{"meta":{"query_hash":"4f186fa0377f","filters":{"topic":"Extremum Seeking Control Systems"},"cohort_total":155,"direct_labels_cover":1,"predictions_cover":155,"exported":155,"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/4f186fa0377f","api":"https://metacan.xera.ac/api/v1/cohort?topic=Extremum+Seeking+Control+Systems"},"results":[{"id":"W13020092","doi":"10.1007/0-387-24602-9_2","title":"A Direct Method for Open-Loop Dynamic Games for Affine Control Systems","year":2005,"lang":"en","type":"book-chapter","venue":"","topic":"Extremum Seeking 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":"Group for Research in Decision Analysis; HEC Montréal","funders":"","keywords":"Affine transformation; Computer science; Class (philosophy); State (computer science); Control (management); Mathematical economics; Control theory (sociology); Applied mathematics; Mathematical optimization; Calculus (dental); Mathematics; Algorithm; Artificial intelligence; Pure mathematics","score_opus":0.01595832187877798,"score_gpt":0.26362135828550604,"score_spread":0.24766303640672804,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W13020092","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[1.9452385e-7,0.00739442,0.554385,0.00008902389,0.0014653105,0.006096763,0.0007145524,0.0007362186,0.42911848],"genre_scores_gemma":[0.009175371,0.00009426435,0.019781802,0.00011724429,0.0015575287,0.0031129282,0.00020262496,0.0007276615,0.9652306],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99717915,0.000037495625,0.0010707801,0.00076287,0.0002700388,0.00067968824],"domain_scores_gemma":[0.9969316,0.001535037,0.00028698475,0.00084935606,0.00023004864,0.00016698461],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0010619643,0.00089241477,0.002116921,0.00029325523,0.000094614064,0.00037065518,0.00090801227,0.0007296188,0.00015128995],"category_scores_gemma":[0.00009144422,0.0008335015,0.0005493094,0.000032315584,0.000022965296,0.00017150815,0.00006781383,0.0002639517,0.00007448493],"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":[0.0009186597,0.00011021176,0.0000025751638,0.009763953,0.011243342,0.000031787993,0.00020695472,0.1176018,0.021962823,0.48126265,0.17011626,0.18677899],"study_design_scores_gemma":[0.0025448508,0.000080258804,2.4315196e-7,0.00038814874,0.00029324763,0.000014773528,0.0000052929818,0.54282117,0.000010098705,0.00034209527,0.45291176,0.00058801955],"about_ca_topic_score_codex":0.00010269964,"about_ca_topic_score_gemma":0.0005677557,"teacher_disagreement_score":0.53611207,"about_ca_system_score_codex":0.00049514615,"about_ca_system_score_gemma":0.00006638587,"threshold_uncertainty_score":0.9994116},"labels":[],"label_agreement":null},{"id":"W1480448276","doi":"10.1109/cdc.2003.1272332","title":"Adaptive extremum seeking control of nonisothermal continuous stirred tank reactors with temperature constraints","year":2004,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking 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":"Polytechnique Montréal; Queen's University","funders":"","keywords":"Control theory (sociology); Continuous stirred-tank reactor; Controller (irrigation); Temperature control; Adaptive control; Stability (learning theory); Lyapunov function; Chemical reactor; Control (management); Computer science; Engineering; Control engineering; Nonlinear system; Physics; Chemical engineering","score_opus":0.004695204940468903,"score_gpt":0.17136494632855817,"score_spread":0.16666974138808927,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1480448276","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2665077,0.00095423637,0.68780315,0.0002540759,0.0008413646,0.0016980262,0.00015244172,0.0015918948,0.040197134],"genre_scores_gemma":[0.99814665,0.00000412676,0.001305763,0.000055897413,0.00014593749,0.000028061328,0.0000062800177,0.00010042692,0.00020687371],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99828285,0.000049784056,0.00049501867,0.00031363836,0.00035934773,0.0004993865],"domain_scores_gemma":[0.99904996,0.00013269846,0.00014130809,0.00037916013,0.00015790311,0.0001389848],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00019358026,0.00039308352,0.00068316556,0.00013673442,0.00005696243,0.00005640584,0.00022815562,0.00021281654,0.00008230342],"category_scores_gemma":[0.00002947245,0.00031815542,0.00011238602,0.00023189357,0.00020829268,0.00020981382,0.000013278822,0.0003212117,0.000019427958],"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":[0.00017487915,0.00006538586,0.0023298513,0.000071462484,0.0004968673,0.0001109322,0.00086245866,0.011812554,0.9811955,0.001783841,0.00009552875,0.0010007597],"study_design_scores_gemma":[0.14315665,0.0056706844,0.02568598,0.009343691,0.0018835462,0.002881147,0.021530675,0.6830929,0.08673832,0.0014224619,0.0072248415,0.011369092],"about_ca_topic_score_codex":0.00011514225,"about_ca_topic_score_gemma":0.00021099769,"teacher_disagreement_score":0.89445716,"about_ca_system_score_codex":0.00016818664,"about_ca_system_score_gemma":0.00009260877,"threshold_uncertainty_score":0.99992704},"labels":[],"label_agreement":null},{"id":"W1516465700","doi":"10.1109/ias.1991.178037","title":"Nonlinear filtering and control for an autonomous vehicle","year":2002,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking 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 du Québec à Trois-Rivières","funders":"","keywords":"Odometry; Mobile robot; Nonlinear system; Filter (signal processing); Position (finance); Computer science; Artificial intelligence; Range (aeronautics); Robot; Control theory (sociology); Computer vision; Heading (navigation); Extended Kalman filter; Nonlinear model; Kalman filter; Control (management); Engineering","score_opus":0.01739987780427368,"score_gpt":0.20767778710103862,"score_spread":0.19027790929676494,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1516465700","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3254295,0.0017339983,0.64186084,0.00029898816,0.00085371593,0.0013008196,0.00006151753,0.002639719,0.025820877],"genre_scores_gemma":[0.9961346,0.000005553503,0.003043577,0.00007249657,0.00022397723,0.0000392071,0.0000017557242,0.000036258545,0.00044257723],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999455,0.000009001085,0.0001499584,0.00013082837,0.0000487339,0.00020647758],"domain_scores_gemma":[0.99967134,0.0000650168,0.000012470053,0.0001576508,0.000016146618,0.00007735529],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008529808,0.000102903236,0.00015297908,0.000035512163,0.000041812345,0.00005566068,0.00006899462,0.000050094666,0.000045387947],"category_scores_gemma":[0.000013042037,0.0001006363,0.000028162722,0.000028959254,0.000010128055,0.00013670225,0.000006252027,0.000047828136,0.000023065313],"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":[0.000018093693,0.00006564197,0.0014018568,0.00022111417,0.00012933547,0.0000071120962,0.0007912424,0.0079201255,0.91987747,0.00053275574,0.0016894704,0.06734581],"study_design_scores_gemma":[0.0009893113,0.00007046235,0.00012511738,0.0000075710964,0.000009181518,0.000007100742,0.00001634583,0.98664916,0.00052451267,0.000021148146,0.011449366,0.00013073237],"about_ca_topic_score_codex":0.00002057208,"about_ca_topic_score_gemma":0.00003605678,"teacher_disagreement_score":0.978729,"about_ca_system_score_codex":0.0000226266,"about_ca_system_score_gemma":0.0000012607616,"threshold_uncertainty_score":0.41038293},"labels":[],"label_agreement":null},{"id":"W1551825530","doi":"10.1109/acc.2015.7170844","title":"Gray-box extremum-seeking control for real-time optimization of uncertain nonlinear systems","year":2015,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Control theory (sociology); Nonlinear system; Optimization problem; Mathematical optimization; Computer science; Scheme (mathematics); LTI system theory; Optimization algorithm; Mathematics; Control (management); Linear system; Artificial intelligence","score_opus":0.018258211772499835,"score_gpt":0.23161316386944775,"score_spread":0.2133549520969479,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1551825530","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":[0.00087455177,0.00041680265,0.97965306,0.000034771354,0.0008896659,0.0011070154,0.000060303006,0.00070803484,0.016255824],"genre_scores_gemma":[0.9740748,0.000012123946,0.024057396,0.000014006353,0.0005168485,0.00013944806,0.000060484046,0.00011712911,0.0010078097],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99827117,0.00008056442,0.00070337014,0.00024410666,0.00031885042,0.00038195756],"domain_scores_gemma":[0.9986341,0.0002916945,0.00015982741,0.00039572528,0.00036088668,0.0001577402],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007981863,0.00025850983,0.00058839214,0.00017146525,0.000039263698,0.000065061045,0.00022988894,0.00017234897,0.000016590597],"category_scores_gemma":[0.00017178502,0.00024206532,0.00012011972,0.00020998382,0.000027533726,0.0001910107,0.000014594246,0.00007987688,0.00002723334],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000052821895,0.000021038151,0.00022149392,0.00019926525,0.000107232365,0.000002080501,0.00016177323,0.923025,0.073666684,0.00057295675,0.0018173906,0.00015225793],"study_design_scores_gemma":[0.002378346,0.00009147284,0.000004565095,0.000115346214,0.00005541036,0.000008817071,0.0001623941,0.99535483,0.00013807914,0.00003574743,0.0013974813,0.0002575354],"about_ca_topic_score_codex":0.00042473877,"about_ca_topic_score_gemma":0.000018015211,"teacher_disagreement_score":0.9732002,"about_ca_system_score_codex":0.00018842085,"about_ca_system_score_gemma":0.000055419136,"threshold_uncertainty_score":0.9871137},"labels":[],"label_agreement":null},{"id":"W1635212201","doi":"10.1063/1.3106485","title":"Extremum Seeking Tuning for Reel Tension Control in Haptic Application","year":2009,"lang":"en","type":"article","venue":"AIP conference proceedings","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Control theory (sociology); Haptic technology; Wrench; Torque; Actuator; Computer science; Optimal control; Pulley; Transparency (behavior); Control engineering; Simulation; Engineering; Control (management); Mathematical optimization; Mathematics; Mechanical engineering; Artificial intelligence","score_opus":0.014708856510128984,"score_gpt":0.22389714333327418,"score_spread":0.2091882868231452,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1635212201","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0031943957,0.00024022131,0.9908102,0.00053826196,0.00013041786,0.0009685254,0.0000028967936,0.0005418872,0.0035732044],"genre_scores_gemma":[0.99806386,0.000018417622,0.0011808478,0.0002278713,0.00018680043,0.000213365,0.0000066013627,0.00004255641,0.000059679332],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984678,0.0000066465445,0.00045087317,0.00037782884,0.00020333892,0.00049351976],"domain_scores_gemma":[0.9992688,0.00008331683,0.00010862634,0.00015088971,0.0002972153,0.00009118336],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00043452228,0.00026180953,0.00038138375,0.00021926578,0.00008148595,0.00013962208,0.00025748642,0.00016782482,0.0000043132086],"category_scores_gemma":[0.00014336756,0.00027930204,0.00005915858,0.0002803126,0.000022198385,0.0003819272,0.000012639685,0.00023697942,0.000017293054],"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":[0.000028393266,0.000016181466,0.0051637203,0.00007797838,0.000010146537,0.0000010472863,0.0005364452,0.000015242334,0.9844902,0.001258329,0.00021734241,0.008184944],"study_design_scores_gemma":[0.0012630968,0.00008237872,0.0015226224,0.0003247096,0.000022262839,0.000010492583,0.00019740537,0.99226266,0.000027810318,0.0026494712,0.0013291712,0.00030792705],"about_ca_topic_score_codex":0.000026152637,"about_ca_topic_score_gemma":0.00001959591,"teacher_disagreement_score":0.9948695,"about_ca_system_score_codex":0.00016733694,"about_ca_system_score_gemma":0.000028479551,"threshold_uncertainty_score":0.9999659},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"simulation_or_modeling","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":[],"domain":null,"study_design":"bench_or_experimental","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"low"}],"label_agreement":"split"},{"id":"W1821952947","doi":"10.1002/rnc.3254","title":"A constrained extremum‐seeking control approach","year":2014,"lang":"en","type":"article","venue":"International Journal of Robust and Nonlinear Control","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":63,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mathematical optimization; Control theory (sociology); Nonlinear system; Class (philosophy); Point (geometry); Control (management); Computer science; Function (biology); Nonlinear dynamical systems; Mathematics; Artificial intelligence","score_opus":0.008313539650288337,"score_gpt":0.202283924484973,"score_spread":0.19397038483468468,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1821952947","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013371612,0.0009836025,0.97881037,0.0005094372,0.0016366171,0.00016164235,0.000029064084,0.00008579629,0.004411842],"genre_scores_gemma":[0.9913252,0.00004168729,0.0059861466,0.00024454764,0.0023109578,0.0000045598117,0.0000042912043,0.000038001013,0.00004460308],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983258,0.000102576676,0.0006973689,0.0001460846,0.000483977,0.00024414502],"domain_scores_gemma":[0.99866635,0.00034974166,0.0002739188,0.00012604069,0.0004295203,0.00015440886],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008451664,0.0002194845,0.00048786154,0.00026454154,0.000043756787,0.00015022566,0.0003744124,0.00011034427,0.000022609696],"category_scores_gemma":[0.00023470423,0.00019074077,0.00017856855,0.00006562112,0.00007030836,0.00024964206,0.0000157604,0.0003303545,0.0000069251946],"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":[0.0022280193,0.00060786784,0.036729228,0.00029537606,0.0076645287,0.0004474376,0.0013992416,0.37903658,0.40406418,0.0052528945,0.0031837055,0.15909095],"study_design_scores_gemma":[0.007366818,0.000082129874,0.00057308906,0.0000956776,0.000082714956,0.00055144524,0.000050493327,0.981677,0.000018188577,0.00008724755,0.009225668,0.00018954558],"about_ca_topic_score_codex":0.000007487064,"about_ca_topic_score_gemma":0.0000050716167,"teacher_disagreement_score":0.9779536,"about_ca_system_score_codex":0.00006715942,"about_ca_system_score_gemma":0.000035469384,"threshold_uncertainty_score":0.77781826},"labels":[],"label_agreement":null},{"id":"W1916184541","doi":"10.23919/ecc.2013.6669399","title":"Extension of the global optimization using multi-unit extremum seeking control for noisy scalar systems","year":2013,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking 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":"Polytechnique Montréal","funders":"","keywords":"Control theory (sociology); Scalar (mathematics); Integrator; Nonlinear system; Offset (computer science); Mathematical optimization; Monotonic function; Noise (video); Extension (predicate logic); Mathematics; Optimization problem; Computer science; Control (management); Mathematical analysis","score_opus":0.02277560647002858,"score_gpt":0.22997819163395228,"score_spread":0.2072025851639237,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1916184541","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01705735,0.00054434314,0.9782842,0.00003562767,0.0013280055,0.0018166456,0.000022658329,0.00027127587,0.00063988444],"genre_scores_gemma":[0.9881527,0.0000024335798,0.0114192,0.000030844712,0.0001557061,0.00007845399,0.000003753062,0.00005384342,0.00010308274],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99853504,0.00008954042,0.00055102777,0.00022195371,0.00024976194,0.0003526935],"domain_scores_gemma":[0.9988592,0.00012476004,0.0001560999,0.0004623532,0.00032554555,0.00007200158],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029172274,0.00022948103,0.00038429408,0.000057450972,0.00012016638,0.00010158522,0.00025581312,0.00015688324,0.00001806859],"category_scores_gemma":[0.00011112426,0.0001698422,0.00015076021,0.00023788429,0.000034079785,0.00025653924,0.000034341097,0.00008436908,0.000008872666],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005633647,0.000016677026,0.00585609,0.00015553257,0.000058253016,2.611938e-7,0.000030306725,0.84117585,0.15220574,0.00024981,0.00006914284,0.00017667655],"study_design_scores_gemma":[0.0014693354,0.000013195345,0.0016813484,0.00022403503,0.000060152463,0.000014210958,0.000106933345,0.99602306,0.00009276105,0.000021592125,0.00010250105,0.00019089313],"about_ca_topic_score_codex":0.00072614977,"about_ca_topic_score_gemma":0.000038957343,"teacher_disagreement_score":0.9710953,"about_ca_system_score_codex":0.00017394798,"about_ca_system_score_gemma":0.000021902422,"threshold_uncertainty_score":0.6925964},"labels":[],"label_agreement":null},{"id":"W1971186875","doi":"10.3182/20050703-6-cz-1902.01634","title":"ADAPTIVE