{"meta":{"query_hash":"be7eeb815438","filters":{"venue":"Asian Control Conference"},"cohort_total":16,"direct_labels_cover":0,"predictions_cover":16,"exported":16,"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/be7eeb815438","api":"https://metacan.xera.ac/api/v1/cohort?venue=Asian+Control+Conference"},"results":[{"id":"W1506372962","doi":"","title":"Iterative learning strategy for a class of nonlinear controllers applied to constrained batch processes","year":2004,"lang":"en","type":"article","venue":"Asian Control Conference","topic":"Iterative Learning 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":"McMaster University","funders":"","keywords":"Iterative learning control; Computer science; Trajectory; Convergence (economics); Process (computing); Mathematical optimization; Nonlinear system; Control theory (sociology); Exploit; Batch processing; Class (philosophy); Scheme (mathematics); Iterative method; Control (management); Iterative and incremental development; Algorithm; Artificial intelligence; Mathematics","score_opus":0.013350795556624096,"score_gpt":0.23799435647889894,"score_spread":0.22464356092227483,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1506372962","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.032649543,0.00020768998,0.9224476,0.001129678,0.00026744496,0.004078067,0.00022215689,0.00059536734,0.038402457],"genre_scores_gemma":[0.99650687,0.0000032240491,0.0023370362,0.00013724093,0.00017243571,0.000576126,0.00003183401,0.000068250185,0.00016696083],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979761,0.00007749836,0.0006713086,0.0004264034,0.00026422192,0.0005844238],"domain_scores_gemma":[0.99829644,0.00037354723,0.00018880039,0.00023861756,0.00070479285,0.00019779315],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00031430853,0.00041889475,0.0009097422,0.00019436666,0.00012683426,0.00016257926,0.00030243365,0.00016790812,0.000034747653],"category_scores_gemma":[0.00044639545,0.0004110679,0.000118295146,0.00032873114,0.000116651834,0.00017284983,0.00001558714,0.0003539778,0.000034464698],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010235902,0.00009899631,0.00032144622,0.00078094815,0.000740032,0.00001564547,0.008062905,0.8024751,0.13875419,0.032292735,0.000086688815,0.015347702],"study_design_scores_gemma":[0.11965468,0.0074749594,0.0024924453,0.0026709854,0.00072048994,0.00007271551,0.018483017,0.75517225,0.050503857,0.0046773986,0.032679334,0.005397865],"about_ca_topic_score_codex":0.000017856788,"about_ca_topic_score_gemma":0.0001108653,"teacher_disagreement_score":0.96385735,"about_ca_system_score_codex":0.00010802276,"about_ca_system_score_gemma":0.00040371643,"threshold_uncertainty_score":0.9998341},"labels":[],"label_agreement":null},{"id":"W1544303994","doi":"","title":"Further studies of time optimal control for a dielectrophoretic system","year":2009,"lang":"en","type":"article","venue":"Asian Control Conference","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo; Natural Sciences and Engineering Research Council of Canada","funders":"","keywords":"Dipole; Electric field; Moment (physics); Particle (ecology); Voltage; Physics; Charged particle; Position (finance); Mechanics; Reynolds number; Electric dipole moment; Electrode; Control theory (sociology); Classical mechanics; Computer science; Control (management); Quantum mechanics; Ion","score_opus":0.011227436793465809,"score_gpt":0.21865689268638672,"score_spread":0.20742945589292092,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1544303994","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21409164,0.021546183,0.7445659,0.0053757727,0.00048271523,0.0027812272,0.00022700518,0.0033314624,0.0075980895],"genre_scores_gemma":[0.9986623,0.000121034245,0.0010102317,0.000052927357,0.00004530807,0.000024848354,0.0000022189226,0.00001689522,0.00006424396],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990449,0.00002370309,0.0003036227,0.00018775785,0.00009937569,0.0003406435],"domain_scores_gemma":[0.9993551,0.00009777664,0.00006688111,0.00026081572,0.00018227725,0.000037141792],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013874899,0.00020986452,0.000538919,0.00007881272,0.000044020013,0.000021865173,0.00020856796,0.00012678921,0.000008624872],"category_scores_gemma":[0.000083716535,0.00017434702,0.00010198321,0.00008561343,0.00012218728,0.000042376458,0.0000087266335,0.000106826694,0.000017496084],"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":[0.00027030846,0.00003732138,0.000047471087,0.00023734457,0.00049235864,0.00001755374,0.0005318195,0.00018458713,0.9290226,0.016956128,0.0038717964,0.048330717],"study_design_scores_gemma":[0.023303501,0.006304383,0.0022015925,0.0018540366,0.0014875697,0.00018478827,0.007781448,0.5985204,0.34194922,0.007409555,0.0061104316,0.0028930302],"about_ca_topic_score_codex":0.0000017079374,"about_ca_topic_score_gemma":9.503798e-7,"teacher_disagreement_score":0.78457063,"about_ca_system_score_codex":0.000052961215,"about_ca_system_score_gemma":0.000029870062,"threshold_uncertainty_score":0.7109665},"labels":[],"label_agreement":null},{"id":"W1569895542","doi":"","title":"A