054489177,0.000008437659],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028799323,0.0006167717,0.0004940143,0.0005658789,0.00041475633,0.0010871353,0.00059730944,0.0009256948,0.0045559276],"category_scores_gemma":[0.00038174784,0.00027314838,0.00049982086,0.00070192484,0.00045580245,0.0012313883,0.00059216504,0.0006328983,0.0024788845],"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":[0.00025212643,0.00010665774,0.0030159962,0.002346846,0.00017075501,0.0019333834,0.000959937,0.01526585,0.40169823,0.16681512,0.01623478,0.3912003],"study_design_scores_gemma":[0.000073271054,0.0022298056,0.0036102305,0.00027876103,0.00040384685,0.0060846,0.00036377096,0.06661348,0.3604165,0.019671721,0.5401021,0.00015195007],"about_ca_topic_score_codex":0.00039146107,"about_ca_topic_score_gemma":0.00026375108,"teacher_disagreement_score":0.0045559276,"about_ca_system_score_codex":0.00031587988,"about_ca_system_score_gemma":0.00037963435,"threshold_uncertainty_score":0.015241146},"labels":[],"label_agreement":null},{"id":"W4413226556","doi":"10.18280/isi.300618","title":"Automatic Generation of PLC Control Code from Natural Language Requirement Specifications","year":2025,"lang":"en","type":"article","venue":"Ingénierie des systèmes d information","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Programming language; Computer science; Code generation; Code (set theory); Software engineering; Operating system","score_opus":0.0226810178547065,"score_gpt":0.22962209382483828,"score_spread":0.20694107597013178,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413226556","genre_codex":"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":[0.06082244,0.00016424242,0.8501606,0.00046825004,0.00007693425,0.00094932475,0.015873712,0.06466623,0.006818259],"genre_scores_gemma":[0.17090483,0.00028858267,0.7586208,0.00025631237,0.000024302995,0.0010800688,0.059186812,0.005698477,0.003939807],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99817467,0.00043424228,0.00013837467,0.0003927814,0.0007843624,0.000075474025],"domain_scores_gemma":[0.98976034,0.005858076,0.00082577334,0.0014806084,0.0019552012,0.00012001732],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014522278,0.0014176152,0.000409686,0.0018105806,0.00036752527,0.00077885116,0.0011040553,0.00064656895,0.0058156843],"category_scores_gemma":[0.010887349,0.0006118425,0.001148843,0.0008952624,0.0005210695,0.0012148514,0.0010033814,0.0010612711,0.003284213],"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":[0.0008163957,0.0007519117,0.010125058,0.0031663007,0.00017081817,0.002482787,0.0020221765,0.106007844,0.12138609,0.022925224,0.066188276,0.6639571],"study_design_scores_gemma":[0.000196773,0.00037026295,0.004392767,0.00031422294,0.00008911001,0.0011211052,0.0006381924,0.78441364,0.118415914,0.014296306,0.07564025,0.000111555804],"about_ca_topic_score_codex":0.00469346,"about_ca_topic_score_gemma":0.00730591,"teacher_disagreement_score":0.0058156843,"about_ca_system_score_codex":0.0009166792,"about_ca_system_score_gemma":0.0027214123,"threshold_uncertainty_score":0.019455433},"labels":[],"label_agreement":null},{"id":"W4415360009","doi":"10.59934/jaiea.v5i1.1554","title":"Digital Signage Application System at STMIK Kaputama","year":2025,"lang":"","type":"article","venue":"Journal of Artificial Intelligence and Engineering Applications (JAIEA)","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Digital signage; Waterfall model; Signage; Android (operating system); Systems development life cycle; Information system; Process (computing); Class (philosophy)","score_opus":0.013200173676944925,"score_gpt":0.22903351748427023,"score_spread":0.2158333438073253,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415360009","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.32871598,0.002719736,0.23301442,0.0024932807,0.0008114117,0.0024791386,0.0059294356,0.09942623,0.3244103],"genre_scores_gemma":[0.6789251,0.0019779468,0.11914812,0.00045944212,0.00012354342,0.0015616019,0.0086965365,0.0019690548,0.18713866],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993476,0.000115953306,0.00005576281,0.00008469453,0.00029142486,0.00010457641],"domain_scores_gemma":[0.9992092,0.000118067175,0.000061039194,0.00015162323,0.00031161637,0.00014857804],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006992229,0.00038981525,0.000371607,0.0012610368,0.00049964007,0.0017695887,0.0006564335,0.00053653563,0.038745385],"category_scores_gemma":[0.0018145966,0.00024873615,0.0002538234,0.0008067057,0.00019616805,0.0016738318,0.0018479765,0.00084474945,0.026913883],"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":[0.0009947519,0.0007095706,0.008794408,0.0011217978,0.000033779175,0.0024114714,0.0023109098,0.0018486846,0.12028669,0.011943134,0.07562865,0.77391624],"study_design_scores_gemma":[0.00030056215,0.0013183338,0.035288803,0.0006179375,0.00014100425,0.0070249406,0.0023873795,0.036203228,0.14895973,0.00668353,0.76083803,0.00023656864],"about_ca_topic_score_codex":0.000739788,"about_ca_topic_score_gemma":0.00040020628,"teacher_disagreement_score":0.038745385,"about_ca_system_score_codex":0.00038634049,"about_ca_system_score_gemma":0.0013505387,"threshold_uncertainty_score":0.1296162},"labels":[],"label_agreement":null},{"id":"W4415551767","doi":"10.5614/joki.2025.17.2.1","title":"Prototype