OUTPUT FEEDBACK EXTREMUM SEEKING CONTROL OF LINEAR SYSTEMS","year":2005,"lang":"en","type":"article","venue":"IFAC Proceedings Volumes","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Control theory (sociology); Controller (irrigation); Adaptive control; Lyapunov function; Control (management); Output feedback; Linear system; Horizon; Mathematics; Engineering; Computer science; Nonlinear system","score_opus":0.011629026229701061,"score_gpt":0.19964827571228458,"score_spread":0.18801924948258353,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1971186875","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.43425202,0.02790814,0.4198145,0.00060479256,0.004852661,0.004394036,0.00021976026,0.006139138,0.10181494],"genre_scores_gemma":[0.99563813,0.000034533947,0.0013758175,0.00003181371,0.0013163048,0.00008333317,0.0000028440381,0.00013487642,0.0013823151],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9975119,0.000017732717,0.0008525279,0.0004141181,0.0005318233,0.0006718782],"domain_scores_gemma":[0.99883074,0.00009843153,0.00027391402,0.00022807397,0.00039313495,0.00017571477],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00046734247,0.00043931737,0.00080839003,0.00025976892,0.00010737348,0.00011480806,0.00042770765,0.00025258173,0.000018690222],"category_scores_gemma":[0.00010770294,0.00045084793,0.00018877264,0.00032480535,0.00008400114,0.000586939,0.000046723428,0.0003377119,0.00017062707],"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":[0.00036565188,0.0003530786,0.068926506,0.0031816685,0.0020470482,0.00002268166,0.0098304665,0.076143764,0.7713116,0.0051212404,0.021221096,0.04147519],"study_design_scores_gemma":[0.0013530714,0.00008546889,0.0007243115,0.00040060375,0.00007955126,0.00003198198,0.00070023106,0.97688204,0.0005327652,0.000024285438,0.018726021,0.00045967632],"about_ca_topic_score_codex":0.00010208036,"about_ca_topic_score_gemma":0.000013048903,"teacher_disagreement_score":0.90073824,"about_ca_system_score_codex":0.00024359554,"about_ca_system_score_gemma":0.000031307438,"threshold_uncertainty_score":0.9997943},"labels":[],"label_agreement":null},{"id":"W1975709959","doi":"10.1109/cdc.2014.7039508","title":"Optimal position seeking for unmanned aerial vehicle communication relay using only signal strength and angle of arrival","year":2014,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ultra Electronics (Canada); École de Technologie Supérieure","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Relay; Base station; Position (finance); Computer science; Signal strength; Trajectory; Stability (learning theory); Base (topology); SIGNAL (programming language); Simulation; Engineering; Real-time computing; Telecommunications; Antenna (radio)","score_opus":0.010214609137829312,"score_gpt":0.22031973970985025,"score_spread":0.21010513057202093,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1975709959","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.74398607,0.000092325674,0.2547249,0.000024504472,0.00009998332,0.0001981899,0.00000786305,0.00011962043,0.0007465516],"genre_scores_gemma":[0.9722085,0.0000028962256,0.02755811,0.000009060925,0.00015043504,0.0000070212413,0.00002007993,0.00003098053,0.000012904173],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992636,0.00006610166,0.00027649547,0.00012042348,0.00010384474,0.00016952492],"domain_scores_gemma":[0.99943197,0.00018659505,0.00007371649,0.00020979124,0.00005497144,0.00004294838],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031087414,0.00011325024,0.00020094943,0.000065408065,0.00008471727,0.000039897073,0.00010464146,0.000084858504,0.000007375897],"category_scores_gemma":[0.000027571396,0.00011995205,0.000045008008,0.000063266685,0.000028617951,0.00016344407,0.00002784117,0.00007431106,9.46587e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006833337,0.000025379968,0.00086736446,0.00010434971,0.000052034964,2.0034607e-7,0.00033216018,0.05156621,0.9422975,0.0026167633,0.0000505888,0.0020190808],"study_design_scores_gemma":[0.0010632572,0.00009525583,0.00058224716,0.00008822487,0.000033267333,0.000007167216,0.0000726382,0.9917133,0.0059678676,0.000111592446,0.00013162452,0.0001335644],"about_ca_topic_score_codex":0.00009668237,"about_ca_topic_score_gemma":0.000046778925,"teacher_disagreement_score":0.9401471,"about_ca_system_score_codex":0.000052986303,"about_ca_system_score_gemma":0.0000114522545,"threshold_uncertainty_score":0.48915026},"labels":[],"label_agreement":null},{"id":"W1979095231","doi":"10.3166/ria.24.423-443","title":"Différences temporelles de Kalman. Cas déterministe","year":2010,"lang":"fr","type":"article","venue":"Revue d intelligence artificielle","topic":"Extremum Seeking 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":"Kalman filter; Reinforcement learning; Computer science; Tracking (education); Bellman equation; Function (biology); Value (mathematics); Artificial intelligence; Machine learning; Algorithm; Mathematical optimization; Mathematics","score_opus":0.021915434930500122,"score_gpt":0.26570174943652664,"score_spread":0.2437863145060265,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1979095231","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4230383,0.030936236,0.36852026,0.010538493,0.035634648,0.0016021478,0.00012940491,0.0012333296,0.12836719],"genre_scores_gemma":[0.95631105,0.0005860094,0.003762813,0.00007345504,0.0018716465,0.00006090087,0.000009417754,0.000121716985,0.03720298],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9966352,0.00013582956,0.0010590407,0.0006807422,0.00029702167,0.0011921414],"domain_scores_gemma":[0.99754184,0.00058792345,0.00022006038,0.0011226559,0.0001261156,0.00040141537],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0010013921,0.00054295745,0.0005988201,0.00020257337,0.000296119,0.000284724,0.00086547097,0.0005401009,0.0012066315],"category_scores_gemma":[0.0003200429,0.00061385223,0.00031146602,0.0004924683,0.00042129942,0.00028143884,0.000119662705,0.0011694343,0.0048404476],"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":[0.000036683345,0.00050586194,0.014137941,0.0018506234,0.0002580354,0.00078066747,0.017016476,0.08316369,0.6437081,0.04457492,0.010070033,0.18389697],"study_design_scores_gemma":[0.000067649686,0.00009598273,0.00030038302,0.0005133258,0.00007080754,0.00048494697,0.0011947791,0.7408989,0.0342212,0.002442431,0.21904401,0.0006655615],"about_ca_topic_score_codex":0.0015651677,"about_ca_topic_score_gemma":0.0018792537,"teacher_disagreement_score":0.6577352,"about_ca_system_score_codex":0.0001648236,"about_ca_system_score_gemma":0.0001391659,"threshold_uncertainty_score":0.9997064},"labels":[],"label_agreement":null},{"id":"W1990118068","doi":"10.1109/acc.2014.6859074","title":"A minmax extremum-seeking control design technique","year":2014,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking 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":"Queen's University","funders":"","keywords":"Minimax; Dither; Control theory (sociology); Mathematical optimization; A priori and a posteriori; Nonlinear system; Control (management); Optimal control; Function (biology); Computer science; Adaptive control; Mathematics","score_opus":0.008759315484023297,"score_gpt":0.18266444538178161,"score_spread":0.1739051298977583,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1990118068","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000099020326,0.0001697712,0.930326,0.000053966563,0.00036278425,0.0006045152,0.0000012514348,0.0017642507,0.06661848],"genre_scores_gemma":[0.982755,0.0000029903144,0.016008921,0.00014372022,0.00029598654,0.00024204855,8.5403667e-7,0.000082888204,0.0004675743],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99855757,0.00015211962,0.0003507994,0.00023287415,0.00027630042,0.00043034455],"domain_scores_gemma":[0.9989476,0.00038928655,0.000041476815,0.00044482196,0.00006948804,0.00010733509],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011440536,0.0002491935,0.00034000483,0.00014683705,0.000060069975,0.00007426015,0.00026922638,0.00015817363,0.00009594467],"category_scores_gemma":[0.00015950481,0.00023275813,0.00009212572,0.00015434055,0.000024558258,0.00013065271,0.000015009148,0.00018567643,0.00020482484],"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":[0.000012565539,0.000012764901,0.00025562776,0.000054822638,0.000058528964,0.000006247058,0.00007616663,0.0059350594,0.97891587,0.0016052688,0.0052378974,0.007829182],"study_design_scores_gemma":[0.0007550776,0.000047989382,0.000057522462,0.000060305792,0.000020112311,0.00003141231,0.000012541779,0.9697567,0.0025235054,0.0006049231,0.025804656,0.0003252174],"about_ca_topic_score_codex":0.000034524906,"about_ca_topic_score_gemma":0.00001658,"teacher_disagreement_score":0.982656,"about_ca_system_score_codex":0.0001287511,"about_ca_system_score_gemma":0.000014149345,"threshold_uncertainty_score":0.9491601},"labels":[],"label_agreement":null},{"id":"W1994336329","doi":"10.1205/026387603770866515","title":"Real-Time Optimization of Fed-Batch Bioreactors via Adaptive Extremum-Seeking Control","year":2003,"lang":"en","type":"article","venue":"Process Safety and Environmental Protection","topic":"Extremum Seeking 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":"Queen's University","funders":"","keywords":"Control theory (sociology); Controller (irrigation); Process (computing); Stability (learning theory); Set (abstract data type); Bioreactor; Adaptive control; Lyapunov function; Mathematical optimization; Control (management); Computer science; Mathematics; Nonlinear system; Chemistry; Physics; Artificial intelligence","score_opus":0.005216647238147166,"score_gpt":0.16773985962577292,"score_spread":0.16252321238762577,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1994336329","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014417366,0.00025124647,0.9817093,0.000010521986,0.00011836066,0.0007510464,0.000018750381,0.00017654324,0.0025468364],"genre_scores_gemma":[0.9991821,0.00017576532,0.00043383372,0.0000035265753,0.000039665585,0.00006958844,0.000014146445,0.000046088968,0.000035279343],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99892193,0.00007592858,0.00035420756,0.00024289527,0.00019298751,0.0002120524],"domain_scores_gemma":[0.9996351,0.000030870477,0.000133519,0.00012780777,0.000010145129,0.00006257943],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023583883,0.00021087943,0.00026175068,0.000081106766,0.00012372738,0.000016217267,0.000056047666,0.00014238917,0.000064277025],"category_scores_gemma":[0.000016212622,0.00021920798,0.00004675743,0.00011588569,0.00006653082,0.00029360378,0.000007906673,0.00014529243,0.000009298698],"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":[0.00022721263,0.000052114472,0.0006634609,0.00014318762,0.000076631215,0.0000011077121,0.00036972048,0.48092663,0.51424104,0.000017147353,9.4306165e-7,0.0032807703],"study_design_scores_gemma":[0.0009515966,0.00013553764,0.00040879217,0.00006350464,0.000038401395,0.000022759383,0.0001836159,0.9947647,0.0030174688,0.00010433031,0.00007523029,0.00023405267],"about_ca_topic_score_codex":0.0000606551,"about_ca_topic_score_gemma":0.0000030219564,"teacher_disagreement_score":0.98476475,"about_ca_system_score_codex":0.0001725815,"about_ca_system_score_gemma":0.0000062987647,"threshold_uncertainty_score":0.8939042},"labels":[],"label_agreement":null},{"id":"W1996207240","doi":"10.1109/robot.2010.5509758","title":"Improving stability and performance of digitally controlled systems: The concept of Modified Holds","year":2010,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking 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":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Control theory (sociology); Stability (learning theory); PID controller; Digital control; Flexibility (engineering); Controller (irrigation); Computer science; Control system; Control engineering; Control (management); Proportional control; Engineering; Mathematics; Electronic engineering; Artificial intelligence; Temperature control","score_opus":0.007215012032003425,"score_gpt":0.17894611250447548,"score_spread":0.17173110047247206,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1996207240","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98483753,0.00040514435,0.0048323995,0.000009933862,0.00040273977,0.0006328684,0.0000118024955,0.00010232595,0.008765229],"genre_scores_gemma":[0.99978715,0.0000037481525,0.0000415006,0.0000028763213,0.00004958,0.00003019206,8.0855824e-7,0.000017087632,0.000067063316],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99899304,0.000032785403,0.00051363604,0.00012089264,0.0001747166,0.00016494251],"domain_scores_gemma":[0.9989919,0.00032536898,0.0001291301,0.00040271148,0.000110459485,0.00004041405],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005434229,0.0001318784,0.00045333436,0.00003413048,0.000029551426,0.00003627477,0.00017652992,0.000081869264,0.000008337513],"category_scores_gemma":[0.000116651005,0.00008307671,0.000058866004,0.000066881505,0.00013244242,0.00015724765,0.000030533447,0.00015643681,6.975524e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015858684,0.000028162298,0.010042454,0.0006716981,0.00017325436,3.835918e-7,0.00075223367,0.0058123595,0.9770086,0.003303802,0.000021208782,0.0020272501],"study_design_scores_gemma":[0.0023643365,0.000073198025,0.0024272674,0.000033533328,0.000029145916,0.000004561099,0.00020189345,0.98653615,0.008178883,0.0000069640423,0.000030682895,0.00011340618],"about_ca_topic_score_codex":0.00021706788,"about_ca_topic_score_gemma":0.000049979168,"teacher_disagreement_score":0.98072374,"about_ca_system_score_codex":0.000012864188,"about_ca_system_score_gemma":0.000020437807,"threshold_uncertainty_score":0.338777},"labels":[],"label_agreement":null},{"id":"W1999074897","doi":"10.1002/cjce.5450850407","title":"Dependence of the Error in the Optimal Solution of Perturbation‐Based Extremum Seeking Methods on the Excitation Frequency","year":2007,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Queen's University; Polytechnique Montréal","funders":"","keywords":"Dither; Excitation; Amplitude; Perturbation (astronomy); Control theory (sociology); Mathematics; Instability; Zero (linguistics); Physics; Mathematical analysis; Quantum mechanics; Computer science","score_opus":0.021151520128923844,"score_gpt":0.24415907310754123,"score_spread":0.22300755297861738,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1999074897","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6937817,0.00094282784,0.301938,0.0016435763,0.0006676672,0.00031778467,0.0000049881537,0.000017971328,0.0006855244],"genre_scores_gemma":[0.9973077,7.5595955e-7,0.002476141,0.000056406945,0.00013000952,0.000003860768,4.4608342e-7,0.000021389693,0.0000032895978],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985876,0.00016764074,0.0005641784,0.00006908287,0.00033652064,0.00027496935],"domain_scores_gemma":[0.99775594,0.0015772936,0.00020185478,0.00028082676,0.00010882406,0.00007523336],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0036396997,0.00013678787,0.00019750588,0.0001633111,0.00007809503,0.00002569692,0.00066556863,0.00008909265,0.0000069082575],"category_scores_gemma":[0.0012468835,0.00007272539,0.0001329416,0.0004279303,0.00007241548,0.000084888045,0.0000077383465,0.00074015325,3.7925687e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008377475,0.0000049051396,0.00018975174,0.000040720373,0.000029640769,0.0000044428098,0.0019506324,0.19140285,0.80450624,0.0014060315,0.000025141622,0.0004312788],"study_design_scores_gemma":[0.00039589146,0.000029037814,0.0034562382,0.00050440466,0.0000449994,0.00006196695,0.00028844737,0.9467578,0.047691602,0.0005497509,0.00007326465,0.00014657599],"about_ca_topic_score_codex":0.0006181655,"about_ca_topic_score_gemma":0.00059253594,"teacher_disagreement_score":0.7568146,"about_ca_system_score_codex":0.00030955946,"about_ca_system_score_gemma":0.00014360204,"threshold_uncertainty_score":0.32156387},"labels":[],"label_agreement":null},{"id":"W1999091278","doi":"10.3182/20070606-3-mx-2915.00020","title":"MULTI-UNIT