self detection and compensation of actuator backlash in the framework of constrained MPC design","year":2004,"lang":"en","type":"article","venue":"Asian Control Conference","topic":"Advanced Control Systems Optimization","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":"McMaster University","funders":"","keywords":"Backlash; Control theory (sociology); Actuator; Model predictive control; Compensation (psychology); Computer science; Control engineering; Engineering; Control (management); Artificial intelligence","score_opus":0.008726493619114348,"score_gpt":0.20479032847459672,"score_spread":0.19606383485548237,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1569895542","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03016585,0.00007806544,0.9682692,0.00014830974,0.00005654703,0.00063935464,0.0000061638357,0.000057089896,0.00057936675],"genre_scores_gemma":[0.97886914,0.000020152715,0.021018589,0.000019841707,0.000017931043,0.000041321808,0.0000011258841,0.000011295799,5.963034e-7],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99920636,0.00009479009,0.00032521968,0.00011501837,0.00012785688,0.00013077278],"domain_scores_gemma":[0.99934894,0.00025066442,0.00011479687,0.00016698352,0.00009229019,0.000026300404],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023951239,0.00011753962,0.0002536555,0.00007936786,0.00002254408,0.000017267905,0.000106461135,0.000098171855,0.0000049134105],"category_scores_gemma":[0.00013527743,0.000102260135,0.000024994502,0.00016554464,0.00005893251,0.00013604494,0.0000046946398,0.00013292892,0.0000014032573],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00039925802,0.00017157945,0.0013228973,0.00057520374,0.00030537,0.000012799342,0.016930228,0.6190919,0.20131814,0.107422434,0.0000030866888,0.052447088],"study_design_scores_gemma":[0.008738307,0.00044810242,0.015187686,0.000510224,0.00011600482,0.000035350287,0.0019416589,0.9419001,0.011049907,0.019570855,0.00005208669,0.00044975866],"about_ca_topic_score_codex":0.000014965079,"about_ca_topic_score_gemma":0.00005089801,"teacher_disagreement_score":0.9487033,"about_ca_system_score_codex":0.000040969026,"about_ca_system_score_gemma":0.000042947613,"threshold_uncertainty_score":0.41700473},"labels":[],"label_agreement":null},{"id":"W1845829185","doi":"","title":"Sliding mode control for singularly perturbed system","year":2004,"lang":"en","type":"article","venue":"Asian Control Conference","topic":"Adaptive Control of Nonlinear Systems","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Singular perturbation; Control theory (sociology); Exponential stability; Lyapunov function; Mathematics; Controller (irrigation); Dimension (graph theory); Sliding mode control; Perturbation (astronomy); Lyapunov stability; Applied mathematics; Computer science; Mathematical analysis; Control (management); Physics; Nonlinear system","score_opus":0.013815936028608434,"score_gpt":0.22251734461265726,"score_spread":0.20870140858404884,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1845829185","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.003600558,0.00057334546,0.9842419,0.0008647182,0.0009223873,0.0016421652,0.00024020702,0.0010509994,0.006863743],"genre_scores_gemma":[0.9957483,0.0000030063513,0.0028227298,0.00016470175,0.0006775692,0.00034249123,0.000015825803,0.000113736176,0.00011166578],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978105,0.00007071294,0.0006172194,0.00044856322,0.00031038804,0.000742651],"domain_scores_gemma":[0.998512,0.00022912648,0.00013322337,0.00048710313,0.00038499024,0.00025354166],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003149742,0.00046043808,0.0008231388,0.00014912998,0.00017049257,0.00021278799,0.0004419854,0.00022708466,0.000010064003],"category_scores_gemma":[0.00017941665,0.00045523437,0.00025861274,0.000125325,0.00004926068,0.00033445688,0.000014467308,0.0002622694,0.00009430363],"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":[0.0011055707,0.00017753123,0.00052439206,0.0014332021,0.0023369733,0.00027039053,0.002708592,0.19118424,0.21463966,0.5616469,0.00063923956,0.023333315],"study_design_scores_gemma":[0.019091181,0.00028095758,0.00048572008,0.0005133528,0.0002533442,0.00007197939,0.00083887804,0.97120893,0.000912008,0.0008777804,0.0045127342,0.0009531544],"about_ca_topic_score_codex":0.000051935553,"about_ca_topic_score_gemma":0.00007797273,"teacher_disagreement_score":0.99214774,"about_ca_system_score_codex":0.0004214691,"about_ca_system_score_gemma":0.00016991807,"threshold_uncertainty_score":0.99978995},"labels":[],"label_agreement":null},{"id":"W2104075962","doi":"","title":"Probability