of 100 ml Measuring Cylinder Pouring Tool using Microcontroller-Based Servo Motor","year":2025,"lang":"","type":"article","venue":"Jurnal Otomasi Kontrol dan Instrumentasi","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Cylinder; Servo; Servomotor; Tilt (camera); Stepper motor; Process (computing); Actuator; Pneumatic cylinder","score_opus":0.023232633982277064,"score_gpt":0.2443079911126051,"score_spread":0.22107535713032803,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415551767","genre_codex":"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":[0.19441344,0.0013458246,0.76825964,0.00047799293,0.00056658464,0.0018384411,0.00059000385,0.01665551,0.01585255],"genre_scores_gemma":[0.63559395,0.00053416914,0.34495464,0.00022672545,0.000072476,0.0009469069,0.0005632309,0.00027954156,0.016828295],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988759,0.00008944262,0.00011217784,0.00020385129,0.00063913077,0.000079563295],"domain_scores_gemma":[0.9991366,0.00019337794,0.00010375543,0.00014153839,0.00036291854,0.00006177955],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006742695,0.00060901087,0.0007505668,0.00058669155,0.00035451053,0.00056154776,0.0027015822,0.0008148774,0.005319813],"category_scores_gemma":[0.0011929219,0.00049787055,0.00035985463,0.00037840984,0.00029268948,0.0007526026,0.0005405634,0.00047739563,0.0014672099],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005408449,0.00032683427,0.0032648102,0.0020305314,0.00005683633,0.0010500216,0.0003728276,0.008996931,0.6683278,0.0030557227,0.0060871113,0.30588976],"study_design_scores_gemma":[0.0005817113,0.005495677,0.020490298,0.00027770465,0.00024273882,0.006970826,0.00023238169,0.14492202,0.6847646,0.0014758485,0.1342555,0.0002906833],"about_ca_topic_score_codex":0.00061078934,"about_ca_topic_score_gemma":0.00046909702,"teacher_disagreement_score":0.005319813,"about_ca_system_score_codex":0.00025464708,"about_ca_system_score_gemma":0.0008071686,"threshold_uncertainty_score":0.017796516},"labels":[],"label_agreement":null},{"id":"W4416288732","doi":"10.1007/978-3-032-09694-4_2","title":"Intelligent Multi-channel Fan Control System for Data Center Power Containers Using Siemens PLC","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in networks and systems","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Siemens; Container (type theory); Data center; Power (physics); Electric power; Control system; Electrical wiring; Control unit; Energy consumption","score_opus":0.03723536540130078,"score_gpt":0.2483789431061725,"score_spread":0.21114357770487174,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416288732","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.122364804,0.0010048783,0.787706,0.000381873,0.00044929428,0.00024806426,0.00032820046,0.033053704,0.054463275],"genre_scores_gemma":[0.93927735,0.00024711093,0.036225114,0.00018452537,0.00012332042,0.00006840885,0.0002630738,0.0002910679,0.023320079],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9997352,0.000034534267,0.000012785249,0.00008101206,0.00009788073,0.00003867326],"domain_scores_gemma":[0.99985576,0.000028302018,0.000011246883,0.000023205197,0.000069651214,0.000011927481],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027174805,0.00059576525,0.0005033368,0.00056418625,0.00052423147,0.0006832614,0.00086129655,0.0003585544,0.0073165973],"category_scores_gemma":[0.00018965988,0.00021273152,0.00026658335,0.00037603878,0.00020745341,0.00062044006,0.0002929265,0.0003391254,0.001320289],"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":[0.0011701335,0.00036835935,0.003652304,0.0003381039,0.00006797627,0.0004242731,0.00044735713,0.029901503,0.21916096,0.0050704223,0.03900703,0.70039165],"study_design_scores_gemma":[0.00033358767,0.0012761097,0.009348006,0.0001387474,0.00031739066,0.00088772306,0.00026322374,0.6439685,0.23819861,0.0035839728,0.101506874,0.00017728572],"about_ca_topic_score_codex":0.0026365647,"about_ca_topic_score_gemma":0.0033336466,"teacher_disagreement_score":0.0073165973,"about_ca_system_score_codex":0.00043000214,"about_ca_system_score_gemma":0.0005949189,"threshold_uncertainty_score":0.024476409},"labels":[],"label_agreement":null},{"id":"W54930600","doi":"10.22260/isarc2013/0018","title":"Modules for the Underground Mine","year":2013,"lang":"en","type":"article","venue":"Proceedings