OPTIMIZATION WITH GRADIENT PROJECTION ON ACTIVE CONSTRAINTS","year":2007,"lang":"en","type":"article","venue":"IFAC Proceedings Volumes","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Proximal Gradient Methods; Control theory (sociology); Gradient method; Context (archaeology); Projection (relational algebra); Simple (philosophy); Mathematical optimization; Computer science; Term (time); Gradient descent; Mathematics; Control (management); Algorithm; Physics; Artificial intelligence","score_opus":0.0128205574993901,"score_gpt":0.22085451120033325,"score_spread":0.20803395370094316,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1999091278","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6082952,0.00006990884,0.34948537,0.000054589593,0.00073185394,0.0014627841,0.000012877513,0.0020028662,0.03788451],"genre_scores_gemma":[0.9885589,0.0000060112425,0.010873555,0.000021115073,0.00015471352,0.000044421402,0.0000065323384,0.00006126712,0.00027349117],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998867,0.0000041256635,0.00023247632,0.00026650398,0.00025466486,0.00037526275],"domain_scores_gemma":[0.9995201,0.000030070001,0.00008756294,0.000079999045,0.00018759121,0.00009468265],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023180814,0.00022801144,0.00019682443,0.00023762883,0.00010588746,0.00008101564,0.00010559855,0.00011470292,0.000016740898],"category_scores_gemma":[0.000054172837,0.00020846787,0.00003729657,0.00032042497,0.000074125346,0.0003013771,0.000010423367,0.0002151124,0.000027766597],"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":[0.0016376026,0.0010228355,0.12441296,0.0015548151,0.0015324574,0.000095395655,0.028891696,0.2479753,0.3483516,0.0033444648,0.0026176546,0.2385632],"study_design_scores_gemma":[0.0018231742,0.00035228566,0.0138916,0.00033037356,0.00004614673,0.00007536035,0.002175699,0.97198176,0.007467264,0.000012453223,0.0012869026,0.00055695197],"about_ca_topic_score_codex":0.000029305978,"about_ca_topic_score_gemma":0.000036146055,"teacher_disagreement_score":0.7240065,"about_ca_system_score_codex":0.00020833153,"about_ca_system_score_gemma":0.000015416546,"threshold_uncertainty_score":0.8501073},"labels":[],"label_agreement":null},{"id":"W2004401440","doi":"10.1002/cjce.20101","title":"Extremum‐seeking control of retention for a microparticulate system","year":2008,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Queen's University; Polytechnique Montréal","funders":"","keywords":"Control theory (sociology); Controller (irrigation); Adaptive control; Computer science; Stability (learning theory); Control (management); Lyapunov stability; Scheme (mathematics); Control engineering; Control system; Lyapunov function; Engineering; Mathematics; Artificial intelligence; Nonlinear system","score_opus":0.010593173043232571,"score_gpt":0.16492710646938974,"score_spread":0.15433393342615717,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2004401440","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.64307445,0.002728316,0.35248128,0.00011244385,0.0010440265,0.00033214007,0.000021187758,0.00008027964,0.0001258614],"genre_scores_gemma":[0.9991004,0.0000015056772,0.00051505474,0.0000074005907,0.0003159087,0.0000076189626,9.510511e-7,0.000044500168,0.0000066696603],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988384,0.000015395202,0.0005836704,0.00007115296,0.00015747237,0.0003338629],"domain_scores_gemma":[0.9991359,0.00014553135,0.00014449656,0.00016502786,0.00016527774,0.00024376325],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003964426,0.00014770104,0.0003692538,0.00014984628,0.000057138102,0.000021486227,0.00025178745,0.00008974865,0.0000026538942],"category_scores_gemma":[0.00014235871,0.0001221484,0.00020784202,0.00013588405,0.000044133285,0.00008246558,0.0000037943469,0.00021967941,0.0000014009781],"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":[0.000011533506,0.0000016262858,0.00013061664,0.00019006335,0.00011509219,0.000028362136,0.00020368437,0.055295475,0.94362575,0.00019307648,0.0001234043,0.00008133632],"study_design_scores_gemma":[0.0009817475,0.000024604009,0.00008657674,0.000428527,0.0000886083,0.00083306077,0.00001597005,0.96616477,0.030521743,0.000013192081,0.00068127003,0.00015992072],"about_ca_topic_score_codex":0.00022219156,"about_ca_topic_score_gemma":0.00004624316,"teacher_disagreement_score":0.913104,"about_ca_system_score_codex":0.000321109,"about_ca_system_score_gemma":0.000110607194,"threshold_uncertainty_score":0.49810672},"labels":[],"label_agreement":null},{"id":"W2010536237","doi":"10.1109/cdc.2006.376699","title":"Dynamical optimization of a configuration of multi-fed interconnected bioreactors by optimum seeking","year":2006,"lang":"en","type":"preprint","venue":"","topic":"Extremum Seeking 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":"Queen's University","funders":"Fédération Wallonie-Bruxelles","keywords":"Bioreactor; Control theory (sociology); Controller (irrigation); Substrate (aquarium); Range (aeronautics); Computer science; Control engineering; Engineering; Control (management); Chemistry","score_opus":0.009990544731320695,"score_gpt":0.2189531832262514,"score_spread":0.2089626384949307,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2010536237","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0365968,0.00023907758,0.9587717,0.000013641177,0.00070382614,0.0006337495,0.00013605817,0.00047053504,0.0024346234],"genre_scores_gemma":[0.982398,0.000014843069,0.016260361,0.0000031458826,0.00005416188,0.000035216653,0.0010372711,0.00008989994,0.00010711182],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979222,0.00009197073,0.0011375733,0.00034650927,0.0002672302,0.00023455235],"domain_scores_gemma":[0.99869317,0.00013060565,0.0004246914,0.00045778995,0.00024002513,0.000053701082],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001984277,0.00038285885,0.00077482,0.0003016719,0.000015551903,0.000041661144,0.00028922912,0.0005889758,0.000054633958],"category_scores_gemma":[0.0000863749,0.00039709266,0.00018779056,0.000168512,0.00006901337,0.000098016135,0.00009766468,0.00037436173,0.0000023500222],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014424144,0.00006064545,0.00033353292,0.0004944548,0.00015371983,7.525333e-7,0.00014030054,0.7169282,0.28119236,0.000044889424,0.00027011975,0.0003666217],"study_design_scores_gemma":[0.00068176497,0.000029594838,0.00013805952,0.00043851003,0.00006787627,0.0000014363852,0.00003713808,0.99113256,0.0071121505,0.000007953448,0.000026966967,0.0003260099],"about_ca_topic_score_codex":0.0011302809,"about_ca_topic_score_gemma":0.000118461314,"teacher_disagreement_score":0.9458012,"about_ca_system_score_codex":0.0002134678,"about_ca_system_score_gemma":0.000037381003,"threshold_uncertainty_score":0.99984807},"labels":[],"label_agreement":null},{"id":"W2010618620","doi":"10.1109/iecon.2013.6699668","title":"Combined ACO algorithm &amp;#x2014; Nelder-Mead simplex search for controller and anti-windup tuning for a motion system with flexible transmission","year":2013,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking 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":"Université du Québec à Trois-Rivières","funders":"","keywords":"PID controller; Control theory (sociology); GRASP; Simplex algorithm; Computation; Computer science; Controller (irrigation); Ant colony optimization algorithms; Coupling (piping); Motion control; Algorithm; Control engineering; Engineering; Control (management); Robot; Artificial intelligence; Linear programming","score_opus":0.019247240788772185,"score_gpt":0.22994202222267912,"score_spread":0.21069478143390694,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2010618620","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":[0.021507014,0.00020789189,0.9726573,0.00020000256,0.00016215084,0.0037248703,0.00002242344,0.00082902284,0.00068930024],"genre_scores_gemma":[0.9611054,0.000006855644,0.036682524,0.000030578183,0.0001741773,0.0007125489,0.00004778699,0.00012114177,0.0011189663],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99827033,0.000054174983,0.00043535186,0.00037736696,0.0002508923,0.00061185216],"domain_scores_gemma":[0.99888575,0.00036176713,0.000055121658,0.0002488718,0.00024074569,0.00020771835],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00044790786,0.00032782843,0.0005995857,0.00017690311,0.00021204789,0.00022145854,0.00014824574,0.00019362736,0.000020231788],"category_scores_gemma":[0.000012994207,0.00025631516,0.00010471574,0.00014821405,0.000030475143,0.0003373752,0.000014686406,0.00014367336,0.000017623393],"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":[0.00035187375,0.000114893955,0.0010996988,0.0042025233,0.0007688057,0.0000018507234,0.0013119783,0.017577752,0.700721,0.0022259282,0.0032336817,0.26838997],"study_design_scores_gemma":[0.0070289634,0.0002128694,0.0003976305,0.00028700457,0.00005647317,0.000014422403,0.00036439952,0.98580724,0.00074253726,0.00004516486,0.004691767,0.0003515547],"about_ca_topic_score_codex":0.000322864,"about_ca_topic_score_gemma":0.000009662674,"teacher_disagreement_score":0.9682295,"about_ca_system_score_codex":0.000110766494,"about_ca_system_score_gemma":0.000025259076,"threshold_uncertainty_score":0.9999889},"labels":[],"label_agreement":null},{"id":"W2011652032","doi":"10.1016/j.ces.2005.02.042","title":"Adaptive extremum-seeking control of nonisothermal continuous stirred tank reactors","year":2005,"lang":"en","type":"article","venue":"Chemical Engineering Science","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":62,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal; Queen's University","funders":"","keywords":"Control theory (sociology); Controller (irrigation); Continuous stirred-tank reactor; Adaptive control; Lyapunov function; Stability (learning theory); Lyapunov stability; Control (management); Engineering; Mathematics; Computer science; Nonlinear system; Physics; Chemical engineering","score_opus":0.006161452034518194,"score_gpt":0.18897530474887828,"score_spread":0.18281385271436007,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2011652032","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3764223,0.00090937235,0.61730057,0.000087532186,0.0008458136,0.00039260907,0.000022090571,0.0011049222,0.0029148364],"genre_scores_gemma":[0.99571866,0.0000028845961,0.003857265,0.000017133629,0.00029084325,0.00002052515,0.0000010724505,0.00005743379,0.0000342036],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979402,0.000008868889,0.0004948876,0.00036250867,0.00052424415,0.00066928985],"domain_scores_gemma":[0.99897754,0.00019917394,0.00008523026,0.0004058391,0.00011888326,0.00021335793],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00042737782,0.0002919193,0.000454646,0.00020829213,0.00004440035,0.000054621672,0.0006471155,0.00011909911,0.000019608364],"category_scores_gemma":[0.0002729951,0.00029922815,0.0001058091,0.0005998297,0.00024433678,0.00038947182,0.0000461389,0.00028528017,0.000021336344],"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":[0.0000095549985,0.000016663469,0.000120842786,0.000031983986,0.00002289985,0.0000034181267,0.00019934445,0.04236407,0.9549832,0.0002509637,0.000033037613,0.0019640354],"study_design_scores_gemma":[0.0006204749,0.000020805635,0.00017421918,0.000118365686,0.000015680438,0.000018111818,0.000023408045,0.8878087,0.10999714,0.000006403539,0.00089147285,0.00030524877],"about_ca_topic_score_codex":0.0000072017765,"about_ca_topic_score_gemma":6.726643e-7,"teacher_disagreement_score":0.8454446,"about_ca_system_score_codex":0.0003074638,"about_ca_system_score_gemma":0.000051895262,"threshold_uncertainty_score":0.999946},"labels":[],"label_agreement":null},{"id":"W2013705432","doi":"10.1002/aic.690490111","title":"Adaptive extremum seeking control of continuous stirred‐tank bioreactors","year":2003,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":60,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Control theory (sociology); Bioreactor; Lyapunov function; Controller (irrigation); Adaptive control; Stability (learning theory); Continuous stirred-tank reactor; Engineering; Lyapunov stability; Control (management); Nonlinear system; Computer science; Control engineering; Chemistry; Physics; Chemical engineering","score_opus":0.009246222147711257,"score_gpt":0.1932327877842693,"score_spread":0.18398656563655805,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2013705432","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07735023,0.008747461,0.88203686,0.00011009413,0.0037695076,0.00049255596,0.000030086283,0.00036788508,0.027095338],"genre_scores_gemma":[0.9985268,0.000051573457,0.0008100441,0.000035449033,0.0003217188,0.0000055502046,7.632139e-7,0.00007198293,0.00017613106],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980213,0.00019833836,0.0007179176,0.00016530232,0.0003963266,0.000500821],"domain_scores_gemma":[0.99878,0.00027105582,0.00029215944,0.00026765137,0.000191121,0.000197996],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000846284,0.00028256484,0.00058203214,0.00021530988,0.000089326095,0.00007160466,0.00024513758,0.00015874127,0.00009702076],"category_scores_gemma":[0.00025012167,0.00025829734,0.0002139621,0.00022851293,0.000055401822,0.00024360765,0.00001019531,0.00056995754,0.000028456901],"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":[0.00008233376,0.000091736634,0.024911903,0.00006315775,0.00090895325,0.0001722466,0.0010429652,0.0043019033,0.95732397,0.00094323955,0.0039299806,0.0062276116],"study_design_scores_gemma":[0.022906307,0.0012914187,0.015376368,0.0018519905,0.0011519,0.0050827214,0.0043776482,0.80702806,0.012908208,0.003626777,0.12107528,0.0033233017],"about_ca_topic_score_codex":0.000020595637,"about_ca_topic_score_gemma":0.000014244158,"teacher_disagreement_score":0.94441575,"about_ca_system_score_codex":0.00017013874,"about_ca_system_score_gemma":0.00006592053,"threshold_uncertainty_score":0.99998695},"labels":[],"label_agreement":null},{"id":"W2017174336","doi":"10.1007/s12555-012-0429-y","title":"Scalar sensor-based adaptive manipulation for source seeking","year":2014,"lang":"en","type":"article","venue":"International Journal of Control Automation and Systems","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Estimator; Radial basis function; Control theory (sociology); Computer science; Scalar field; Convergence (economics); Scalar (mathematics); Algorithm; Artificial intelligence; Artificial neural network; Mathematics; Control (management)","score_opus":0.011488410345065989,"score_gpt":0.2241587192463872,"score_spread":0.21267030890132121,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2017174336","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.020418894,0.00030639733,0.9758272,0.0002774074,0.0022428036,0.00027982428,0.000009659457,0.000115229544,0.0005225851],"genre_scores_gemma":[0.998057,0.0000025104175,0.0007131815,0.00008918507,0.0010390637,0.000016660442,0.000005497437,0.000027908934,0.000049006834],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99848855,0.00012533912,0.00070743554,0.00009825268,0.00044627133,0.00013417871],"domain_scores_gemma":[0.9983612,0.0004390944,0.0004213007,0.00008359503,0.0006222198,0.00007260503],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009802957,0.00013876586,0.00031636062,0.0002775604,0.000047793455,0.00018833447,0.00015715323,0.00008529586,0.0000037682917],"category_scores_gemma":[0.00016876624,0.00012696067,0.00011664672,0.00004507572,0.000015521504,0.00024935338,0.000004589475,0.00009684288,0.000003903415],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023119351,0.000029875726,0.003694816,0.00014129472,0.00055433786,0.0000055917676,0.00030898108,0.928653,0.038417332,0.0058814804,0.00050752546,0.021574592],"study_design_scores_gemma":[0.0031221157,0.00008240393,0.0023939905,0.00023339018,0.000038820453,0.00008123019,0.00008258827,0.9849719,0.00003766425,0.00012837343,0.00870654,0.000121002486],"about_ca_topic_score_codex":0.000013804281,"about_ca_topic_score_gemma":0.000003145931,"teacher_disagreement_score":0.97763807,"about_ca_system_score_codex":0.00012711238,"about_ca_system_score_gemma":0.000018894363,"threshold_uncertainty_score":0.5177306},"labels":[],"label_agreement":null},{"id":"W2020146294","doi":"10.1109/adprl.2014.7010641","title":"A