measure on regular languages and its application in fault diagnosis for discrete event systems","year":2004,"lang":"en","type":"article","venue":"Asian Control Conference","topic":"Distributed systems and fault tolerance","field":"Computer Science","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 Toronto","funders":"","keywords":"Ambiguity; Probabilistic logic; Computer science; Event (particle physics); Fault (geology); Measure (data warehouse); Construct (python library); Theoretical computer science; Artificial intelligence; Data mining; Natural language processing; Programming language","score_opus":0.01733281613318584,"score_gpt":0.2620313732094104,"score_spread":0.24469855707622454,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2104075962","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.026364435,0.0010533071,0.9631959,0.005579807,0.00013373049,0.0027881437,0.00012278573,0.00010678739,0.0006551045],"genre_scores_gemma":[0.997815,0.000010834344,0.0003571687,0.00008617352,0.000044069428,0.0016426372,0.000009584355,0.000007273639,0.000027231981],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99850416,0.00009429281,0.00032552122,0.00055147184,0.00024417962,0.00028037265],"domain_scores_gemma":[0.9990284,0.00008164113,0.00013987221,0.00046713115,0.00018310624,0.00009987238],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004902085,0.00017488848,0.00030741683,0.00005087783,0.000081919534,0.00016844302,0.00043105657,0.00009665349,5.260794e-7],"category_scores_gemma":[0.00013909535,0.00015082612,0.000049879993,0.00016314996,0.000028015358,0.00025521565,0.000033006156,0.00010914284,0.00000768227],"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":[0.000068386114,0.000193881,0.0026382909,0.00027296503,0.00003629887,0.000011836152,0.00090909965,0.0032037913,0.00107527,0.9349377,0.000049495357,0.05660295],"study_design_scores_gemma":[0.029571915,0.002195654,0.1423289,0.0045327446,0.00011177112,0.000076992634,0.0015112169,0.7322844,0.0048287115,0.06063438,0.01884343,0.0030798272],"about_ca_topic_score_codex":0.0001581389,"about_ca_topic_score_gemma":0.00021328822,"teacher_disagreement_score":0.97145057,"about_ca_system_score_codex":0.00009332406,"about_ca_system_score_gemma":0.000090472735,"threshold_uncertainty_score":0.6150511},"labels":[],"label_agreement":null},{"id":"W2104314578","doi":"","title":"A blind approach to identification of Hammerstein-Wiener systems corrupted by nonlinear-process noise","year":2009,"lang":"en","type":"article","venue":"Asian Control Conference","topic":"Control Systems and Identification","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Nonlinear system; Control theory (sociology); Noise (video); Subspace topology; Parametrization (atmospheric modeling); Mathematics; Inverse; Computer science; Identification (biology); Mathematical analysis; Artificial intelligence","score_opus":0.011602289070337321,"score_gpt":0.22570580912479954,"score_spread":0.2141035200544622,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2104314578","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15217891,0.0013897928,0.81723076,0.0008117804,0.001082168,0.0029391148,0.0003355449,0.0004931649,0.023538781],"genre_scores_gemma":[0.998936,0.000009965246,0.0001036175,0.000044307737,0.000112329915,0.00012762514,0.00008141128,0.000024950354,0.000559804],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99805313,0.000057586603,0.00086722546,0.00036817277,0.00034511444,0.0003087552],"domain_scores_gemma":[0.9986446,0.000028000599,0.00022079865,0.00051541923,0.00042489165,0.00016627678],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036734418,0.00023655391,0.00045987553,0.00019641797,0.00006034061,0.00019146362,0.0003621049,0.00013672677,0.000008968924],"category_scores_gemma":[0.00008098321,0.00024001654,0.00007718172,0.00041013592,0.000027324473,0.00025050755,0.0000070197825,0.00013686177,0.00005776532],"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":[0.00022927154,0.00031996547,0.0003933406,0.0003945928,0.00019513283,0.0000020952875,0.0016798576,0.021258099,0.92249054,0.004108133,0.003165947,0.045763012],"study_design_scores_gemma":[0.0029163435,0.00011091631,0.0054092864,0.00012209213,0.00010510852,0.0000081862145,0.00078092155,0.98263246,0.0049493196,0.00006511061,0.0023890361,0.00051124714],"about_ca_topic_score_codex":0.000060421833,"about_ca_topic_score_gemma":0.00000969109,"teacher_disagreement_score":0.96137434,"about_ca_system_score_codex":0.000055564233,"about_ca_system_score_gemma":0.000047131474,"threshold_uncertainty_score":0.97875905},"labels":[],"label_agreement":null},{"id":"W2120285951","doi":"","title":"Synchronization