of the ... ISARC","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science; Flexibility (engineering); Spare part; Automation; Modular design; Software engineering; Systems engineering; Engineering; Operating system; Operations management; Mechanical engineering","score_opus":0.01339718664525564,"score_gpt":0.1887970414847279,"score_spread":0.17539985483947226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W54930600","genre_codex":"other","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.024032047,0.008475782,0.3271231,0.005776353,0.0045360676,0.00056021987,0.0033686326,0.032793906,0.5933339],"genre_scores_gemma":[0.12737685,0.005878522,0.09852559,0.0024015896,0.0016423643,0.00036183945,0.006753176,0.010059272,0.7470008],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995863,0.000053838325,0.000021701408,0.00005700023,0.00021440431,0.000066854416],"domain_scores_gemma":[0.9995832,0.000043565142,0.000027232536,0.00010305295,0.00014198068,0.00010091459],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043101597,0.00090759556,0.00033993137,0.0009684755,0.0006773023,0.001862408,0.00087983755,0.0012019977,0.15182741],"category_scores_gemma":[0.0008707254,0.00034398356,0.0005873255,0.00089102826,0.0005322194,0.0032580534,0.0029205435,0.0011170673,0.057760734],"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":[0.00014886081,0.00008367969,0.0011882802,0.0006535797,0.000025539539,0.0005093796,0.0008181063,0.0015468327,0.031851776,0.09661288,0.35617313,0.51038796],"study_design_scores_gemma":[0.0000056142458,0.0000281797,0.00048562913,0.00004139281,0.0000064605338,0.00033859123,0.00005183233,0.00033625154,0.002018509,0.003494551,0.9931837,0.000009195598],"about_ca_topic_score_codex":0.00055142015,"about_ca_topic_score_gemma":0.00080490735,"teacher_disagreement_score":0.15182741,"about_ca_system_score_codex":0.00052445434,"about_ca_system_score_gemma":0.000668652,"threshold_uncertainty_score":0.5079133},"labels":[],"label_agreement":null},{"id":"W579893814","doi":"","title":"INDIN 2003 : International Conference on Industrial Informatics : proceedings : August 21-24, 2003, Banff, Alberta, Canada","year":2003,"lang":"en","type":"book","venue":"IEEE eBooks","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geography; Library science; Informatics; Political science; Computer science","score_opus":0.02608710502150316,"score_gpt":0.19791618959770294,"score_spread":0.17182908457619978,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W579893814","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009154294,0.052930977,0.043879174,0.006250648,0.013551244,0.00032250996,0.0076818876,0.010376909,0.8558523],"genre_scores_gemma":[0.0058740685,0.01195836,0.007256585,0.00024383074,0.00026677456,0.00004061846,0.005046223,0.0006511833,0.96866244],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995296,0.00003083614,0.0000134093,0.00005699678,0.00028041773,0.000088741835],"domain_scores_gemma":[0.99895465,0.00009001919,0.000014804301,0.00007631382,0.0006361333,0.0002280921],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010024374,0.0013218637,0.0014556665,0.0017391482,0.001568973,0.004921121,0.0012892307,0.0008096,0.14328368],"category_scores_gemma":[0.0010060128,0.00040511414,0.00046466198,0.0031912723,0.00071618694,0.001566119,0.0010982639,0.0015910956,0.06673548],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000081664475,0.00005613263,0.00039466584,0.00017525638,0.000010941675,0.00004774421,0.00013578833,0.00042842867,0.001321619,0.0033326175,0.83627427,0.1577408],"study_design_scores_gemma":[0.000009403337,0.000019344676,0.0020693254,0.000149422,0.00001859478,0.00010224301,0.00022915099,0.0013482395,0.00085375144,0.0012449637,0.99393964,0.000015808326],"about_ca_topic_score_codex":0.2646099,"about_ca_topic_score_gemma":0.50807434,"teacher_disagreement_score":0.73539007,"about_ca_system_score_codex":0.0044806995,"about_ca_system_score_gemma":0.009817398,"threshold_uncertainty_score":0.5261394},"labels":[],"label_agreement":null},{"id":"W6893206125","doi":"10.5281/zenodo.14992374","title":"From Relay-Based to DCS-Based Control: Technological Advancement in Industrial Automation.","year":2013,"lang":"en","type":"article","venue":"Open MIND","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Impact","funders":"","keywords":"Automation; Industrial control system; Control system; Microprocessor; Programmable logic controller; Relay; Control (management); Supervisory