two stage learning technique for dual learning in the pursuit-evasion differential game","year":2014,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking 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":"Carleton University","funders":"","keywords":"Computer science; Fuzzy logic; Particle swarm optimization; Pursuit-evasion; Artificial intelligence; Dual (grammatical number); Population-based incremental learning; Process (computing); Mathematical optimization; Algorithm; Machine learning; Genetic algorithm; Mathematics","score_opus":0.010835475462956282,"score_gpt":0.23302239135225228,"score_spread":0.222186915889296,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2020146294","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10216965,0.0000450854,0.8872142,0.000105020634,0.00024070172,0.00087383913,0.000001009073,0.0006933096,0.008657195],"genre_scores_gemma":[0.99722505,0.0000035257037,0.0006114133,0.000026804444,0.00030129318,0.0003168812,0.0000101483,0.00005821615,0.0014466714],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99866086,0.00022238535,0.0002804749,0.00020399659,0.00025425362,0.00037804278],"domain_scores_gemma":[0.9992271,0.00045833085,0.00004942708,0.00020427587,0.000023653713,0.000037235422],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011630999,0.00018647418,0.00024161054,0.00012758715,0.0000860055,0.0001335606,0.0002499888,0.00009870538,0.000039256603],"category_scores_gemma":[0.00022557142,0.0001389196,0.0000878179,0.00013066793,0.000016132553,0.000091179405,0.000039425795,0.000507071,0.000018746325],"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":[0.000028659852,0.000027494198,0.003254898,0.00016194973,0.000027381144,0.0000045559277,0.0011444122,0.06423583,0.91925204,0.004771426,0.00021762618,0.006873711],"study_design_scores_gemma":[0.0014794013,0.00016619443,0.0013441422,0.00009359532,0.000015824762,0.000012496782,0.000386928,0.95545846,0.0025674326,0.0001634654,0.038004536,0.00030752202],"about_ca_topic_score_codex":0.00009376404,"about_ca_topic_score_gemma":0.00016076377,"teacher_disagreement_score":0.9166846,"about_ca_system_score_codex":0.00005884679,"about_ca_system_score_gemma":0.0000073904944,"threshold_uncertainty_score":0.5664977},"labels":[],"label_agreement":null},{"id":"W2023815720","doi":"10.3182/20090921-3-tr-3005.00011","title":"Real-time Global Optimization using Multiple Units","year":2009,"lang":"en","type":"article","venue":"IFAC Proceedings Volumes","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Offset (computer science); Mathematical optimization; Nonlinear system; Global optimization; Optimization problem; Mathematics; Control theory (sociology); Zero (linguistics); Scalar (mathematics); Computer science; Control (management)","score_opus":0.011189922626515135,"score_gpt":0.21285589486175452,"score_spread":0.20166597223523938,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2023815720","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9046117,0.00037460166,0.046730388,0.00009830423,0.00054461276,0.00061593996,0.000027450104,0.00339114,0.043605845],"genre_scores_gemma":[0.9845748,0.000023418623,0.014859276,0.000022627028,0.00027915745,0.00000589763,0.000009555126,0.00003904788,0.00018624803],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988036,0.0000057601915,0.00030295958,0.00024619824,0.00023777071,0.00040367074],"domain_scores_gemma":[0.9994624,0.000016244498,0.00007457605,0.00010891492,0.0002265904,0.000111253095],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001347191,0.00023775327,0.00026901573,0.000082344595,0.00010387354,0.00016199778,0.0001962915,0.0001458006,0.000020992182],"category_scores_gemma":[0.00012996061,0.00026561003,0.000046849793,0.00060211454,0.000020260222,0.00047454154,0.000019355239,0.00009922125,0.000051173567],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000043336324,0.000057223046,0.038927868,0.00017494413,0.00012264623,0.000011016099,0.0010693409,0.54171324,0.4013129,0.00059811573,0.005152899,0.010816487],"study_design_scores_gemma":[0.00041920686,0.00003457733,0.0018500952,0.00009031171,0.00002560665,0.000025254074,0.000058396767,0.99636215,0.00025639607,0.000091380476,0.0005008175,0.00028582968],"about_ca_topic_score_codex":0.000089849855,"about_ca_topic_score_gemma":0.0000030417295,"teacher_disagreement_score":0.45464888,"about_ca_system_score_codex":0.00029191741,"about_ca_system_score_gemma":0.000021654594,"threshold_uncertainty_score":0.9999796},"labels":[],"label_agreement":null},{"id":"W2029292150","doi":"10.1016/j.jprocont.2011.05.004","title":"On-line optimization of fedbatch bioreactors by adaptive extremum seeking control","year":2011,"lang":"en","type":"article","venue":"Journal of Process Control","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":65,"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; Queen's University","funders":"Office of Science","keywords":"Control theory (sociology); Controller (irrigation); Adaptive control; Bioreactor; Engineering; Scheme (mathematics); Lyapunov function; Process (computing); Stability (learning theory); Line (geometry); Control (management); Mathematical optimization; Nonlinear system; Mathematics; Computer science; Chemistry; Artificial intelligence; Physics","score_opus":0.01742704810022887,"score_gpt":0.21778251904945398,"score_spread":0.2003554709492251,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2029292150","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013768073,0.0016353294,0.981527,0.000057111185,0.00069932884,0.0003795156,0.00004647708,0.00009289192,0.0017942733],"genre_scores_gemma":[0.9988279,0.000033437656,0.0006840543,0.0000675404,0.00026891092,0.000013584952,0.0000019657691,0.00007754022,0.00002511002],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976477,0.00010208111,0.0011693812,0.0001762417,0.00054656644,0.0003580279],"domain_scores_gemma":[0.9977032,0.00029492142,0.00095463515,0.00021149118,0.0006650103,0.00017073518],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00058219256,0.00032230193,0.00086533424,0.000316516,0.000048073718,0.000032702235,0.0003887628,0.00018040888,0.00007027244],"category_scores_gemma":[0.00024545868,0.00027253688,0.0002201246,0.00025414722,0.00005409621,0.00043406067,0.0000069190028,0.00041080636,0.0000049961604],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0026441072,0.0005556032,0.004826443,0.00035383808,0.0017699902,0.000077515666,0.002524251,0.796195,0.18520075,0.00031941754,0.001433047,0.004100085],"study_design_scores_gemma":[0.0071148393,0.00081327686,0.00013259207,0.0003706182,0.00022905182,0.000043567234,0.0002160807,0.98872167,0.0017169806,0.00026118473,0.00008241896,0.0002977021],"about_ca_topic_score_codex":0.00002162475,"about_ca_topic_score_gemma":0.0000050427916,"teacher_disagreement_score":0.9850598,"about_ca_system_score_codex":0.00013714712,"about_ca_system_score_gemma":0.00008468319,"threshold_uncertainty_score":0.9999727},"labels":[],"label_agreement":null},{"id":"W2030648993","doi":"10.3182/20080706-5-kr-1001.01049","title":"Non-Parametric Tuning of PID Controllers via Modified Second-Order Sliding Mode Algorithms","year":2008,"lang":"en","type":"article","venue":"IFAC Proceedings Volumes","topic":"Extremum Seeking 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 Calgary","funders":"","keywords":"Control theory (sociology); PID controller; Parametric statistics; Controller (irrigation); Crossover; Phase margin; Mode (computer interface); Engineering; Stability (learning theory); Process (computing); Control engineering; Computer science; Mathematics; Control (management); Electronic engineering; Temperature control","score_opus":0.013020123127218917,"score_gpt":0.21247040230811287,"score_spread":0.19945027918089395,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2030648993","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8867504,0.0011844938,0.08564806,0.000032815384,0.0008236037,0.00076341693,0.000018443661,0.0009070397,0.023871705],"genre_scores_gemma":[0.9942511,0.0000586791,0.0043321135,0.000029873041,0.00028538014,0.000088395325,0.0000051754882,0.00013700273,0.0008123298],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9974342,0.000009838918,0.0008258715,0.00046059437,0.00052512105,0.0007443466],"domain_scores_gemma":[0.9988156,0.00011857387,0.0002571797,0.00022907155,0.0003848817,0.00019471238],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00034309746,0.0004576187,0.0009154011,0.00066606456,0.00019331343,0.000071227194,0.0004439437,0.00026018193,0.00004206309],"category_scores_gemma":[0.00017515656,0.0004925829,0.00020360573,0.0011179236,0.00008225323,0.00057105295,0.00006568904,0.00040289204,0.00004031581],"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":[0.00014884617,0.00014195779,0.027176555,0.0012259173,0.00096076867,0.000038527094,0.006819666,0.038682472,0.9113421,0.00042294568,0.0055855187,0.007454737],"study_design_scores_gemma":[0.0018183462,0.00008924763,0.0011676014,0.00012020775,0.000046769037,0.000075660384,0.00024056216,0.9897757,0.005413441,0.0001099092,0.00062463863,0.00051787944],"about_ca_topic_score_codex":0.00017710876,"about_ca_topic_score_gemma":0.000008598742,"teacher_disagreement_score":0.95109326,"about_ca_system_score_codex":0.00019579787,"about_ca_system_score_gemma":0.000047258614,"threshold_uncertainty_score":0.9997526},"labels":[],"label_agreement":null},{"id":"W2035008635","doi":"10.1002/aic.10799","title":"Real‐time optimization of a tubular reactor with distributed feed","year":2006,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal; Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada; Office of Science","keywords":"Control theory (sociology); Nonlinear system; Lyapunov function; Controller (irrigation); Stability (learning theory); Distributed parameter system; Isothermal process; Set (abstract data type); Adaptive control; Point (geometry); Mathematics; Partial differential equation; Mathematical optimization; Computer science; Control (management); Physics; Mathematical analysis","score_opus":0.003097317772976422,"score_gpt":0.16818903090900936,"score_spread":0.16509171313603294,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2035008635","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42054483,0.00048693977,0.5682262,0.00016062066,0.00031900787,0.0002586741,0.000039447088,0.00038754486,0.009576691],"genre_scores_gemma":[0.9949125,0.00002317835,0.004613454,0.0000025069296,0.0002745934,0.0000022020447,0.000029497263,0.000037562168,0.00010451508],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991442,0.000037587546,0.00033053628,0.00007334764,0.00022608372,0.00018822576],"domain_scores_gemma":[0.9995048,0.000039761806,0.00013407037,0.00014866004,0.000115897084,0.000056788438],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020956257,0.0001186176,0.00021814444,0.00007902193,0.000034427034,0.000043285512,0.00010893801,0.00007031094,0.00004657556],"category_scores_gemma":[0.00002110142,0.00009722719,0.000048380352,0.00018197874,0.00001627448,0.00014417653,0.0000065805516,0.00015702838,0.000009112634],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029877116,0.000024834579,0.0018600406,0.000022498873,0.00008594852,0.000026853291,0.000045088527,0.5606721,0.4341904,0.00003361791,0.0029391607,0.000069577756],"study_design_scores_gemma":[0.0017832896,0.00012568395,0.008091539,0.00020932882,0.00010410467,0.00038947503,0.000022792847,0.9836274,0.0036450005,0.00006891351,0.0016470281,0.00028549123],"about_ca_topic_score_codex":0.000068837864,"about_ca_topic_score_gemma":0.00000976633,"teacher_disagreement_score":0.57436764,"about_ca_system_score_codex":0.00010529173,"about_ca_system_score_gemma":0.000025349338,"threshold_uncertainty_score":0.39648098},"labels":[],"label_agreement":null},{"id":"W2036042742","doi":"10.3182/20140824-6-za-1003.02492","title":"A proportional integral extremum-seeking control approach","year":2014,"lang":"en","type":"article","venue":"IFAC Proceedings Volumes","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Control theory (sociology); Mathematics; Nonlinear system; Function (biology); Mathematical optimization; Control (management); Applied mathematics; Computer science; Physics","score_opus":0.0054787824546290095,"score_gpt":0.17686563982062947,"score_spread":0.17138685736600046,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2036042742","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11482305,0.00082722574,0.7030879,0.00025399713,0.0013592442,0.0012324118,0.00001746178,0.003954175,0.17444448],"genre_scores_gemma":[0.99376047,0.000004411369,0.0041502104,0.000091967566,0.0009671124,0.0001981088,0.000009839232,0.00011005937,0.00070780626],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99781674,0.000016863567,0.00055397395,0.00045356175,0.00050354615,0.0006553422],"domain_scores_gemma":[0.99923956,0.000056343593,0.00013522977,0.00018210878,0.00021093598,0.00017583538],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00063807925,0.00039236015,0.00050582096,0.00021286512,0.00014823713,0.00025138637,0.00039499515,0.0002018888,0.000038263664],"category_scores_gemma":[0.00022291658,0.0003716716,0.00016706366,0.0002777892,0.00009093976,0.00046407207,0.00003717769,0.00040630324,0.000114600894],"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":[0.0001620208,0.00030463355,0.18928626,0.0019352682,0.00081434863,0.000009679184,0.003705204,0.0025104452,0.667687,0.041470334,0.03040227,0.06171254],"study_design_scores_gemma":[0.0010579493,0.00005776579,0.0027235702,0.00009978957,0.000043846117,0.000064881875,0.00019444783,0.9758509,0.00012501099,0.0008463527,0.01845585,0.00047965132],"about_ca_topic_score_codex":0.000030753985,"about_ca_topic_score_gemma":0.000004423832,"teacher_disagreement_score":0.97334045,"about_ca_system_score_codex":0.0001651591,"about_ca_system_score_gemma":0.00002315965,"threshold_uncertainty_score":0.9998735},"labels":[],"label_agreement":null},{"id":"W2042621986","doi":"10.3182/20020721-6-es-1901.00645","title":"ADAPTIVE EXTREMUM SEEKING CONTROL OF NONLINEAR DYNAMIC SYSTEMS WITH PARAMETRIC UNCERTAINTIES","year":2002,"lang":"en","type":"article","venue":"IFAC Proceedings Volumes","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":40,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Control theory (sociology); Parametric statistics; Nonlinear system; Controller (irrigation); Set (abstract data type); Adaptive control; Inverse; Function (biology); Mathematical optimization; Optimal control; Control (management); Engineering; Computer science; Mathematics; Artificial intelligence","score_opus":0.009801575328370973,"score_gpt":0.18385187086874583,"score_spread":0.17405029554037485,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2042621986","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6038926,0.044061247,0.30798838,0.00019444697,0.0023371982,0.004019395,0.0001976353,0.0042293062,0.033079755],"genre_scores_gemma":[0.9974829,0.000091344504,0.0012859018,0.000011046555,0.00017295741,0.00010475692,0.0000025882227,0.00012429697,0.0007241942],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977178,0.000018006738,0.000645648,0.00041065997,0.0005781948,0.0006296901],"domain_scores_gemma":[0.99881256,0.00015390264,0.00028410647,0.00022360266,0.00039314386,0.00013270247],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002738645,0.00044362913,0.00081036135,0.0004884801,0.000099786885,0.00015684361,0.00036644694,0.00019002751,0.000022831922],"category_scores_gemma":[0.00010725793,0.00039687793,0.00012246847,0.00089508254,0.00013584743,0.00043973763,0.000028065357,0.00031940825,0.000045513752],"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":[0.00094513054,0.0010042181,0.27978826,0.011836202,0.0075796563,0.00018898015,0.018800536,0.25152496,0.3668338,0.0040384405,0.0091933785,0.04826641],"study_design_scores_gemma":[0.0012223645,0.0002338471,0.0005052336,0.00047382797,0.00010911033,0.000055180437,0.0013080365,0.99435335,0.000057339596,0.000021474036,0.0012040484,0.0004562096],"about_ca_topic_score_codex":0.00015620212,"about_ca_topic_score_gemma":0.000018735736,"teacher_disagreement_score":0.74282837,"about_ca_system_score_codex":0.00023806082,"about_ca_system_score_gemma":0.000015649133,"threshold_uncertainty_score":0.9998483},"labels":[],"label_agreement":null},{"id":"W2042849954","doi":"10.1109/cdc.2011.6161170","title":"Interconnection