of chaotic systems via hybrid impulsive and switching control","year":2004,"lang":"en","type":"article","venue":"Asian Control Conference","topic":"Chaos control and synchronization","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Control theory (sociology); Synchronization (alternating current); Synchronization of chaos; Chaotic; Exponential stability; Nonlinear system; Lyapunov function; Computer science; Stability (learning theory); Simple (philosophy); CHAOS (operating system); Mathematics; Control (management); Topology (electrical circuits); Physics; Artificial intelligence","score_opus":0.004259584062162728,"score_gpt":0.19607356440738424,"score_spread":0.1918139803452215,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2120285951","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06115099,0.00028442565,0.9352305,0.00051938253,0.00019350281,0.00064511155,0.00006758522,0.000038570186,0.001869919],"genre_scores_gemma":[0.99947125,0.000004591785,0.000071311355,0.000054934142,0.00026467303,0.00004391492,0.00003477869,0.000023099092,0.00003142086],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986147,0.00008386688,0.00045521508,0.00033045452,0.00020592433,0.0003098151],"domain_scores_gemma":[0.9989105,0.00007315643,0.0003382977,0.0002498593,0.000305145,0.00012305024],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016384663,0.00024137979,0.00049591577,0.0000903293,0.00013660954,0.000107024614,0.00015338068,0.0000486195,0.00006942521],"category_scores_gemma":[0.000023719182,0.00022809456,0.00007717545,0.00010842797,0.00007072466,0.0002660977,0.000022977423,0.00014642898,0.000015325104],"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":[0.00036524978,0.00049590465,0.07546185,0.00034972903,0.0012210694,0.000031279236,0.0027868506,0.02401803,0.050951328,0.52465135,0.00003215303,0.3196352],"study_design_scores_gemma":[0.04459463,0.0008554703,0.03423838,0.00082656153,0.0008269685,0.00006290568,0.0019982643,0.8593601,0.0027106218,0.0526046,0.00026030696,0.0016611706],"about_ca_topic_score_codex":0.000622043,"about_ca_topic_score_gemma":0.000017182809,"teacher_disagreement_score":0.9383203,"about_ca_system_score_codex":0.00004994506,"about_ca_system_score_gemma":0.00018582233,"threshold_uncertainty_score":0.93014264},"labels":[],"label_agreement":null},{"id":"W2121896795","doi":"","title":"Intelligent autolanding controller design using neural networks and fuzzy logic","year":2004,"lang":"en","type":"article","venue":"Asian Control Conference","topic":"Aerospace and Aviation Technology","field":"Engineering","cited_by":31,"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":"PID controller; Adaptive neuro fuzzy inference system; Control theory (sociology); Controller (irrigation); Artificial neural network; Control engineering; Computer science; Fuzzy logic; Envelope (radar); Engineering; Fuzzy control system; Artificial intelligence; Control (management); Temperature control; Aerospace engineering","score_opus":0.027161155484980402,"score_gpt":0.2304092685940844,"score_spread":0.20324811310910398,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2121896795","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.020962778,0.0006428685,0.97623926,0.00061493425,0.0001715321,0.00029766178,0.000002264304,0.00039260663,0.00067606266],"genre_scores_gemma":[0.99795544,0.000064719505,0.001664738,0.00019842129,0.000064514956,0.000016975353,0.0000014891709,0.000021278143,0.0000124205],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914473,0.000028707884,0.00021304413,0.00019516924,0.00007843431,0.00033990742],"domain_scores_gemma":[0.99964744,0.00004549894,0.000048901864,0.00013224759,0.00004247889,0.00008340505],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000108794426,0.00019024439,0.00028434518,0.00007786389,0.000092384085,0.00007889146,0.00012473874,0.00015769123,0.000019472049],"category_scores_gemma":[0.00003095451,0.00017823397,0.000039005,0.00010917386,0.0000714996,0.00012659462,0.000020324986,0.00023923424,0.000010040925],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004600619,0.000016095431,0.0011535627,0.000015471755,0.00010052704,0.00003281532,0.00022714549,0.9229951,0.005296361,0.04319699,0.000029479625,0.026890459],"study_design_scores_gemma":[0.0017449841,0.00007921313,0.00078383664,0.000030041921,0.000037487604,0.000031522348,0.00016408996,0.9898993,0.00039002066,0.006544686,0.00005288677,0.00024194276],"about_ca_topic_score_codex":0.000012883504,"about_ca_topic_score_gemma":0.00001155133,"teacher_disagreement_score":0.97699267,"about_ca_system_score_codex":0.00006377061,"about_ca_system_score_gemma":0.000020165693,"threshold_uncertainty_score":0.726817},"labels":[],"label_agreement":null},{"id":"W2135991726","doi":"","title":"Generating