control","score_opus":0.035082884392821395,"score_gpt":0.25683838906923734,"score_spread":0.22175550467641594,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6893206125","genre_codex":"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":[0.070834905,0.17795408,0.4945341,0.013320356,0.0020724027,0.00016665338,0.00014303076,0.0019218279,0.23905258],"genre_scores_gemma":[0.726792,0.09489577,0.14652768,0.0020792673,0.0017138757,0.00008350864,0.00014080536,0.00013271817,0.02763458],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991258,0.0001343732,0.000043544456,0.00015232565,0.0005004564,0.000043490254],"domain_scores_gemma":[0.99916565,0.00028972642,0.00010487534,0.00010077417,0.00025742446,0.00008168658],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009109948,0.00038780537,0.00023906014,0.0008862274,0.00037878175,0.0019067852,0.00066648255,0.0011401528,0.0031885656],"category_scores_gemma":[0.0015339289,0.00016018678,0.00021485516,0.0012304778,0.0015589916,0.0030324056,0.0014355581,0.000984747,0.0010893258],"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":[0.00016557598,0.00011139061,0.0014201923,0.00066962093,0.000025634676,0.0002219022,0.00080802676,0.003868265,0.01557068,0.19285177,0.008451989,0.7758349],"study_design_scores_gemma":[0.000074539515,0.00087311695,0.006087366,0.0008720958,0.00008294923,0.0024190107,0.0010369213,0.040026963,0.03190684,0.17772095,0.7387762,0.00012305721],"about_ca_topic_score_codex":0.00085872307,"about_ca_topic_score_gemma":0.0005663875,"teacher_disagreement_score":0.0031885656,"about_ca_system_score_codex":0.000947197,"about_ca_system_score_gemma":0.0008637967,"threshold_uncertainty_score":0.010666847},"labels":[],"label_agreement":null},{"id":"W6989405376","doi":"","title":"Automatización del sistema de manejo de grano de la industria cervecera para la obtención de malta","year":2005,"lang":"es","type":"dissertation","venue":"Maestría en Control de Operaciones y Gestión Logística (Escuela Superior Politécnica del Litoral)","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Prospection; Ghosting; Quarter (Canadian coin)","score_opus":0.009405280766801444,"score_gpt":0.2667597710035598,"score_spread":0.2573544902367584,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6989405376","genre_codex":"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":[0.40216327,0.001827558,0.53572553,0.0008128571,0.00038952692,0.00065988454,0.0013949827,0.015298502,0.041727833],"genre_scores_gemma":[0.7853811,0.0011386317,0.14413896,0.0001263169,0.00003910903,0.00024745901,0.001212621,0.00063609035,0.06707973],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999691,0.000031789186,0.00001536471,0.00008638313,0.00013075321,0.00004477315],"domain_scores_gemma":[0.999572,0.000068685746,0.000030944742,0.000058600006,0.00024211507,0.000027664873],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004940072,0.0006599812,0.000605957,0.0007328874,0.00092765986,0.0016048966,0.0006934194,0.00051055837,0.010150888],"category_scores_gemma":[0.000915811,0.00039323038,0.00050347834,0.00071477145,0.0002962459,0.00087338476,0.00062294875,0.0004888267,0.003787132],"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":[0.0013763175,0.0001844276,0.013785946,0.00055283844,0.00006932987,0.00054585893,0.0018093645,0.026820365,0.35256264,0.0056120125,0.012835218,0.5838457],"study_design_scores_gemma":[0.00016833101,0.00076060515,0.042508353,0.00020982724,0.00026442565,0.00063646655,0.002266908,0.29081568,0.47018492,0.0032249938,0.18875414,0.00020533793],"about_ca_topic_score_codex":0.019346422,"about_ca_topic_score_gemma":0.022668513,"teacher_disagreement_score":0.019346422,"about_ca_system_score_codex":0.00093665044,"about_ca_system_score_gemma":0.0017652846,"threshold_uncertainty_score":0.038467586},"labels":[],"label_agreement":null},{"id":"W7009214772","doi":"","title":"Diseño e implementación de un sistema de control automático para la máquina purificadora de aceite WSK KRAKOW de LAVAL, tipo MPAX 207 - 24s de la Central Térmica Guangopolo TERMOPICHINCHA","year":2010,"lang":"es","type":"dissertation","venue":"Repositorio Institucional de la Universidad de las Fuerzas Armadas ESPE (Universidad de las Fuerzas Armadas ESPE)","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Control system; Limiting; Independence (probability theory)","score_opus":0.004926661635611642,"score_gpt":0.2534201428927635,"score_spread":0.24849348125715184,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7009214772","genre_codex":"empirical","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5574381,0.0011016283,0.37829432,0.000498791,0.00014586563,0.0009619465,0.0008045028,0.008205209,0.052549645],"genre_scores_gemma":[0.903924,0.00051528617,0.059112538,0.00010446443,0.000029129567,0.00032224017,0.00088961027,0.00018407786,0.034918714],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994404,0.000047145375,0.000030829975,0.00011904206,0.0002944446,0.000068106514],"domain_scores_gemma":[0.9996043,0.000056838897,0.000036689835,0.00005990259,0.00020139055,0.00004094136],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00059186766,0.0004459539,0.00038109222,0.00043615326,0.00057952496,0.0011042762,0.00085307215