conditions for the stability of nonlinear sampled-data extremum seeking schemes","year":2011,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking 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 Toronto","funders":"","keywords":"Interconnection; Stability (learning theory); Nonlinear system; Mathematical optimization; Gradient descent; Set (abstract data type); Computer science; Optimization problem; Point (geometry); Stability conditions; Coupling (piping); Control theory (sociology); Descent (aeronautics); Mathematics; Control (management); Discrete time and continuous time; Engineering; Artificial neural network","score_opus":0.10866037755793757,"score_gpt":0.27327832181411515,"score_spread":0.1646179442561776,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2042849954","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.026239304,0.0002443616,0.96783185,0.000049935836,0.00073790725,0.0005994513,0.00025516146,0.00035434435,0.00368769],"genre_scores_gemma":[0.99380255,0.000007708724,0.0058658514,0.000014179035,0.00014427149,0.00005151848,0.00005613526,0.000028517119,0.00002926547],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991534,0.00002785553,0.00034507696,0.00019249748,0.00009722997,0.00018397912],"domain_scores_gemma":[0.99844056,0.0005329021,0.000058083016,0.0008417234,0.00009491217,0.000031811367],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004948352,0.000121196405,0.00018720925,0.000049853097,0.000076031734,0.000018692152,0.00040496755,0.000060142953,0.0002635361],"category_scores_gemma":[0.00023150664,0.00009049675,0.000072490366,0.000105355786,0.00005392598,0.00023598848,0.00007168686,0.00009496628,0.000008477733],"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":[0.000091368536,0.00021412365,0.015404212,0.000725051,0.0008271094,9.4710276e-7,0.0032807821,0.00021486601,0.95798546,0.007874907,0.003659046,0.009722098],"study_design_scores_gemma":[0.00035026355,0.000029160545,0.0008242396,0.000034924557,0.00005570166,0.0000034247778,0.00069843134,0.9864111,0.0046166186,0.0003659844,0.0064817197,0.00012841243],"about_ca_topic_score_codex":0.00032526653,"about_ca_topic_score_gemma":0.0008816875,"teacher_disagreement_score":0.9861963,"about_ca_system_score_codex":0.000037223144,"about_ca_system_score_gemma":0.000015007657,"threshold_uncertainty_score":0.36903504},"labels":[],"label_agreement":null},{"id":"W2044963873","doi":"10.1109/acc.2012.6315598","title":"An analytic framework for decentralized extremum seeking control","year":2012,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Parameterized complexity; Mathematical optimization; Set (abstract data type); Computer science; Decentralised system; Control (management); Function (biology); Stability (learning theory); Multi-agent system; Exponential stability; Trajectory; Control theory (sociology); Point (geometry); Mathematics; Artificial intelligence; Algorithm; Nonlinear system","score_opus":0.015837636050262487,"score_gpt":0.26595319541759843,"score_spread":0.2501155593673359,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2044963873","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":[0.0069410554,0.0013024362,0.9867644,0.000057741363,0.0012752413,0.0005631077,0.000011041073,0.001011992,0.0020730095],"genre_scores_gemma":[0.98096377,0.000009422259,0.017796803,0.00014821306,0.00081099797,0.00009329132,0.0000087152675,0.000093065304,0.00007570731],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983887,0.000051982162,0.00035602984,0.00018938057,0.00018049795,0.000833406],"domain_scores_gemma":[0.9987586,0.00039052765,0.000048617865,0.0004577772,0.00004697892,0.00029749132],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004612848,0.00024331264,0.00038549613,0.000101786674,0.000077286,0.00009132679,0.00022533041,0.0001807662,0.0001576263],"category_scores_gemma":[0.00011372372,0.00022803771,0.00014644158,0.00015520598,0.000016648914,0.00040020375,0.00000686812,0.000150549,0.0000650221],"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":[0.00023122612,0.00037272755,0.17880009,0.0005702593,0.0013062228,0.0000074163972,0.0024901307,0.014971382,0.6603527,0.11750855,0.004527539,0.018861743],"study_design_scores_gemma":[0.0013769561,0.000030529372,0.002045619,0.00004818309,0.000099304285,0.0000071804334,0.00009312845,0.9848266,0.00015777878,0.0012716188,0.009674784,0.00036832236],"about_ca_topic_score_codex":0.00002004729,"about_ca_topic_score_gemma":0.000018581644,"teacher_disagreement_score":0.97402275,"about_ca_system_score_codex":0.00011605663,"about_ca_system_score_gemma":0.000009589413,"threshold_uncertainty_score":0.9299108},"labels":[],"label_agreement":null},{"id":"W2048308001","doi":"10.1080/00207720902759657","title":"Analysis of periodic motions in relay feedback systems with saturation in plant dynamics","year":2009,"lang":"en","type":"article","venue":"International Journal of Systems Science","topic":"Extremum Seeking 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 Calgary","funders":"","keywords":"Relay; Control theory (sociology); Locus (genetics); Saturation (graph theory); Computer science; Mathematics; Physics; Artificial intelligence","score_opus":0.006249356805834493,"score_gpt":0.22023076170182654,"score_spread":0.21398140489599204,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2048308001","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97489774,0.00066506973,0.021276364,0.000109406945,0.001989277,0.00016788661,0.000029135295,0.000018193883,0.00084690546],"genre_scores_gemma":[0.9997377,0.000025807944,0.000094982475,0.00000418695,0.000104136794,0.000002706898,0.0000050922495,0.000006271839,0.000019133608],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976437,0.000054655105,0.0009575686,0.00013825939,0.0010260689,0.00017974021],"domain_scores_gemma":[0.9988106,0.00006231374,0.00043395534,0.00014602649,0.00048428748,0.0000628321],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012431748,0.00011483873,0.00040208714,0.0022765251,0.000024576144,0.0001674642,0.00057569187,0.0000522777,0.0000012942893],"category_scores_gemma":[0.0000789815,0.00009402694,0.000067368506,0.0016682077,0.00007324064,0.0006290343,0.000010949491,0.00019664614,0.0000012770007],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019792153,0.000034087727,0.045532204,0.000016119307,0.00011894707,0.0000572882,0.0006038696,0.94034,0.012011746,0.0011130554,0.000007857272,0.00014505729],"study_design_scores_gemma":[0.00039485274,0.000058884805,0.1642239,0.00059454766,0.000033410495,0.00019657494,0.0005731536,0.8338055,0.000016200633,0.0000049554806,0.000016136835,0.00008191094],"about_ca_topic_score_codex":0.00037547585,"about_ca_topic_score_gemma":0.0005240925,"teacher_disagreement_score":0.11869168,"about_ca_system_score_codex":0.00097509887,"about_ca_system_score_gemma":0.00012327456,"threshold_uncertainty_score":0.38343072},"labels":[],"label_agreement":null},{"id":"W2049098501","doi":"10.1109/cca.2014.6981472","title":"Slope seeking control using multi-units","year":2014,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking 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":"Polytechnique Montréal","funders":"","keywords":"Control theory (sociology); Offset (computer science); Nonlinear system; Monotonic function; Generalization; Integrator; Scalar (mathematics); Computer science; Mathematics; Control (management); Mathematical optimization; Mathematical analysis; Geometry; Artificial intelligence","score_opus":0.02230543726969717,"score_gpt":0.21505252011723827,"score_spread":0.1927470828475411,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2049098501","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.027865598,0.00016030033,0.9502377,0.000019655565,0.00074826856,0.00018796313,0.0000022535323,0.0009455296,0.01983271],"genre_scores_gemma":[0.9948464,0.0000013994193,0.0042856876,0.00012356,0.0003140806,0.000007806371,0.0000014905256,0.00006625175,0.00035329245],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99899536,0.00006457,0.0002676107,0.00016658424,0.0001499162,0.00035597087],"domain_scores_gemma":[0.9993832,0.00012641493,0.00003315297,0.00029191317,0.0000707541,0.00009453407],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032000456,0.00018450021,0.00026858746,0.00009680923,0.000072277115,0.00006979971,0.00016585577,0.00009249855,0.000047805406],"category_scores_gemma":[0.00010340219,0.00017649244,0.000045618097,0.00019502622,0.000015213453,0.00013807566,0.000016682512,0.00013875162,0.00013062752],"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":[0.0000066959765,0.000016793243,0.008827118,0.00010501125,0.00013503435,0.0000072235885,0.0003035981,0.097516514,0.88404465,0.001247399,0.00042592993,0.007364041],"study_design_scores_gemma":[0.001193117,0.000009183438,0.00068035687,0.00004496467,0.000019212039,0.000011654214,0.00002561798,0.988527,0.00024935466,0.000013738585,0.008997694,0.0002280822],"about_ca_topic_score_codex":0.000095155636,"about_ca_topic_score_gemma":0.00008074743,"teacher_disagreement_score":0.9669808,"about_ca_system_score_codex":0.00007169996,"about_ca_system_score_gemma":0.000009802254,"threshold_uncertainty_score":0.7197153},"labels":[],"label_agreement":null},{"id":"W2049259876","doi":"10.1109/acc.2012.6314630","title":"Controller design of multivariable LTI unknown systems","year":2012,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Multivariable calculus; Control theory (sociology); MIMO; Actuator; Control engineering; Controller (irrigation); LTI system theory; Computer science; Linear system; Engineering; Channel (broadcasting); Control (management); Mathematics","score_opus":0.01942660129270013,"score_gpt":0.19934723685562136,"score_spread":0.17992063556292123,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2049259876","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.001339975,0.0037987893,0.9335999,0.0000062212675,0.0016168214,0.00062585337,0.0000035292787,0.0005084116,0.058500532],"genre_scores_gemma":[0.99562585,0.000006713993,0.001981567,0.000007785028,0.00028820898,0.000053237614,0.0000010201011,0.000044082233,0.0019915134],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988708,0.00008559526,0.00038275478,0.000093632865,0.00017246361,0.00039476284],"domain_scores_gemma":[0.99927026,0.00028110587,0.000053948577,0.0002322536,0.00005576267,0.000106681924],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00059946364,0.000158556,0.0003794009,0.00007812254,0.00002302584,0.000020642034,0.00013382547,0.00010715181,0.00005413752],"category_scores_gemma":[0.000055681096,0.00013195477,0.000053768654,0.00011815094,0.000015436852,0.00018612544,0.000013666076,0.0000846376,0.00013404821],"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":[0.00003054625,0.000077821634,0.0027371936,0.00028118523,0.0003371156,0.0000011428431,0.00039795777,0.29282194,0.6745359,0.020478584,0.007772448,0.000528202],"study_design_scores_gemma":[0.0011296083,0.000017965534,0.0002162475,0.000059567432,0.000028326014,0.0000076265337,0.000059328217,0.98666966,0.001562929,0.000017835811,0.010037222,0.0001936733],"about_ca_topic_score_codex":0.00016502713,"about_ca_topic_score_gemma":0.0000011287889,"teacher_disagreement_score":0.9942859,"about_ca_system_score_codex":0.0000630439,"about_ca_system_score_gemma":0.000008430945,"threshold_uncertainty_score":0.53809595},"labels":[],"label_agreement":null},{"id":"W2057574987","doi":"10.1002/cjce.5450850410","title":"On‐Line Feedback Control for Optimal Periodic Control Problems","year":2007,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Backstepping; Control theory (sociology); Periodic orbits; Convergence (economics); Hamiltonian system; Feedback control; Optimal control; Mathematics; Class (philosophy); Control (management); Line (geometry); Computer science; Mathematical optimization; Adaptive control; Mathematical analysis; Control engineering; Engineering","score_opus":0.007734287194903641,"score_gpt":0.18685444367169837,"score_spread":0.17912015647679475,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2057574987","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28139824,0.002151819,0.7121666,0.000976893,0.001836117,0.00084366935,0.00006356302,0.00014754767,0.0004155456],"genre_scores_gemma":[0.9983429,8.5816595e-7,0.00046425624,0.00014382304,0.00093366054,0.000012542425,0.0000016861893,0.0000802458,0.000020048004],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998319,0.000011019349,0.00063253246,0.000110857436,0.00023077367,0.00069584325],"domain_scores_gemma":[0.99835545,0.0005632393,0.00010817124,0.00020556092,0.00015918388,0.00060839264],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001034897,0.0002543034,0.0004441838,0.00021398139,0.00007546526,0.000094090945,0.00042342435,0.00015067644,0.00001758068],"category_scores_gemma":[0.0003802764,0.00020210007,0.0002252433,0.00014912387,0.000054128497,0.000087089014,0.0000033503454,0.0005549459,0.000007914816],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006129415,0.0000056470653,0.00003860317,0.00007694344,0.00020635095,0.000034075474,0.00020224633,0.8190873,0.17845295,0.0007011938,0.0005907947,0.00054256734],"study_design_scores_gemma":[0.0048773135,0.00019284915,0.00007221984,0.0003037754,0.00012138725,0.00030983114,0.00001617266,0.9787217,0.008127444,0.00013914445,0.006696806,0.00042140402],"about_ca_topic_score_codex":0.00012957024,"about_ca_topic_score_gemma":0.0002159728,"teacher_disagreement_score":0.71694463,"about_ca_system_score_codex":0.00045012071,"about_ca_system_score_gemma":0.00014922296,"threshold_uncertainty_score":0.8241402},"labels":[],"label_agreement":null},{"id":"W2060073371","doi":"10.2514/1.15869","title":"Real-Time Dynamic Optimization of Controllable Linear Systems","year":2006,"lang":"en","type":"article","venue":"Journal of Guidance Control and Dynamics","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta; Queen's University","funders":"","keywords":"Control theory (sociology); Optimal control; Trajectory optimization; Optimization problem; Flatness (cosmology); Trajectory; Mathematical optimization; Controller (irrigation); Computer science; Mathematics; Control (management)","score_opus":0.002337772442955193,"score_gpt":0.18429016064297343,"score_spread":0.18195238820001824,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2060073371","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08032571,0.012552131,0.90074855,0.00014017889,0.0011828501,0.00045452974,0.0000947933,0.0001299956,0.0043712403],"genre_scores_gemma":[0.9958581,0.00031200598,0.0031406325,0.0000064783253,0.00027934642,0.000004405038,0.0000066771972,0.000045297944,0.0003471006],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981239,0.00007707478,0.001140058,0.00011412781,0.0002939378,0.00025092447],"domain_scores_gemma":[0.9985001,0.0001898552,0.0006184703,0.00018506606,0.00042830323,0.00007818346],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006251118,0.0002066115,0.0007875266,0.00018694757,0.0000432885,0.000052146053,0.00016880193,0.00013725269,0.0000036705808],"category_scores_gemma":[0.00006195042,0.0001836884,0.00012803724,0.00015486527,0.000048843976,0.00023870262,0.0000097164875,0.00015557659,0.0000022194452],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000100838006,0.000024531279,0.0014959263,0.00013153245,0.00011412829,0.000014271468,0.000014505023,0.94475096,0.052568983,0.00043272227,0.00015396581,0.00019765494],"study_design_scores_gemma":[0.0032892206,0.000119250864,0.000984058,0.00022327273,0.000102867016,0.00009530294,0.0000240273,0.99477845,0.000007906504,0.00007733923,0.00013797288,0.00016034774],"about_ca_topic_score_codex":0.00012016664,"about_ca_topic_score_gemma":0.000033627504,"teacher_disagreement_score":0.91553235,"about_ca_system_score_codex":0.0001889034,"about_ca_system_score_gemma":0.000044528297,"threshold_uncertainty_score":0.74905956},"labels":[],"label_agreement":null},{"id":"W2060857875","doi":"10.1111/j.1934-6093.2005.tb00242.x","title":"REDUCED-ORDER MODELS FOR FEEDBACK STABILIZATION