multi-scroll chaotic attractors via switching control","year":2004,"lang":"en","type":"article","venue":"Asian Control Conference","topic":"Chaos control and synchronization","field":"Physics and Astronomy","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Scroll; Attractor; Chaotic; Control theory (sociology); Function series; Series (stratigraphy); Computer science; Controller (irrigation); Function (biology); Topology (electrical circuits); Mathematics; Control (management); Engineering; Mathematical analysis; Artificial intelligence; Mechanical engineering; Power series","score_opus":0.013978322800838045,"score_gpt":0.2342168739401743,"score_spread":0.22023855113933624,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2135991726","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0693179,0.000085466556,0.9259227,0.0013376306,0.00032085585,0.00058044575,0.000040767365,0.00011315312,0.0022810777],"genre_scores_gemma":[0.99714047,0.0000010752186,0.0013409982,0.00046240288,0.00076065556,0.000074539756,0.00003688092,0.000043530275,0.00013942178],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99797136,0.00010550639,0.0005377287,0.0005125012,0.00026440778,0.000608509],"domain_scores_gemma":[0.99880546,0.00007945634,0.0002889851,0.00037703224,0.00022824638,0.00022080433],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00023543084,0.00038567328,0.00053544884,0.00009200093,0.00036791002,0.00025199522,0.00030313115,0.00009747943,0.0004126924],"category_scores_gemma":[0.00003476828,0.00036240538,0.00019964407,0.00014844809,0.00005292967,0.00038041707,0.000028243523,0.0003603825,0.00015911627],"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":[0.00027116708,0.0011215749,0.12346422,0.00006547119,0.0011823691,0.00006253483,0.0043106885,0.048263706,0.2973925,0.09918072,0.00004662151,0.42463842],"study_design_scores_gemma":[0.05473605,0.00037573694,0.045119546,0.00024978616,0.00047716123,0.000018570814,0.0010657691,0.88060915,0.0026803997,0.011671513,0.00087706005,0.0021192296],"about_ca_topic_score_codex":0.00059864257,"about_ca_topic_score_gemma":0.00015943145,"teacher_disagreement_score":0.9278226,"about_ca_system_score_codex":0.00008087013,"about_ca_system_score_gemma":0.00025745138,"threshold_uncertainty_score":0.9998828},"labels":[],"label_agreement":null},{"id":"W2137424105","doi":"","title":"A hybrid and switching framework for cooperative actuator fault estimation of formation flying satellites in deep space","year":2009,"lang":"en","type":"article","venue":"Asian Control Conference","topic":"Distributed Control Multi-Agent Systems","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Control reconfiguration; Actuator; Mode (computer interface); Fault detection and isolation; Fault (geology); NASA Deep Space Network; Computer science; Control theory (sociology); Estimation; Scheme (mathematics); Topology (electrical circuits); Engineering; Control (management); Mathematics; Aerospace engineering; Artificial intelligence","score_opus":0.014774812512746503,"score_gpt":0.2630785207174429,"score_spread":0.2483037082046964,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2137424105","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.035261516,0.00016687562,0.9608678,0.0023262885,0.00008660726,0.001033962,0.000018484217,0.000070380185,0.00016808623],"genre_scores_gemma":[0.9279566,0.000009336679,0.07176558,0.00015545762,0.000023154784,0.000068078705,0.000011542356,0.000006200765,0.0000040415694],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984493,0.00012541859,0.00051527657,0.00036086477,0.00022215913,0.00032697528],"domain_scores_gemma":[0.99852157,0.00046798305,0.0003363763,0.00033321878,0.0002482763,0.000092586335],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004468806,0.00020878913,0.0004181052,0.00015506225,0.000121851306,0.00029765314,0.00040115463,0.00008719127,0.0000021149622],"category_scores_gemma":[0.00078127853,0.00020098727,0.00005393108,0.00019121375,0.000024698398,0.0012128823,0.0000298321,0.00016399092,0.0000041926514],"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":[0.00010257368,0.00007305359,0.00017617113,0.00007150317,0.000032635835,0.000007257842,0.0054227095,0.0017015315,0.0136885755,0.40690157,0.000007752881,0.57181466],"study_design_scores_gemma":[0.0019169544,0.00018241616,0.0027478642,0.0002567451,0.000014533221,0.000009870997,0.0002941597,0.96564597,0.00334551,0.02535176,0.000028303899,0.00020590865],"about_ca_topic_score_codex":0.000021002536,"about_ca_topic_score_gemma":0.000018495957,"teacher_disagreement_score":0.96394444,"about_ca_system_score_codex":0.00006604766,"about_ca_system_score_gemma":0.00008753977,"threshold_uncertainty_score":0.8196023},"labels":[],"label_agreement":null},{"id":"W2138450006","doi":"","title":"An