,0.00037259646,0.0034382446],"category_scores_gemma":[0.00046766628,0.0002099974,0.00042724193,0.00033044245,0.00037230586,0.000591179,0.0007069046,0.0004980144,0.0008397276],"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":[0.0009513766,0.00029594084,0.032972254,0.000755178,0.00011592549,0.00077807874,0.001352876,0.032485884,0.4868961,0.004893488,0.004248285,0.4342546],"study_design_scores_gemma":[0.00028456489,0.0025608812,0.14244533,0.00025850593,0.00046292454,0.000776752,0.0016179394,0.2612576,0.42032132,0.0020949538,0.16768508,0.00023414253],"about_ca_topic_score_codex":0.025187058,"about_ca_topic_score_gemma":0.026380762,"teacher_disagreement_score":0.025187058,"about_ca_system_score_codex":0.00088363833,"about_ca_system_score_gemma":0.0019221251,"threshold_uncertainty_score":0.050080895},"labels":[],"label_agreement":null},{"id":"W7009270850","doi":"","title":"Diseño de Sistema Automático de Distribución de Agua Purificada ern Laboratorios Farmacéuticos Markos S.A- Ate – Lima","year":2018,"lang":"es","type":"dissertation","venue":"renati","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Raspberry pi; Greenhouse","score_opus":0.007740923857988366,"score_gpt":0.24582016806379267,"score_spread":0.2380792442058043,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7009270850","genre_codex":"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":[0.27408147,0.0048077055,0.65184075,0.0020461236,0.0006257058,0.0011261641,0.0010860199,0.021621654,0.04276433],"genre_scores_gemma":[0.74731094,0.0021215058,0.1650937,0.0009217929,0.00016527245,0.00058429275,0.0014810909,0.00051493436,0.081806436],"study_design_codex":"bench_or_experimental","study_design_gemma":"design_other","domain_scores_codex":[0.9982072,0.00013310538,0.00011171373,0.00042283072,0.001030792,0.00009434246],"domain_scores_gemma":[0.99871826,0.0002810481,0.00014210546,0.000109446344,0.00067779084,0.00007134481],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016148722,0.00064837415,0.00067273935,0.0010268522,0.0007216123,0.002384516,0.0014480719,0.000902288,0.0073177093],"category_scores_gemma":[0.0016096138,0.00064673874,0.00047717066,0.00060974556,0.0003743241,0.0013315171,0.0006357878,0.00069480226,0.0035266778],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011991694,0.00041204944,0.009951088,0.0008484749,0.00006950682,0.00047303646,0.00047175653,0.004701197,0.6115558,0.0033806635,0.0067369617,0.3602003],"study_design_scores_gemma":[0.00017305117,0.001655057,0.015673287,0.00016444863,0.00023386173,0.00089161005,0.00019426797,0.094305,0.7884955,0.00093883515,0.09713646,0.00013864599],"about_ca_topic_score_codex":0.0055525103,"about_ca_topic_score_gemma":0.005122346,"teacher_disagreement_score":0.0073177093,"about_ca_system_score_codex":0.0009787799,"about_ca_system_score_gemma":0.001880013,"threshold_uncertainty_score":0.024480224},"labels":[],"label_agreement":null},{"id":"W7039205410","doi":"","title":"Learning for real : testimonies on the stakes and conditions for quality pupil development : summary of the 1984-1985 annual report on the state and needs of education in Québec","year":2015,"lang":"en","type":"other","venue":"Bibliothèque et Archives nationales du Québec (Québec government)","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Pupil; Annual report; Quality (philosophy); State (computer science); Needs assessment; Duration (music)","score_opus":0.01800083758613869,"score_gpt":0.24547124925344016,"score_spread":0.22747041166730148,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7039205410","genre_codex":"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":[0.2631377,0.023354942,0.0017466856,0.27854317,0.0029329944,0.0005781655,0.012625478,0.00014406859,0.41693678],"genre_scores_gemma":[0.7583087,0.008832209,0.00078430836,0.0148982005,0.00043748898,0.00016487649,0.0013328831,0.000052637817,0.21518865],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9960508,0.0008293644,0.00022013938,0.00014856942,0.0016809958,0.0010701958],"domain_scores_gemma":[0.98806804,0.0042563193,0.0008688478,0.00038067027,0.0053405915,0.0010855414],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0066847187,0.00025567567,0.00027613947,0.0019152425,0.00860211,0.0032917557,0.0012433348,0.0035135979,0.010100589],"category_scores_gemma":[0.028637245,0.00031745856,0.00024284079,0.002411269,0.0017328011,0.0014008938,0.0015890336,0.003710604,0.0008933464],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015094936,0.00008127645,0.031899005,0.0006828236,0.000031001004,0.002561154,0.05349614,0.00047140082,0.00075592607,0.03605288,0.7946096,0.07920786],"study_design_scores_gemma":[0.00003075208,0.000043108837,0.18497352,0.0015006711,0.000048289512,0.00063441024,0.10340037,0.0003477485,0.0018739669,0.00225113,0.70477736,0.00011871818],"about_ca_topic_score_codex":0.89743197,"about_ca_topic_score_gemma":0.9674674,"teacher_disagreement_score":0.97242934,"about_ca_system_score_codex":0.02757066,"about_ca_system_score_gemma":0.051986434,"threshold_uncertainty_score":0.20634413},"labels":[],"label_agreement":null},{"id":"W7095507463","doi":"","title":"by