OF LINEAR SYSTEMS WITH A SINGULAR PERTURBATION MODEL","year":2008,"lang":"en","type":"article","venue":"Asian Journal of Control","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Control theory (sociology); Singular perturbation; Perturbation (astronomy); Output feedback; Singular value; Feedback control; Feedback controller; Mathematics; Linear system; Full state feedback; Computer science; Control engineering; Control (management); Engineering; Mathematical analysis; Physics; Eigenvalues and eigenvectors","score_opus":0.014599555634288788,"score_gpt":0.20044565609657375,"score_spread":0.18584610046228495,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2060857875","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.02721214,0.0012096285,0.9697972,0.0001324716,0.00025719975,0.00054147484,0.000014542506,0.000042025687,0.00079335296],"genre_scores_gemma":[0.993342,0.00001837376,0.0061817355,0.0000116101755,0.0002743587,0.00001747358,0.0000033809317,0.00006228079,0.00008878142],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99849164,0.00006292507,0.00076328544,0.00010878156,0.0003590284,0.00021432129],"domain_scores_gemma":[0.9982721,0.0000829386,0.00042334796,0.00019194654,0.0009353023,0.00009437156],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003916247,0.00017911375,0.0005477084,0.00017761963,0.00006209437,0.000021526017,0.00015236494,0.000109563254,0.0000013623039],"category_scores_gemma":[0.00009699576,0.00014714518,0.0001236484,0.00015598102,0.000034822166,0.00041038348,0.0000029305031,0.00014901276,6.138784e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023174504,0.000029676268,0.0000774065,0.00014001557,0.00019453546,0.000005314076,0.0012734039,0.9765219,0.020343184,0.0008022278,0.00010669809,0.000273877],"study_design_scores_gemma":[0.003747902,0.00026590106,0.000026136187,0.00025043834,0.00010679849,0.00018029945,0.00020283266,0.9944774,0.00015841001,0.00033017586,0.00010647431,0.0001472498],"about_ca_topic_score_codex":0.0000029993123,"about_ca_topic_score_gemma":0.0000021398444,"teacher_disagreement_score":0.96612984,"about_ca_system_score_codex":0.00009833284,"about_ca_system_score_gemma":0.00014292519,"threshold_uncertainty_score":0.6000406},"labels":[],"label_agreement":null},{"id":"W2062230693","doi":"10.1109/tac.2013.2258812","title":"Controller Design for Multivariable Linear Time-Invariant Unknown Systems","year":2013,"lang":"en","type":"article","venue":"IEEE Transactions on Automatic Control","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo; University of Toronto","funders":"","keywords":"Multivariable calculus; Control theory (sociology); Control engineering; Actuator; LTI system theory; Controller (irrigation); Linear system; Computer science; Engineering; Mathematics; Control (management); Artificial intelligence","score_opus":0.013024215227631773,"score_gpt":0.20983583887619384,"score_spread":0.19681162364856206,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2062230693","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":[0.00055645686,0.00019489902,0.9888429,0.00015405679,0.0016936061,0.005936846,0.00007537977,0.0019541567,0.0005916843],"genre_scores_gemma":[0.98716533,0.000004860961,0.0051669837,0.0001098654,0.00022673252,0.0047033983,0.0000029963605,0.00016096432,0.0024588923],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99741054,0.00023730383,0.00091226987,0.00038794766,0.0003379747,0.0007139938],"domain_scores_gemma":[0.9968722,0.002020561,0.00013426368,0.00053221756,0.00020889692,0.00023184897],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00065907283,0.00048833777,0.0009253454,0.00026491669,0.00023190829,0.00021245852,0.0003055019,0.00027487346,0.0003271781],"category_scores_gemma":[0.000050404607,0.00044098336,0.00029230615,0.00022260314,0.000039031223,0.00029704996,6.3690817e-7,0.00022745485,0.0016351887],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006533939,0.00012917098,6.3838485e-7,0.00024831912,0.00071822625,0.0000027319768,0.000117764415,0.8681974,0.12225632,0.00007516916,0.0025745675,0.0056143645],"study_design_scores_gemma":[0.0073530236,0.00020468053,0.000007652666,0.00019173897,0.0002325752,0.000017997794,0.000026349562,0.9891331,0.0008082108,0.00006441188,0.0015070426,0.0004532268],"about_ca_topic_score_codex":0.00015766552,"about_ca_topic_score_gemma":0.000004387395,"teacher_disagreement_score":0.98660886,"about_ca_system_score_codex":0.00024917666,"about_ca_system_score_gemma":0.000058915022,"threshold_uncertainty_score":0.9998042},"labels":[],"label_agreement":null},{"id":"W2065942352","doi":"10.1002/rnc.1165","title":"Real‐time optimization of dynamic systems using multiple units","year":2007,"lang":"en","type":"article","venue":"International Journal of Robust and Nonlinear Control","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":64,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Convergence (economics); Control theory (sociology); Lyapunov function; Perturbation (astronomy); Computer science; Dimension (graph theory); Mathematical optimization; Gradient method; Simple (philosophy); Function (biology); Scheme (mathematics); Mathematics; Applied mathematics; Nonlinear system; Control (management); Mathematical analysis","score_opus":0.011380965235919603,"score_gpt":0.23020447902961552,"score_spread":0.2188235137936959,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2065942352","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.29639763,0.0007949274,0.7010687,0.000022928973,0.0013160467,0.000117872136,0.00003575628,0.000030072864,0.00021608935],"genre_scores_gemma":[0.98854125,0.00012491914,0.010766531,0.0000056379263,0.0005004603,4.0166526e-7,0.0000071156137,0.000026471842,0.0000272389],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987104,0.000036178735,0.000696791,0.00007271544,0.00034567635,0.00013824957],"domain_scores_gemma":[0.9984205,0.0002452245,0.0003499827,0.00007506603,0.0008361381,0.000073109244],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00067128,0.00011862034,0.00030010298,0.00030209476,0.000021305417,0.000043355834,0.00018535831,0.00008262238,0.000006545809],"category_scores_gemma":[0.00014018321,0.00010988926,0.0000615021,0.000112071466,0.000025865565,0.00020174246,0.000012350685,0.00013064116,0.0000011508685],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014202396,0.000019230805,0.0017673966,0.000023044837,0.00028294834,0.000035816847,0.000087679786,0.9151923,0.08142824,0.000013827261,0.000012811589,0.0009947009],"study_design_scores_gemma":[0.0021331327,0.000041976466,0.00037235222,0.00019617309,0.00004822363,0.00020431772,0.00008732381,0.9966084,0.000076030075,0.0000016921189,0.00013807415,0.00009233792],"about_ca_topic_score_codex":0.00005526171,"about_ca_topic_score_gemma":0.000010967434,"teacher_disagreement_score":0.6921436,"about_ca_system_score_codex":0.0001205047,"about_ca_system_score_gemma":0.00003908516,"threshold_uncertainty_score":0.44811538},"labels":[],"label_agreement":null},{"id":"W2066575158","doi":"10.1016/j.automatica.2005.03.030","title":"Extremum-seeking control of state-constrained nonlinear systems","year":2005,"lang":"en","type":"article","venue":"Automatica","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":191,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Control theory (sociology); Nonlinear system; State (computer science); Control (management); Nonlinear control; Computer science; Mathematics; Artificial intelligence; Physics; Algorithm","score_opus":0.006032489905000156,"score_gpt":0.1979843153044662,"score_spread":0.19195182539946604,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2066575158","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.087706126,0.002837942,0.875194,0.00023937243,0.0013543059,0.001308914,0.00012810872,0.002994626,0.028236607],"genre_scores_gemma":[0.9959435,0.00000822285,0.003441794,0.000029006218,0.0002814112,0.00004093589,0.0000054042175,0.0000717721,0.00017799344],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99808186,0.00007698397,0.0008677661,0.00019300662,0.0003449103,0.00043546685],"domain_scores_gemma":[0.9988622,0.0003221891,0.00015128234,0.00046468902,0.000084641324,0.000114984105],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004221406,0.00025818642,0.00058781495,0.00016259967,0.000043774908,0.000060964005,0.0002682237,0.00010917882,0.00005909602],"category_scores_gemma":[0.00008820132,0.0002514772,0.00011708976,0.00018869658,0.00006606017,0.00018421283,0.000016633026,0.00016252643,0.00019108747],"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":[0.000028994442,0.00014124734,0.0014629103,0.0013324094,0.00072659284,0.000034649347,0.0018749374,0.11169216,0.851914,0.0017050547,0.0014748077,0.027612256],"study_design_scores_gemma":[0.0011414413,0.00003112436,0.0002172015,0.00022182928,0.00004197895,0.000029958508,0.00007079701,0.99305177,0.00026443586,0.000029669958,0.0046571144,0.00024269875],"about_ca_topic_score_codex":0.000035294117,"about_ca_topic_score_gemma":0.000016381204,"teacher_disagreement_score":0.90823734,"about_ca_system_score_codex":0.000107276544,"about_ca_system_score_gemma":0.000036100286,"threshold_uncertainty_score":0.99999374},"labels":[],"label_agreement":null},{"id":"W2067708449","doi":"10.1016/j.automatica.2004.01.002","title":"Adaptive extremum seeking control of continuous stirred tank bioreactors with unknown growth kinetics","year":2004,"lang":"en","type":"article","venue":"Automatica","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":167,"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; Queen's University","funders":"","keywords":"Control theory (sociology); Lyapunov function; Controller (irrigation); Stability (learning theory); Adaptive control; Bioreactor; Control (management); Set (abstract data type); Engineering; Mathematical optimization; Mathematics; Computer science; Nonlinear system; Artificial intelligence","score_opus":0.005398605730449767,"score_gpt":0.17487356167235538,"score_spread":0.16947495594190562,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2067708449","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11782583,0.00068463915,0.8671634,0.00025475674,0.0005265823,0.0011209148,0.000051334708,0.0018000324,0.010572469],"genre_scores_gemma":[0.99475527,0.000005814314,0.00491723,0.000027829217,0.00010029317,0.000039455816,0.0000061069713,0.000105769344,0.00004222894],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981503,0.000053815966,0.0006216068,0.0002625252,0.0004213056,0.0004904402],"domain_scores_gemma":[0.9987968,0.00025944615,0.0002016143,0.00043301648,0.00017163844,0.00013745681],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00017152668,0.00036701447,0.00070804666,0.00017997729,0.000043079646,0.000047083944,0.00028129542,0.00014613527,0.000017775255],"category_scores_gemma":[0.00010273405,0.00031408409,0.000104502666,0.00035318857,0.0001318156,0.0001563836,0.000022162869,0.00020222738,0.000031842665],"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":[0.00016791264,0.00039551844,0.004214195,0.0007217241,0.0014453587,0.0001976024,0.003194574,0.019431883,0.95507044,0.010548907,0.00037735174,0.0042345277],"study_design_scores_gemma":[0.010103791,0.001128376,0.009404008,0.0016175383,0.0005023045,0.0001279586,0.0004652042,0.96611905,0.0066823876,0.0016694232,0.0009096594,0.0012702777],"about_ca_topic_score_codex":0.00011955432,"about_ca_topic_score_gemma":0.00007120631,"teacher_disagreement_score":0.94838804,"about_ca_system_score_codex":0.00018406275,"about_ca_system_score_gemma":0.000049437633,"threshold_uncertainty_score":0.9999311},"labels":[],"label_agreement":null},{"id":"W2068313696","doi":"10.1109/cdc.2014.7039439","title":"Geometric based estimation and nonlinear PI controller for dynamic optimization problem","year":2014,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking 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":"Queen's University","funders":"","keywords":"Nonlinear system; Control theory (sociology); Mathematical optimization; Optimization problem; Convex optimization; Minification; Mathematics; Controller (irrigation); LTI system theory; Computer science; Regular polygon; Linear system; Control (management); Artificial intelligence","score_opus":0.004084227135929744,"score_gpt":0.19543035071551457,"score_spread":0.19134612357958483,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2068313696","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":[0.00088312203,0.00008905714,0.9963548,0.00009058729,0.000103912935,0.0006317201,0.0000054272427,0.0003696333,0.0014717224],"genre_scores_gemma":[0.7690261,0.0000023768928,0.23064128,0.00003631066,0.00003750724,0.000075988406,0.000030891286,0.000030258903,0.000119311895],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99937785,0.000018085939,0.00021503062,0.0001374417,0.0000918683,0.00015970021],"domain_scores_gemma":[0.99951804,0.00023496503,0.000037212783,0.00010484738,0.00006023155,0.00004471194],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027961802,0.000114898205,0.00018204628,0.00021644826,0.000042911033,0.000059032183,0.000050424518,0.00007033726,0.000010053763],"category_scores_gemma":[0.00012235585,0.00010593139,0.000031830994,0.00019221976,0.000008432687,0.000105036124,0.000004828097,0.00004100396,0.000006956725],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008295925,0.0000072479584,0.00007295269,0.000110529996,0.000014345714,4.034093e-8,0.0000078762305,0.98196703,0.0013787913,0.000113745635,0.0000909379,0.016228177],"study_design_scores_gemma":[0.0018538971,0.000047610665,0.00010710367,0.000021225369,0.000020363537,9.68286e-7,0.000002327885,0.9971134,0.00003270393,0.0000683677,0.00060578785,0.00012622523],"about_ca_topic_score_codex":0.000008911277,"about_ca_topic_score_gemma":0.000010159678,"teacher_disagreement_score":0.76814294,"about_ca_system_score_codex":0.000046680456,"about_ca_system_score_gemma":0.000005746836,"threshold_uncertainty_score":0.43197566},"labels":[],"label_agreement":null},{"id":"W2070155135","doi":"10.1109/tac.2014.2322992","title":"A Minmax Extremum-Seeking Controller Design Technique","year":2014,"lang":"en","type":"article","venue":"IEEE Transactions on Automatic Control","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Minimax; Control theory (sociology); Dither; Mathematical optimization; Nonlinear system; Controller (irrigation); Optimal control; Mathematics; A priori and a posteriori; Adaptive control; Computer science; Control (management)","score_opus":0.01126713858640178,"score_gpt":0.20745795882726173,"score_spread":0.19619082024085996,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2070155135","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":[0.00030617882,0.00010706816,0.99078923,0.00013045639,0.0010668086,0.001981326,0.000015959826,0.0029653928,0.0026375565],"genre_scores_gemma":[0.9917641,0.0000057541356,0.005866509,0.00024445597,0.00015558548,0.0015426,5.9421075e-7,0.00014966841,0.00027068146],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99715054,0.00040402645,0.0008089809,0.00040263913,0.00057475606,0.00065904664],"domain_scores_gemma":[0.99761486,0.0012992616,0.00012310527,0.00064539036,0.0001173435,0.00020000948],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0012972981,0.00051510363,0.0008196781,0.00043061774,0.00021675925,0.00013418931,0.00037096068,0.00027817217,0.00020420305],"category_scores_gemma":[0.00006081247,0.0005020099,0.0003171012,0.00031729828,0.00006203352,0.00019846488,7.436475e-7,0.00037612536,0.00037141884],"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":[0.000101391204,0.00016860453,0.0000056818635,0.00020025967,0.0005439438,0.000013639412,0.0003515536,0.20756145,0.6453586,0.00010536528,0.0009259352,0.14466353],"study_design_scores_gemma":[0.0039509404,0.00017010876,0.00002047568,0.00022741691,0.00016907461,0.00005126053,0.000021456412,0.9900966,0.0029468266,0.00025283618,0.001594159,0.00049879745],"about_ca_topic_score_codex":0.000026544541,"about_ca_topic_score_gemma":0.000024729474,"teacher_disagreement_score":0.991458,"about_ca_system_score_codex":0.0003307189,"about_ca_system_score_gemma":0.000042369316,"threshold_uncertainty_score":0.99974316},"labels":[],"label_agreement":null},{"id":"W2076237053","doi":"10.1002/cjce.20544","title":"Extension of multiunit global optimisation to three‐input