investigation of nonlinear adaptive output feedback control for robotic manipulators","year":2004,"lang":"en","type":"article","venue":"Asian Control Conference","topic":"Adaptive Control of Nonlinear 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":"Carleton University","funders":"","keywords":"Control theory (sociology); Convergence (economics); Nonlinear system; Feedback linearization; Adaptive control; Observer (physics); Robot manipulator; Computer science; Linearization; Control (management); Control engineering; Engineering; Artificial intelligence","score_opus":0.02753184413302424,"score_gpt":0.23448930764465745,"score_spread":0.20695746351163322,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2138450006","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.056540385,0.00021828136,0.9394825,0.00042280668,0.0004885573,0.0017249851,0.0001561832,0.00032549043,0.0006407797],"genre_scores_gemma":[0.9908324,0.000003575146,0.008376998,0.00013165995,0.0003653631,0.00012949288,0.000037653834,0.000086470274,0.00003641494],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980191,0.00008895393,0.000707869,0.00039717398,0.0002991266,0.00048774955],"domain_scores_gemma":[0.9983458,0.00014973486,0.00022610185,0.00048462668,0.0005195692,0.00027420095],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00029945266,0.00039686897,0.0007894558,0.00017010418,0.00007401686,0.000059418686,0.0004034648,0.0002164491,0.000012406312],"category_scores_gemma":[0.00008468194,0.00040547203,0.00017988707,0.00016098902,0.00015573874,0.00042641663,0.000010543842,0.00022193736,0.000038389102],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009534486,0.00022444261,0.0063998005,0.00038196723,0.0012054936,0.00003037956,0.0022252237,0.87320477,0.053276,0.05027812,0.00013270439,0.011687646],"study_design_scores_gemma":[0.01243055,0.0009479447,0.01883981,0.00021881673,0.00023309792,0.0000115857,0.00051590806,0.9615671,0.0019833182,0.0024603521,0.00014231716,0.00064922165],"about_ca_topic_score_codex":0.00006756007,"about_ca_topic_score_gemma":0.00016665565,"teacher_disagreement_score":0.93429196,"about_ca_system_score_codex":0.00015444783,"about_ca_system_score_gemma":0.00021283241,"threshold_uncertainty_score":0.9998397},"labels":[],"label_agreement":null},{"id":"W2161471148","doi":"","title":"A distributed and cooperative supervisory estimation of multi-agent nonlinear systems","year":2009,"lang":"en","type":"article","venue":"Asian Control Conference","topic":"Fault Detection 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":"Concordia University","funders":"","keywords":"Supervisor; Nonlinear system; Process (computing); Set (abstract data type); Computer science; Supervisory control; Estimation; Work (physics); State (computer science); Control theory (sociology); Estimation theory; Control engineering; Engineering; Artificial intelligence; Algorithm; Control (management)","score_opus":0.016961836649100788,"score_gpt":0.2274128375088897,"score_spread":0.2104510008597889,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2161471148","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14951271,0.0017774194,0.8437609,0.0004301704,0.00053957,0.0011766865,0.00031320477,0.0004569293,0.0020324101],"genre_scores_gemma":[0.99962574,0.00002152028,0.00018025063,0.000029641025,0.000032638563,0.000030177713,0.00002002835,0.000009734566,0.000050292623],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991666,0.000063690706,0.000324663,0.00015332537,0.00012101955,0.00017066402],"domain_scores_gemma":[0.9995462,0.000033394314,0.000050393104,0.00016102829,0.00011914987,0.00008987351],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001090821,0.00015911623,0.000327414,0.0000597043,0.000045704604,0.00006510109,0.00008452446,0.00008436816,0.000010319561],"category_scores_gemma":[0.00004890396,0.00014810414,0.000037048707,0.00010165879,0.00003318475,0.00012179014,0.0000045665015,0.000085946325,0.000012849612],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037886502,0.0003837906,0.000991457,0.0006908967,0.0007174418,0.00005333402,0.0042554648,0.5191756,0.16962504,0.012068329,0.000550198,0.29110956],"study_design_scores_gemma":[0.0018978405,0.000113372356,0.0036856027,0.000070166054,0.000023680195,0.000011498432,0.00035461178,0.99266356,0.00045486272,0.000009187573,0.0005673392,0.00014830203],"about_ca_topic_score_codex":0.000037502956,"about_ca_topic_score_gemma":0.000023469029,"teacher_disagreement_score":0.85011303,"about_ca_system_score_codex":0.000030725267,"about_ca_system_score_gemma":0.00002490241,"threshold_uncertainty_score":0.60395116},"labels":[],"label_agreement":null},{"id":"W2169773033","doi":"","title":"Identification