the Minister of Transport, 2014.","year":2014,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Prime minister; Legislation; Work (physics)","score_opus":0.005783865621522632,"score_gpt":0.1709291602492336,"score_spread":0.16514529462771096,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7095507463","genre_codex":"other","genre_gemma":"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":[0.0013462966,0.006376079,0.0012878167,0.018385861,0.008304448,0.0003295647,0.101009116,0.0010945501,0.8618662],"genre_scores_gemma":[0.0050247675,0.0026907378,0.00084919954,0.0027558804,0.00021640788,0.00016808117,0.021938495,0.00032963802,0.96602684],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987984,0.00009302456,0.000068406356,0.00020493225,0.00054842926,0.00028678158],"domain_scores_gemma":[0.9987845,0.00006338858,0.00005707718,0.00014624863,0.0007899312,0.00015897545],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0011568597,0.0011290369,0.00065329357,0.0015080753,0.0013299088,0.004283015,0.0020419213,0.003953993,0.21025953],"category_scores_gemma":[0.003165016,0.0005811271,0.00053215906,0.0028036518,0.00054029835,0.0028842909,0.0018736246,0.0039205533,0.17505215],"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":[0.00013331,0.000035877165,0.00025523454,0.00020353809,0.000008406662,0.00004355319,0.000042865446,0.00008344443,0.0002997785,0.019378068,0.95601314,0.023502715],"study_design_scores_gemma":[0.000012187071,0.000010137942,0.0007923343,0.0000896956,0.000004175505,0.000021238196,0.000040915213,0.000036248803,0.00009366282,0.0005534696,0.9983412,0.0000046966616],"about_ca_topic_score_codex":0.15611239,"about_ca_topic_score_gemma":0.13193232,"teacher_disagreement_score":0.78974044,"about_ca_system_score_codex":0.005242125,"about_ca_system_score_gemma":0.0154712945,"threshold_uncertainty_score":0.7033882},"labels":[],"label_agreement":null},{"id":"W7100027986","doi":"","title":"Christchurch, New Zealand The accuracy of MUREAU residential market forecasts","year":2002,"lang":"en","type":"article","venue":"","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Real estate; Property market; Quarter (Canadian coin); Position (finance); Property (philosophy); Residential property; Bridge (graph theory); Market research","score_opus":0.01889026254403572,"score_gpt":0.20563957555186313,"score_spread":0.1867493130078274,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7100027986","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7650941,0.010226896,0.010179654,0.0088467505,0.0007575464,0.00033656525,0.033569418,0.0010769976,0.16991213],"genre_scores_gemma":[0.96973866,0.0018846431,0.0030282056,0.0001716582,0.00009229179,0.00005683568,0.0069250204,0.00008029721,0.018022398],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9966288,0.0004953832,0.00024056264,0.0005208966,0.0019675964,0.00014674172],"domain_scores_gemma":[0.9837218,0.004890966,0.0022747752,0.0013261377,0.0073832795,0.00040303147],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003670285,0.00034454415,0.00034883496,0.0014526525,0.0006376654,0.0021764,0.0007234335,0.0004307708,0.009460151],"category_scores_gemma":[0.035650767,0.00020801397,0.00019832673,0.00200699,0.000377133,0.0013186095,0.00074691215,0.0005440927,0.002234421],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012271176,0.00009482955,0.3744033,0.0006963717,0.00028582432,0.0007821264,0.0043583605,0.020022381,0.0022721465,0.002020014,0.1388225,0.45501503],"study_design_scores_gemma":[0.000086748296,0.00021768003,0.8640666,0.00038517517,0.00009040963,0.00027225964,0.0030724015,0.02833047,0.0021582234,0.0010887313,0.100116126,0.00011511874],"about_ca_topic_score_codex":0.57764715,"about_ca_topic_score_gemma":0.5814855,"teacher_disagreement_score":0.57764715,"about_ca_system_score_codex":0.0035870862,"about_ca_system_score_gemma":0.0018624982,"threshold_uncertainty_score":0.8496803},"labels":[],"label_agreement":null},{"id":"W7163760495","doi":"10.5281/zenodo.20568311","title":"The Rise of Embedded Web Servers in Industrial Programmable Logic Controllers (PLCs)","year":2014,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Impact","funders":"","keywords":"Programmable logic controller; Industrial control system; Automation; Server; Programmable logic device; Ethernet; Software; Fieldbus; Legacy