systems","year":2011,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Offset (computer science); Univariate; Scalar (mathematics); Circumference; Computer science; Mathematical optimization; Mathematics; Extension (predicate logic); Control theory (sociology); Function (biology); Artificial intelligence; Geometry; Control (management); Multivariate statistics; Statistics","score_opus":0.018485113715587576,"score_gpt":0.183215302341712,"score_spread":0.1647301886261244,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2076237053","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.956182,0.0012522825,0.039953083,0.000066815825,0.0014358892,0.00022139645,0.000012548953,0.000059971208,0.000816032],"genre_scores_gemma":[0.99843985,8.7978026e-7,0.0013050474,0.000010501918,0.00020886502,0.00000274831,5.67958e-7,0.00002755275,0.0000039782813],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990054,0.000011441498,0.00045158243,0.000069864414,0.00018904485,0.00027268022],"domain_scores_gemma":[0.99908847,0.000044432305,0.00008443355,0.00021573198,0.00015955555,0.00040739865],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032412863,0.00014110297,0.0002724602,0.00012241621,0.00002297059,0.000025933141,0.00033147584,0.000091555405,0.000010357583],"category_scores_gemma":[0.00016313946,0.00011583567,0.0000832094,0.00021871377,0.000021987084,0.00008508924,0.000010220293,0.00020336799,0.000006634139],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001823745,0.000006362706,0.0007273704,0.00013726103,0.00014446606,0.000046911442,0.0009168145,0.56718886,0.42857176,0.00097091595,0.00036083863,0.00091022794],"study_design_scores_gemma":[0.00077420945,0.00008824576,0.0022583476,0.0009732129,0.0001077187,0.00057888735,0.00006522529,0.9498039,0.04388343,0.000116810974,0.00087898155,0.00047101278],"about_ca_topic_score_codex":0.0029016454,"about_ca_topic_score_gemma":0.00048487345,"teacher_disagreement_score":0.38468832,"about_ca_system_score_codex":0.00034862952,"about_ca_system_score_gemma":0.000090077025,"threshold_uncertainty_score":0.47236416},"labels":[],"label_agreement":null},{"id":"W2076912636","doi":"10.3182/20080706-5-kr-1001.01340","title":"Correction for Non-identical Units in Multi-unit Optimization","year":2008,"lang":"en","type":"article","venue":"IFAC Proceedings Volumes","topic":"Extremum Seeking 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":"Unit (ring theory); Computer science; Mathematics; Mathematics education","score_opus":0.027877456460884423,"score_gpt":0.2347886182058053,"score_spread":0.20691116174492086,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2076912636","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42239383,0.0001711172,0.5693028,0.00004937142,0.0025318814,0.0011012553,0.000007050384,0.00092107203,0.0035215996],"genre_scores_gemma":[0.9915715,0.00002964836,0.006437897,0.000013328805,0.00016654066,0.00013883939,0.000011054435,0.00005840554,0.0015728093],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990186,0.0000037533682,0.00032716515,0.00020165613,0.00014530019,0.00030348625],"domain_scores_gemma":[0.99953926,0.000051145573,0.000050686125,0.00006372525,0.00023065683,0.00006452872],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016327617,0.00016501016,0.00022290983,0.00021618353,0.00009548032,0.000052880707,0.00012265956,0.00013908712,0.000008407245],"category_scores_gemma":[0.00034356394,0.00018943858,0.000039562292,0.00045499255,0.000029460574,0.00036771304,0.000016087675,0.00015427863,0.00002135528],"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":[0.00014179031,0.00024886103,0.440204,0.0009797646,0.00016559043,0.00001972216,0.009925217,0.42610082,0.0767118,0.00023787728,0.03992481,0.005339743],"study_design_scores_gemma":[0.00092180964,0.000033765675,0.009041816,0.00010382478,0.000010337603,0.00002934505,0.00019508669,0.987806,0.0005335095,0.00000824708,0.0011144158,0.00020184262],"about_ca_topic_score_codex":0.000059470152,"about_ca_topic_score_gemma":0.000040196708,"teacher_disagreement_score":0.5691776,"about_ca_system_score_codex":0.00011398183,"about_ca_system_score_gemma":0.00002165797,"threshold_uncertainty_score":0.77250814},"labels":[],"label_agreement":null},{"id":"W2084006760","doi":"10.1016/j.jprocont.2011.05.002","title":"Extremum-seeking algorithm design for fed-batch cultures of microorganisms with overflow metabolism","year":2011,"lang":"en","type":"article","venue":"Journal of Process Control","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":56,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Control theory (sociology); Function (biology); Noise (video); Substrate (aquarium); Mode (computer interface); Biological system; Mathematics; Computer science; Mathematical optimization; Algorithm; Biochemical engineering; Engineering; Biology; Ecology","score_opus":0.01510757622332067,"score_gpt":0.22005018180797825,"score_spread":0.20494260558465757,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2084006760","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":[0.0043173456,0.004655741,0.9895741,0.000037126334,0.0005221711,0.00055240747,0.000020731355,0.00007023147,0.0002501584],"genre_scores_gemma":[0.9460298,0.000029299257,0.0532112,0.00004852809,0.0005202319,0.000032673786,6.982285e-7,0.00008962064,0.000037975045],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99805206,0.00007095124,0.0008883385,0.00016989496,0.0004251382,0.0003936046],"domain_scores_gemma":[0.9979457,0.00018879214,0.0006962589,0.00019872961,0.0008334535,0.00013704419],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006886981,0.00031667607,0.00089832203,0.0002085852,0.00006774957,0.000055218585,0.00045014347,0.00014995359,0.000022539276],"category_scores_gemma":[0.00010641799,0.0002314186,0.0002095409,0.00019839028,0.000050267467,0.00043938274,0.000007810997,0.00028267995,0.0000018525866],"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":[0.0016009538,0.00022294451,0.00076753664,0.0007198912,0.0021051026,0.000074514675,0.006231614,0.007305347,0.9649308,0.00016644226,0.0010258378,0.014849024],"study_design_scores_gemma":[0.027454587,0.0021533386,0.001305149,0.0014168585,0.0021781116,0.0010820599,0.0017050958,0.8047455,0.14945905,0.0035551025,0.0034882757,0.0014568905],"about_ca_topic_score_codex":0.000012647084,"about_ca_topic_score_gemma":0.0000064073865,"teacher_disagreement_score":0.94171244,"about_ca_system_score_codex":0.00006183413,"about_ca_system_score_gemma":0.00011627698,"threshold_uncertainty_score":0.94369763},"labels":[],"label_agreement":null},{"id":"W2093409923","doi":"10.3182/20070822-3-za-2920.00124","title":"CONVERGENCE OF MULTI-UNIT OPTIMIZATION WITH NON-IDENTICAL UNITS: APPLICATION TO THE OPTIMIZATION OF A BIOREACTOR","year":2007,"lang":"en","type":"article","venue":"IFAC Proceedings Volumes","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Convergence (economics); Mathematical optimization; Quadratic equation; Mathematics; Gradient method; Control theory (sociology); Optimization problem; Function (biology); Simple (philosophy); Scheme (mathematics); Computer science; Mathematical analysis","score_opus":0.009321080632805366,"score_gpt":0.21755075719090466,"score_spread":0.2082296765580993,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2093409923","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08314232,0.00005650051,0.91551775,0.000039482184,0.00009083303,0.00062984007,0.000007680793,0.00012265696,0.00039296655],"genre_scores_gemma":[0.96924275,0.000009863446,0.030537713,0.000011996357,0.000060744787,0.000042801046,0.000009574867,0.000038140857,0.000046437668],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99889445,0.0000044538433,0.0004424342,0.00017360502,0.00027626727,0.0002087646],"domain_scores_gemma":[0.9989116,0.00004565163,0.00017371593,0.00014538533,0.000651828,0.000071785114],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003859983,0.00015046724,0.00021630511,0.00016301833,0.00004380551,0.000027636228,0.00024057516,0.000088071974,0.000008962154],"category_scores_gemma":[0.00013789498,0.00011979748,0.000025566149,0.000927058,0.000058761492,0.00021201356,0.000026641308,0.00009095714,0.0000057559605],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000055153858,0.000041908133,0.022419348,0.00024136053,0.000060176368,2.9063034e-7,0.0017148191,0.87977546,0.0944084,0.00021376599,0.000114685834,0.0009546417],"study_design_scores_gemma":[0.000368446,0.000064181746,0.0032006102,0.00011337095,0.00003671928,0.0000036584772,0.0005502596,0.985768,0.009564966,0.0000015746692,0.00019110995,0.00013709246],"about_ca_topic_score_codex":0.00010210277,"about_ca_topic_score_gemma":0.000034167588,"teacher_disagreement_score":0.8861004,"about_ca_system_score_codex":0.000047160596,"about_ca_system_score_gemma":0.000021318265,"threshold_uncertainty_score":0.48851994},"labels":[],"label_agreement":null},{"id":"W2097534622","doi":"10.1109/acc.2011.5990847","title":"Global optimization of three-input systems using multi-unit extremum seeking control","year":2011,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking 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":"Polytechnique Montréal","funders":"","keywords":"Control theory (sociology); Offset (computer science); Convergence (economics); Global optimization; Mathematical optimization; Scalar (mathematics); Mathematics; Circumference; Unit circle; Optimization problem; Computer science; Applied mathematics; Control (management); Mathematical analysis; Geometry","score_opus":0.04968471913650715,"score_gpt":0.2331158214287584,"score_spread":0.18343110229225124,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2097534622","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":[0.009444677,0.00077105593,0.9771232,0.000001878079,0.0010892221,0.00051169185,0.000022073862,0.000599639,0.010436545],"genre_scores_gemma":[0.97846955,0.000004295512,0.021263242,0.000008781039,0.00012757858,0.000015178507,0.0000037963803,0.00005948835,0.00004811338],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983901,0.000071079674,0.0006477653,0.00023661683,0.00026108726,0.0003933898],"domain_scores_gemma":[0.99911207,0.000048057565,0.00015903274,0.00041439148,0.0001616486,0.000104780134],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003072968,0.0002750055,0.00048712792,0.00012416806,0.000059236703,0.00004676294,0.00025849507,0.00017833931,0.00006300135],"category_scores_gemma":[0.000035536472,0.0002704446,0.00010754182,0.00031173317,0.00003697246,0.00026615092,0.00002914512,0.00009271669,0.000014110091],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001990468,0.000042151256,0.06699708,0.00019033976,0.00019082279,0.000009257736,0.00016142214,0.90892047,0.02259559,0.00066898536,0.000016902057,0.000187052],"study_design_scores_gemma":[0.0013969011,0.000022148843,0.0016316852,0.00016038032,0.000075022646,0.000029130379,0.00010097365,0.99622667,0.000044734134,0.000012819175,0.000029422712,0.0002700993],"about_ca_topic_score_codex":0.00155695,"about_ca_topic_score_gemma":0.00029775873,"teacher_disagreement_score":0.96902484,"about_ca_system_score_codex":0.00015887622,"about_ca_system_score_gemma":0.000026681762,"threshold_uncertainty_score":0.9999748},"labels":[],"label_agreement":null},{"id":"W2099557311","doi":"10.1109/acc.2014.6859433","title":"Exhaust gas recirculation control through extremum seeking in a Low Temperature Combustion diesel engine","year":2014,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Windsor","funders":"Natural Sciences and Engineering Research Council of Canada; University of Windsor; Ford Motor Company","keywords":"Exhaust gas recirculation; Turbocharger; Homogeneous charge compression ignition; Combustion; Diesel fuel; Dilution; Diesel engine; Automotive engineering; Ignition system; Internal combustion engine; Computer science; Combustion chamber; Chemistry; Engineering; Physics; Thermodynamics; Mechanical engineering","score_opus":0.0064852145081451635,"score_gpt":0.1934495486413939,"score_spread":0.18696433413324876,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2099557311","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17447035,0.00082658767,0.80598474,0.00041881285,0.0015416829,0.0009015412,0.0000074925097,0.0014635895,0.014385243],"genre_scores_gemma":[0.99846035,0.000025980858,0.0005607044,0.00011892756,0.00049069064,0.000057880476,0.00002889826,0.000077305536,0.00017924675],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983033,0.00012109389,0.0005119344,0.0003247417,0.0002801456,0.00045879965],"domain_scores_gemma":[0.9991773,0.00021432646,0.000064234424,0.00040177788,0.0000740413,0.00006835352],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00051852735,0.00031097914,0.00044493983,0.00016994988,0.00007064463,0.000104720915,0.00016291482,0.00025793994,0.00005172698],"category_scores_gemma":[0.00013469867,0.0003021829,0.000086386666,0.00036126017,0.000021704727,0.00041396407,0.000015481406,0.0003764339,0.00006403335],"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":[0.000038215527,0.00006230515,0.009800424,0.0003370469,0.00008331288,0.000013356882,0.0008752156,0.4164494,0.5645434,0.0016187332,0.0012131411,0.0049654087],"study_design_scores_gemma":[0.0021482578,0.000025730442,0.0046947477,0.00031034532,0.000018953226,0.000013802902,0.00006586789,0.9901044,0.00032958455,0.00033706304,0.0015938533,0.00035744614],"about_ca_topic_score_codex":0.00012380625,"about_ca_topic_score_gemma":0.00028229246,"teacher_disagreement_score":0.82399005,"about_ca_system_score_codex":0.00023573509,"about_ca_system_score_gemma":0.00001051953,"threshold_uncertainty_score":0.999943},"labels":[],"label_agreement":null},{"id":"W2102867048","doi":"10.1109/ecc.2015.7330989","title":"Range based target capture and station keeping of nonholonomic vehicles without GPS","year":2015,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Unavailability; Global Positioning System; Computer science; Position (finance); Range (aeronautics); Scheme (mathematics); Convergence (economics); Real-time computing; Base station; Engineering; Computer network; Telecommunications; Mathematics; Aerospace engineering","score_opus":0.014386649871089964,"score_gpt":0.2077029335741129,"score_spread":0.19331628370302295,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2102867048","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8501842,0.0011741731,0.13991065,0.00009624884,0.0002699237,0.00025828494,0.000014835299,0.0003046627,0.0077870064],"genre_scores_gemma":[0.99624527,0.0000016345597,0.0035777055,0.00003611736,0.000045287376,0.000006789166,0.0000064508044,0.00002209459,0.000058633337],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99952686,0.000025190899,0.00016265057,0.00009019649,0.000085324275,0.00010980828],"domain_scores_gemma":[0.99971986,0.000038397673,0.00003302162,0.000113298585,0.000036917354,0.00005847724],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020589592,0.000083964536,0.00016444585,0.00006035857,0.000010711449,0.000015816895,0.000047627553,0.000052830263,0.0000057870516],"category_scores_gemma":[0.000025215855,0.000080182035,0.000017708664,0.000045295492,0.000015131955,0.00009286848,0.0000066686002,0.000055356722,0.000007474589],"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":[0.00015132931,0.000047648078,0.40273345,0.00079697394,0.0001874688,0.000012258912,0.0060284636,0.18158591,0.3992272,0.0007250336,0.005301137,0.0032031413],"study_design_scores_gemma":[0.0012095846,0.000021111791,0.007481632,0.000041547657,0.000012341855,0.0000022793033,0.000166284,0.9887197,0.0012534861,0.00007863801,0.0008804391,0.0001329309],"about_ca_topic_score_codex":0.00024309815,"about_ca_topic_score_gemma":0.00009728239,"teacher_disagreement_score":0.8071338,"about_ca_system_score_codex":0.000040614283,"about_ca_system_score_gemma":0.000016345113,"threshold_uncertainty_score":0.32697284},"labels":[],"label_agreement":null},{"id":"W2104959574","doi":"10.23919/acc.2004.1384358","title":"Adaptive extremum-seeking receding horizon control of nonlinear systems","year":2004,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Control theory (sociology); Parametric statistics; Nonlinear system; Horizon; Controller (irrigation); Lyapunov function; Adaptive control; Control (management); Computer science; Mathematics; Mathematical