of the faulted line using controlled short circuit of PT delta-connected winding","year":2009,"lang":"en","type":"article","venue":"Asian Control Conference","topic":"Power Systems Fault Detection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Ground; Transformer; Line (geometry); Electromagnetic coil; Electrical engineering; Fault (geology); Engineering; Electric power system; Earthing system; Electronic engineering; Short circuit; Computer science; Power (physics); Voltage; Physics","score_opus":0.01934389819942831,"score_gpt":0.24501522912932502,"score_spread":0.22567133092989672,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2169773033","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6561404,0.00019192357,0.34001687,0.00008303725,0.0006675531,0.0010437552,0.000051097704,0.00017575838,0.0016296308],"genre_scores_gemma":[0.9998175,0.000003911557,0.000031806612,0.000016439022,0.000064221334,0.000016923694,0.000004079488,0.00001990842,0.000025197849],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981814,0.0001317535,0.00092220685,0.00020834443,0.00030319722,0.0002531198],"domain_scores_gemma":[0.99874824,0.00008995452,0.00028642864,0.0004852102,0.00033505363,0.000055083612],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041402204,0.00020626895,0.00060187344,0.00016471164,0.00006753044,0.000037559326,0.0003310375,0.00014429363,0.000015324758],"category_scores_gemma":[0.00030481108,0.0001739363,0.00016600682,0.00040036978,0.000052381947,0.00017823603,0.000010247579,0.00018769958,0.0000027296082],"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":[0.000081104816,0.000027233966,0.0005425799,0.000041595467,0.00014730525,0.0000013422126,0.000357206,0.0029778588,0.9809602,0.00078186067,0.0000065625904,0.014075163],"study_design_scores_gemma":[0.0051956847,0.000107114145,0.024905872,0.00027989547,0.00026698632,0.00002466721,0.00020978854,0.7642956,0.20383729,0.000456272,0.000087697175,0.0003331342],"about_ca_topic_score_codex":0.000037293754,"about_ca_topic_score_gemma":0.000047892347,"teacher_disagreement_score":0.7771229,"about_ca_system_score_codex":0.00008799993,"about_ca_system_score_gemma":0.00006623672,"threshold_uncertainty_score":0.70929164},"labels":[],"label_agreement":null},{"id":"W2169806265","doi":"","title":"Design and experimental evaluation of robust variable structure control for hydraulic actuators","year":2004,"lang":"en","type":"article","venue":"Asian Control Conference","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure; University of Manitoba","funders":"","keywords":"Control theory (sociology); Actuator; Robust control; Hydraulic cylinder; Stiffness; Controller (irrigation); Nonlinear system; Electro-hydraulic actuator; Hydraulic machinery; Control engineering; Sliding mode control; Stability (learning theory); Computer science; Engineering; Control system; Control (management); Structural engineering; Mechanical engineering","score_opus":0.025315009089001528,"score_gpt":0.23887558113948526,"score_spread":0.21356057205048373,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2169806265","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.029777074,0.00041235838,0.9664613,0.000095574,0.000215539,0.0014873847,0.000038565864,0.00006976222,0.0014424153],"genre_scores_gemma":[0.9947638,0.0000019403763,0.0049106744,0.000054547032,0.000057831912,0.00017306395,0.000007886292,0.000024330768,0.0000059438976],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989336,0.00008789826,0.0003122793,0.00018278383,0.00025824335,0.00022516304],"domain_scores_gemma":[0.99935514,0.00013120395,0.000081933715,0.00019170213,0.00015209963,0.0000879485],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000462499,0.00018682466,0.00035744044,0.00005630654,0.00005295008,0.000041486193,0.00012090848,0.000117881405,0.00009409814],"category_scores_gemma":[0.00007596228,0.00017361346,0.000036581943,0.00006778423,0.000043221393,0.00013391048,0.0000052529417,0.000071631,0.0000028570998],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000081177845,0.000028385095,0.000065642336,0.00011427949,0.00023834934,7.926233e-7,0.0019480203,0.94085085,0.040997796,0.0053025107,0.0000963917,0.010275782],"study_design_scores_gemma":[0.009134035,0.000165299,0.00019698415,0.00009858017,0.00016199597,0.000013173219,0.00047355407,0.97669077,0.009013407,0.0036804404,0.00013101636,0.00024076646],"about_ca_topic_score_codex":0.00003300422,"about_ca_topic_score_gemma":0.0000051265833,"teacher_disagreement_score":0.9649867,"about_ca_system_score_codex":0.00008172134,"about_ca_system_score_gemma":0.00014483753,"threshold_uncertainty_score":0.70797515},"labels":[],"label_agreement":null},{"id":"W2966520021","doi":"","title":"Decentralized