system","score_opus":0.030050795950631905,"score_gpt":0.21149439564981945,"score_spread":0.18144359969918755,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7163760495","genre_codex":"empirical","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8247469,0.006118658,0.055461064,0.017167192,0.00045443905,0.00007195332,0.00033842874,0.0024946523,0.09314668],"genre_scores_gemma":[0.971474,0.0015295947,0.014912377,0.0014955358,0.00026999105,0.000019745763,0.00024916042,0.0003468695,0.009702799],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.997752,0.000497306,0.000101296944,0.00046958379,0.0008782816,0.00030144586],"domain_scores_gemma":[0.98805153,0.0050467686,0.0016874139,0.001201672,0.002968188,0.0010445007],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0028011415,0.00031836962,0.00019818646,0.0016909031,0.00096770667,0.0055374145,0.0010658818,0.0021397918,0.005174246],"category_scores_gemma":[0.0065796375,0.0005103795,0.00025001817,0.0017543097,0.0020818203,0.0072691133,0.0025367988,0.0034894082,0.001849468],"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":[0.000507971,0.0007138344,0.11143105,0.00058699213,0.000075265,0.00563366,0.007525083,0.013157357,0.03075572,0.34316543,0.04186362,0.44458398],"study_design_scores_gemma":[0.000092398084,0.00075148453,0.122871935,0.0012563376,0.00012800608,0.0092056645,0.0114924405,0.13280243,0.047653344,0.081470825,0.5920176,0.00025760275],"about_ca_topic_score_codex":0.0020093895,"about_ca_topic_score_gemma":0.0012629132,"teacher_disagreement_score":0.0055374145,"about_ca_system_score_codex":0.0015095824,"about_ca_system_score_gemma":0.0009014412,"threshold_uncertainty_score":0.017309606},"labels":[],"label_agreement":null},{"id":"W7163769532","doi":"10.5281/zenodo.20568312","title":"The Rise of Embedded Web Servers in Industrial Programmable Logic Controllers (PLCs)","year":2014,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Impact","funders":"","keywords":"Programmable logic controller; Industrial control system; Automation; Server; Programmable logic device; Ethernet; Software; Fieldbus; Legacy system","score_opus":0.030050795950631905,"score_gpt":0.21149439564981945,"score_spread":0.18144359969918755,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7163769532","genre_codex":"empirical","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8247469,0.006118658,0.055461064,0.017167192,0.00045443905,0.00007195332,0.00033842874,0.0024946523,0.09314668],"genre_scores_gemma":[0.971474,0.0015295947,0.014912377,0.0014955358,0.00026999105,0.000019745763,0.00024916042,0.0003468695,0.009702799],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.997752,0.000497306,0.000101296944,0.00046958379,0.0008782816,0.00030144586],"domain_scores_gemma":[0.98805153,0.0050467686,0.0016874139,0.001201672,0.002968188,0.0010445007],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0028011415,0.00031836962,0.00019818646,0.0016909031,0.00096770667,0.0055374145,0.0010658818,0.0021397918,0.005174246],"category_scores_gemma":[0.0065796375,0.0005103795,0.00025001817,0.0017543097,0.0020818203,0.0072691133,0.0025367988,0.0034894082,0.001849468],"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":[0.000507971,0.0007138344,0.11143105,0.00058699213,0.000075265,0.00563366,0.007525083,0.013157357,0.03075572,0.34316543,0.04186362,0.44458398],"study_design_scores_gemma":[0.000092398084,0.00075148453,0.122871935,0.0012563376,0.00012800608,0.0092056645,0.0114924405,0.13280243,0.047653344,0.081470825,0.5920176,0.00025760275],"about_ca_topic_score_codex":0.0020093895,"about_ca_topic_score_gemma":0.0012629132,"teacher_disagreement_score":0.0055374145,"about_ca_system_score_codex":0.0015095824,"about_ca_system_score_gemma":0.0009014412,"threshold_uncertainty_score":0.017309606},"labels":[],"label_agreement":null},{"id":"W7165011137","doi":"10.5281/zenodo.20727773","title":"Role of Electrical Automation in Improving Factory Safety Standards","year":2021,"lang":"en","type":"article","venue":"Open MIND","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Impact","funders":"","keywords":"Automation; Hazardous waste; Factory (object-oriented programming); Safety standards; Intrinsic safety; Hazard; System safety; Human error; Situation awareness","score_opus":0.01187897561079622,"score_gpt":0.2477047249588371,"score_spread":0.23582574934804088,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7165011137","genre_codex":"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":[0.185567,0.020625928,0.48234087,0.041682165,0.002360779,0.00030759737,0.0001930644,0.0022431584,0.2646794],"genre_scores_gemma":[0.8809924,0.005338097,0.10037068,0.002559268,0.0006547531,0.00013812793,0.0002300983,0.00032552166,0.009390974],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.97957075,0.007549608,0.0014645286,0.0014881139,0.009287274,0.0006396503],"domain_scores_gemma":[0.94538337,0.015606754,0.008404107,0.008700707,0.020876836,0.0010281624],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.023803132,0.0005251226,0.00028232625,0.002603693,0.0011020373,0.005508924,0.0020292685,0.0014871131,0.003415159],"category_scores_gemma":[0.033140633,0.00029921898,0.000353287,0.0016348602,0.0029637686,0.0043100994,0.0028886828,0.0022473563,0.0007600497],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011683634,0.00029764953,0.01837008,0.0008988644,0.00007283052,0.00018050584,0.0021395152,0.032620136,0.0076348665,0.29930058,0.012368166,0.626],"study_design_scores_gemma":[0.0000634338,0.0014816012,0.038315307,0.0029972796,0.000098336684,0.00060384185,0.0037705132,0.031506553,0.033924177,0.22807562,0.65891826,0.0002450792],"about_ca_topic_score_codex":0.0017865007,"about_ca_topic_score_gemma":0.0011868678,"teacher_disagreement_score":0.023803132,"about_ca_system_score_codex":0.0032616106,"about_ca_system_score_gemma":0.003912251,"threshold_uncertainty_score":0.12588447},"labels":[],"label_agreement":null},{"id":"W7165048586","doi":"10.5281/zenodo.20727772","title":"Role of Electrical Automation in Improving Factory Safety Standards","year":2021,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Impact","funders":"","keywords":"Automation; Hazardous waste; Factory (object-oriented programming); Safety standards; Intrinsic safety; Hazard; System safety; Human error; Situation awareness","score_opus":0.01174972869548263,"score_gpt":0.2082194086431389,"score_spread":0.19646967994765627,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7165048586","genre_codex":"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":[0.185567,0.020625928,0.48234087,0.041682165,0.002360779,0.00030759737,0.0001930644,0.0022431584,0.2646794],"genre_scores_gemma":[0.8809924,0.005338097,0.10037068,0.002559268,0.0006547531,0.00013812793,0.0002300983,0.00032552166,0.009390974],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.97957075,0.007549608,0.0014645286,0.0014881139,0.009287274,0.0006396503],"domain_scores_gemma":[0.94538337,0.015606754,0.008404107,0.008700707,0.020876836,0.0010281624],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.023803132,0.0005251226,0.00028232625,0.002603693,0.0011020373,0.005508924,0.0020292685,0.0014871131,0.003415159],"category_scores_gemma":[0.033140633,0.00029921898,0.000353287,0.0016348602,0.0029637686,0.0043100994,0.0028886828,0.0022473563,0.0007600497],"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":[0.00011683634,0.00029764953,0.01837008,0.0008988644,0.00007283052,0.00018050584,0.0021395152,0.032620136,0.0076348665,0.29930058,0.012368166,0.626],"study_design_scores_gemma":[0.0000634338,0.0014816012,0.038315307,0.0029972796,0.000098336684,0.00060384185,0.0037705132,0.031506553,0.033924177,0.22807562,0.65891826,0.0002450792],"about_ca_topic_score_codex":0.0017865007,"about_ca_topic_score_gemma":0.0011868678,"teacher_disagreement_score":0.023803132,"about_ca_system_score_codex":0.0032616106,"about_ca_system_score_gemma":0.003912251,"threshold_uncertainty_score":0.12588447},"labels":[],"label_agreement":null},{"id":"W967968445","doi":"","title":"Alfa Laval MMPX 304与Westfalia OSD 6-0136全自动排渣式分油机的介绍","year":2010,"lang":"ja","type":"article","venue":"中国水运：下半月","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Waste management; Engineering","score_opus":0.00966652293976375,"score_gpt":0.21008751568738798,"score_spread":0.20042099274762423,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W967968445","genre_codex":"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":[0.1242094,0.008361172,0.0093593635,0.012899745,0.0012719359,0.00035336893,0.005451898,0.0010024457,0.8370907],"genre_scores_gemma":[0.372278,0.0031287994,0.013889649,0.0005787965,0.00024236669,0.00020324848,0.0025784154,0.00017877767,0.606922],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993818,0.00006137594,0.000023232184,0.00010230139,0.0002725985,0.00015875469],"domain_scores_gemma":[0.9995334,0.00005581862,0.000054508528,0.00005193245,0.00023871596,0.0000657022],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006305547,0.0003704613,0.00027623688,0.0010655228,0.0017122119,0.0036527922,0.0007064517,0.0010211816,0.033346277],"category_scores_gemma":[0.00082805153,0.00021918862,0.00030050546,0.0009792523,0.001048315,0.0009232361,0.0010279792,0.0008039721,0.009924028],"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":[0.0025035376,0.00017312415,0.0112965545,0.0006018989,0.00007503125,0.00095423916,0.002448004,0.0041551185,0.035103623,0.18870862,0.1772718,0.57670844],"study_design_scores_gemma":[0.00007640351,0.00014784352,0.015271094,0.00009795474,0.000022250531,0.00022995198,0.00068534183,0.00063463324,0.009162194,0.003509288,0.970131,0.000032129963],"about_ca_topic_score_codex":0.1236507,"about_ca_topic_score_gemma":0.10424522,"teacher_disagreement_score":0.1236507,"about_ca_system_score_codex":0.006167498,"about_ca_system_score_gemma":0.0049024248,"threshold_uncertainty_score":0.24586195},"labels":[],"label_agreement":null}]}