Adaptive Fault-Tolerant Cooperative Control of Multi-UAVs Under Actuator Faults and Directed Communication Topology","year":2019,"lang":"en","type":"article","venue":"Asian Control Conference","topic":"Distributed Control Multi-Agent Systems","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Synchronization (alternating current); Actuator; Fault tolerance; Control theory (sociology); Scheme (mathematics); Control engineering; Computer science; Decentralised system; Fault (geology); Adaptive control; Control (management); Attitude control; Topology (electrical circuits); Engineering; Distributed computing; Channel (broadcasting); Artificial intelligence; Computer network; Mathematics","score_opus":0.019668348569054896,"score_gpt":0.25410177071594,"score_spread":0.2344334221468851,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2966520021","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06889947,0.0009931735,0.92214787,0.0033979516,0.00040443428,0.0026240742,0.00025078547,0.00032546427,0.00095675694],"genre_scores_gemma":[0.9952224,0.000050508246,0.003854481,0.00051138,0.000016609138,0.00012968479,0.00002944827,0.000022690921,0.00016280195],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99621487,0.001117044,0.00083067635,0.00080119714,0.00040087884,0.0006353288],"domain_scores_gemma":[0.9961049,0.00076783256,0.0006195102,0.0012921894,0.000953205,0.00026236975],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004988021,0.00044979167,0.001109691,0.00015260308,0.00016188927,0.00015871406,0.0013618374,0.0002557976,0.0000795736],"category_scores_gemma":[0.00022794578,0.0004051762,0.00013502642,0.0003106151,0.00030353648,0.00065723434,0.00017635788,0.00034891264,0.00008541608],"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":[0.0031418244,0.0016168606,0.01803377,0.00017322978,0.0030964068,0.000063893596,0.015033017,0.0021388298,0.12600441,0.77497697,0.00030481123,0.05541598],"study_design_scores_gemma":[0.030224428,0.00052699196,0.03354953,0.00020785318,0.00012240537,0.000029761351,0.0018274068,0.930212,0.0013928188,0.0005782447,0.0005915916,0.0007369538],"about_ca_topic_score_codex":0.00050275656,"about_ca_topic_score_gemma":0.00033592398,"teacher_disagreement_score":0.92807317,"about_ca_system_score_codex":0.00010762003,"about_ca_system_score_gemma":0.00032674463,"threshold_uncertainty_score":0.99984},"labels":[],"label_agreement":null},{"id":"W2966768791","doi":"","title":"Nonlinear Internal Model Control of EGR Valve","year":2019,"lang":"en","type":"article","venue":"Asian Control Conference","topic":"Electric and Hybrid Vehicle Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Internal model; Control theory (sociology); Nonlinear system; Exhaust gas recirculation; Control valves; Position (finance); Internal combustion engine; Nonlinear model; Engineering; Control engineering; Control (management); Automotive engineering; Computer science; Physics","score_opus":0.007139308549183974,"score_gpt":0.19907145567713339,"score_spread":0.1919321471279494,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2966768791","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3978309,0.00064428133,0.56079984,0.00043699046,0.000201993,0.00051741046,0.00007906539,0.0008074833,0.03868206],"genre_scores_gemma":[0.99868685,0.000041514355,0.00086422503,0.00008109318,0.000029569295,0.000015235779,0.0000023118187,0.000023766828,0.00025543995],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990532,0.0000146471275,0.000281959,0.00018166393,0.00015899788,0.00030958143],"domain_scores_gemma":[0.9993828,0.00006219889,0.00006399711,0.000330312,0.000108338565,0.000052356198],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009945202,0.00017807524,0.00038644337,0.00010022656,0.000016479837,0.000023817543,0.00038041023,0.000111017034,0.000089248024],"category_scores_gemma":[0.00003480583,0.00016773188,0.00012644558,0.0000940437,0.000059261372,0.000115206414,0.000020713886,0.00029012843,0.00011047591],"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":[0.0006323049,0.00034379144,0.077479996,0.00063505885,0.002398358,0.000055778833,0.00080013473,0.13552764,0.24746333,0.15678309,0.0019822516,0.37589827],"study_design_scores_gemma":[0.0018631576,0.00012345727,0.0014134496,0.00004103609,0.000038696606,0.000005938165,0.000030355473,0.9888333,0.0057027736,0.0015231514,0.00023207658,0.00019257546],"about_ca_topic_score_codex":0.000014793393,"about_ca_topic_score_gemma":0.000008156938,"teacher_disagreement_score":0.8533057,"about_ca_system_score_codex":0.000029598343,"about_ca_system_score_gemma":0.000057547542,"threshold_uncertainty_score":0.6839907},"labels":[],"label_agreement":null}]}