optimization; Physics","score_opus":0.012363537123094346,"score_gpt":0.20171032251484522,"score_spread":0.18934678539175087,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2104959574","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0117531335,0.0018423618,0.94607425,0.000031740772,0.00177509,0.0005643309,0.000021358886,0.0008366952,0.03710102],"genre_scores_gemma":[0.9968141,0.000018798859,0.0023966196,0.000009782077,0.0005295437,0.000034642933,0.0000034035174,0.00008313735,0.00010998153],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982492,0.00004544742,0.0006607348,0.00025891652,0.00035026713,0.00043544394],"domain_scores_gemma":[0.9991057,0.00015841483,0.00012766491,0.00036524402,0.00013190914,0.000111100664],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003963849,0.00028096067,0.00057016616,0.00019740549,0.000053826032,0.0000495767,0.0002477723,0.00016823567,0.000015052397],"category_scores_gemma":[0.00006200935,0.00026854227,0.00013199067,0.00027582247,0.000037919883,0.00021600969,0.000020377427,0.00022230264,0.000055231245],"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":[0.00005455997,0.000044954344,0.00044681074,0.00025723176,0.0003153078,0.000026870732,0.0004199055,0.22452903,0.7603492,0.010952858,0.00011116246,0.0024920865],"study_design_scores_gemma":[0.0023678674,0.00020926644,0.000051854964,0.00048353578,0.00005094645,0.000032339787,0.0005020821,0.9932624,0.0015853012,0.000150715,0.00093031843,0.00037338273],"about_ca_topic_score_codex":0.00038290574,"about_ca_topic_score_gemma":0.00004996383,"teacher_disagreement_score":0.98506093,"about_ca_system_score_codex":0.00026875825,"about_ca_system_score_gemma":0.00003362466,"threshold_uncertainty_score":0.9999767},"labels":[],"label_agreement":null},{"id":"W2116716782","doi":"10.3166/jesa.46.291-305","title":"Comparison of six implicit real-time optimization schemes","year":2012,"lang":"fr","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":42,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Computer science","score_opus":0.021203848630749745,"score_gpt":0.2786807426866845,"score_spread":0.25747689405593477,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2116716782","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.35614175,0.12429676,0.4619782,0.00057153916,0.011803539,0.0012155304,0.000116620424,0.0013314642,0.042544585],"genre_scores_gemma":[0.9311514,0.001021392,0.062255763,0.000011049666,0.0020788172,0.000009789243,0.000011981908,0.00024427127,0.0032155532],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99471,0.00075881666,0.0022440902,0.0002604213,0.00080318196,0.0012234679],"domain_scores_gemma":[0.9966925,0.00043328412,0.0013319895,0.0005469897,0.0004213222,0.0005739206],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0015070834,0.00060024747,0.0014178772,0.00042598485,0.00030175011,0.00030188667,0.00053405855,0.00038081524,0.0009852473],"category_scores_gemma":[0.00038005935,0.0006217916,0.00039645436,0.0006318011,0.00018039193,0.0013671877,0.00011725535,0.00067302876,0.00064821757],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000049771137,0.00068630115,0.07635341,0.0036535298,0.0015307267,0.00005316909,0.00700589,0.49835294,0.23880905,0.0039598616,0.017066907,0.15247843],"study_design_scores_gemma":[0.00090387696,0.0002034657,0.08614077,0.002439001,0.00039326408,0.0012419076,0.00023491327,0.9013386,0.0011739633,0.00013337242,0.0051832357,0.00061366236],"about_ca_topic_score_codex":0.00024133238,"about_ca_topic_score_gemma":0.000008163554,"teacher_disagreement_score":0.57500964,"about_ca_system_score_codex":0.0008949635,"about_ca_system_score_gemma":0.0001144579,"threshold_uncertainty_score":0.999928},"labels":[],"label_agreement":null},{"id":"W2121262744","doi":"10.1109/acc.2014.6859288","title":"A comparison of extremum seeking algorithms applied to vapor compression system optimization","year":2014,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Maxima and minima; Perturbation (astronomy); Computer science; Metric (unit); Control theory (sociology); Algorithm; Benchmark (surveying); Vapor-compression refrigeration; Mathematical optimization; Context (archaeology); Mathematics; Engineering; Artificial intelligence","score_opus":0.014183976342410956,"score_gpt":0.24564734835192856,"score_spread":0.2314633720095176,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2121262744","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":[0.0019054372,0.00007086651,0.96132106,0.000012305341,0.0005673426,0.00042834925,0.000003759089,0.00085444783,0.03483641],"genre_scores_gemma":[0.9659585,5.4562025e-7,0.033688743,0.000013189218,0.00017064779,0.00004148598,0.000016723983,0.000056047662,0.000054156928],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985527,0.00004975167,0.0005939107,0.00023073431,0.00030458084,0.00026834305],"domain_scores_gemma":[0.9992189,0.000108724336,0.000107514934,0.00037904765,0.00006782941,0.00011798961],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029711908,0.00020553639,0.00053227233,0.00017241652,0.0000557566,0.000040837003,0.00021519186,0.000111337475,0.00001971916],"category_scores_gemma":[0.000018075158,0.00019345066,0.000055439396,0.00024047379,0.000010986103,0.00006552822,0.00004580819,0.00010189374,0.00003421159],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009962318,0.000014477341,0.0005040364,0.0002762432,0.000025821235,3.200193e-7,0.00034389412,0.8159056,0.17735434,0.00071409805,0.00055252673,0.0042987233],"study_design_scores_gemma":[0.0004666048,0.00003081011,0.00010120037,0.00022746527,0.000019224746,0.0000025050344,0.0002656369,0.99501944,0.002620486,0.0000031352101,0.0010333121,0.00021015474],"about_ca_topic_score_codex":0.00006094942,"about_ca_topic_score_gemma":0.00001378015,"teacher_disagreement_score":0.96405303,"about_ca_system_score_codex":0.00010722555,"about_ca_system_score_gemma":0.0000056657964,"threshold_uncertainty_score":0.7888689},"labels":[],"label_agreement":null},{"id":"W2127687247","doi":"10.1002/cjce.5450840310","title":"Real‐time Dynamic Optimization of Non‐linear Batch Systems","year":2006,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Ligne; Mathematics; Function (biology); Computer science; Humanities; Philosophy","score_opus":0.0025432398579719427,"score_gpt":0.1600782921334329,"score_spread":0.15753505227546094,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2127687247","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8394562,0.002193681,0.15301879,0.0001920847,0.0018132646,0.00038732938,0.000035589303,0.0001659411,0.0027371151],"genre_scores_gemma":[0.9981263,0.0000041141675,0.0014335484,0.0000018930274,0.00032568892,0.0000022866313,0.000004901689,0.00005428276,0.000046930014],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99887085,0.000012803045,0.00056765537,0.00006611489,0.00019404739,0.00028854565],"domain_scores_gemma":[0.9992939,0.00008600335,0.00012489839,0.0001839472,0.00012532905,0.0001858966],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003008209,0.00015364162,0.0003301863,0.00017808289,0.000025958536,0.000037111105,0.00029915175,0.00011141976,0.000011469543],"category_scores_gemma":[0.000051864485,0.00013107395,0.00009777443,0.00021820335,0.00002934707,0.0000931469,0.0000059036297,0.0002550141,0.0000046054856],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000014497506,0.0000013162421,0.000020302094,0.000051220577,0.000029196415,0.000008988509,0.00003271378,0.6872317,0.3124308,0.000031632113,0.00014304469,0.000017615292],"study_design_scores_gemma":[0.00023840256,0.0000103862985,0.000044687793,0.00019107899,0.00003117233,0.00010108712,0.0000045006964,0.9949002,0.0041964473,0.0000065025765,0.00015106973,0.00012444773],"about_ca_topic_score_codex":0.0033914365,"about_ca_topic_score_gemma":0.00012554969,"teacher_disagreement_score":0.30823433,"about_ca_system_score_codex":0.0003700977,"about_ca_system_score_gemma":0.000117404474,"threshold_uncertainty_score":0.53450406},"labels":[],"label_agreement":null},{"id":"W2136703484","doi":"10.1109/icsmc.1990.142189","title":"Adaptive control of flexible joint manipulators","year":2002,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking 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":"Concordia University","funders":"","keywords":"Control theory (sociology); Singular perturbation; Computer science; Joint (building); Manipulator (device); Perturbation (astronomy); Stability (learning theory); Dynamics (music); Adaptive control; Robot; Mathematics; Control (management); Engineering; Artificial intelligence; Mathematical analysis; Structural engineering","score_opus":0.02978643896307657,"score_gpt":0.17990158545017895,"score_spread":0.1501151464871024,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2136703484","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010770246,0.0022571934,0.66501075,0.000049061022,0.00076005235,0.00036695314,0.0000073236083,0.0009174882,0.3198609],"genre_scores_gemma":[0.9975591,0.0000049914966,0.0002869792,0.000021981423,0.000074294665,0.000013171421,2.7934072e-7,0.000027978716,0.0020112738],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99929905,0.000015563299,0.0002608522,0.00009906518,0.00013438916,0.0001910795],"domain_scores_gemma":[0.9996372,0.00003434119,0.000031664666,0.0002135343,0.00002992379,0.00005336984],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000076305616,0.00011195892,0.0002389751,0.000078491255,0.000013986034,0.000008680329,0.00008177147,0.000055491484,0.0007194756],"category_scores_gemma":[0.000008669179,0.000102596874,0.00007424788,0.00009997671,0.000015714777,0.00006825088,0.0000072197854,0.00006984278,0.00023886074],"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":[0.00007042882,0.00037501132,0.011399317,0.0005403499,0.002399737,0.00009401621,0.0051922076,0.19808319,0.51285017,0.17043217,0.06301714,0.035546277],"study_design_scores_gemma":[0.00078764866,0.000049502283,0.0010410473,0.000029550003,0.000019460795,0.0000066311873,0.00010941437,0.99487036,0.0015265021,0.0001238011,0.0012749523,0.00016115417],"about_ca_topic_score_codex":0.000057836893,"about_ca_topic_score_gemma":0.000007780187,"teacher_disagreement_score":0.9867888,"about_ca_system_score_codex":0.00004143627,"about_ca_system_score_gemma":0.0000015481533,"threshold_uncertainty_score":0.78777534},"labels":[],"label_agreement":null},{"id":"W2140161633","doi":"10.1109/cdc.2006.377476","title":"Elimination of Fixed Modes by Means of High-Performance Constrained Periodic Control","year":2006,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Control theory (sociology); Decentralised system; LTI system theory; Nonlinear system; Controller (irrigation); Function (biology); Quotient; Mode (computer interface); Linear system; Control system; Computer science; Mathematics; Control (management); Engineering","score_opus":0.002885980553534007,"score_gpt":0.1603349783899079,"score_spread":0.1574489978363739,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2140161633","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.82347286,0.0002927711,0.15936539,0.000048414913,0.000109557106,0.00023682583,0.000054823908,0.00019328875,0.016226092],"genre_scores_gemma":[0.9992225,0.0000066784005,0.00046255265,0.000006159405,0.000034673463,0.000013460609,0.000016892634,0.000019246949,0.0002178418],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914986,0.000019879602,0.0004041831,0.00009435298,0.00017742158,0.00015428106],"domain_scores_gemma":[0.9995898,0.000071514405,0.00008037002,0.00015690281,0.00008076268,0.000020641977],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013705307,0.00011794599,0.00029410544,0.000076213204,0.000018275312,0.00000851294,0.0000973141,0.00006891276,0.000042805023],"category_scores_gemma":[0.000013322565,0.00011150501,0.000042054216,0.00009479695,0.000060012622,0.00010246693,0.0000042542174,0.000050488346,0.000004607621],"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":[0.000015293435,0.000026509013,0.0017380518,0.00017142229,0.000040318257,2.9946384e-7,0.00005545468,0.07259404,0.92045385,0.0029411225,0.0006470229,0.0013166191],"study_design_scores_gemma":[0.0015705877,0.000052734038,0.004703303,0.000048041195,0.000025277806,0.0000019168226,0.00003937524,0.92744726,0.06584887,0.000039037706,0.00009745498,0.00012611755],"about_ca_topic_score_codex":0.00032999017,"about_ca_topic_score_gemma":0.000046322166,"teacher_disagreement_score":0.8548533,"about_ca_system_score_codex":0.00003395516,"about_ca_system_score_gemma":0.0000114304385,"threshold_uncertainty_score":0.45470423},"labels":[],"label_agreement":null},{"id":"W2142716864","doi":"10.1109/mwscas.2001.986145","title":"Self synchronization of time delay and integration (TDI) cameras","year":2002,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Time delay and integration; Pixel; Field-programmable gate array; Computer science; Charge-coupled device; Computer vision; Synchronization (alternating current); Image quality; Image sensor; Row; SIGNAL (programming language); Image (mathematics); Artificial intelligence; Row and column spaces; Real-time computing; Electronic engineering; Computer hardware; Optics; Engineering; Physics; Telecommunications","score_opus":0.004359902207482579,"score_gpt":0.1628841335469973,"score_spread":0.1585242313395147,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2142716864","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16222,0.0022452588,0.72272193,0.00011786222,0.00030782263,0.000455626,0.000004472049,0.0012160307,0.11071098],"genre_scores_gemma":[0.9982312,0.000051264273,0.0011133852,0.000009496563,0.000038383005,0.0000036019483,0.000002572301,0.000014188242,0.00053593196],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996458,0.000013067773,0.00014057559,0.000063806954,0.00006587459,0.00007082163],"domain_scores_gemma":[0.9998181,0.000026635495,0.00001930432,0.00008599837,0.000028595843,0.000021369007],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005103149,0.000063685016,0.00009569795,0.000048126654,0.000012685249,0.0000136592225,0.00003070716,0.000034517263,0.000157305],"category_scores_gemma":[0.000012450225,0.000058167032,0.000010907891,0.00008000181,0.0000072727307,0.00009548383,0.000004718802,0.00003489397,0.00006838182],"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":[0.000010385258,0.00017706033,0.007854524,0.0006871902,0.00037039942,0.000010071184,0.0059012123,0.024466254,0.8517945,0.0034737147,0.01933765,0.085917085],"study_design_scores_gemma":[0.00016478467,0.000026436366,0.00014414146,0.000018712182,0.000008965897,0.000006580032,0.000008234074,0.9983261,0.0005973137,0.000010309325,0.0006261377,0.0000622772],"about_ca_topic_score_codex":0.000032379212,"about_ca_topic_score_gemma":0.0000306056,"teacher_disagreement_score":0.97385985,"about_ca_system_score_codex":0.000034628396,"about_ca_system_score_gemma":0.0000013563168,"threshold_uncertainty_score":0.23719828},"labels":[],"label_agreement":null},{"id":"W2145609742","doi":"10.1109/acc.2001.945943","title":"Application of the locus of a perturbed relay system to analysis and design of relay servo systems with nonlinear plants","year":2001,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking 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":"SNC-Lavalin (Canada)","funders":"","keywords":"Relay; Nonlinear system; Servomechanism; Control theory (sociology); Control engineering; Computer science; Locus (genetics); Engineering; Artificial intelligence; Control (management); Physics","score_opus":0.005655270299327572,"score_gpt":0.1796574079992323,"score_spread":0.17400213769990472,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2145609742","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.32324177,0.00037973563,0.6748043,0.000013933116,0.000050332936,0.00081055553,0.000017220847,0.000080621445,0.00060153496],"genre_scores_gemma":[0.99796665,0.000009344999,0.0018089815,0.0000025732259,0.000023374942,0.000043019503,0.0000023749872,0.000024050987,0.0001196127],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988012,0.000089966336,0.00052063016,0.00017081613,0.00027833044,0.00013908691],"domain_scores_gemma":[0.99895656,0.00015038814,0.00019374798,0.0005316604,0.00011534967,0.00005229751],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003759721,0.00014140386,0.0005253453,0.00018930077,0.000020746464,0.000009376236,0.0001928323,0.00008445205,0.0000010641794],"category_scores_gemma":[0.000015596675,0.000088999084,0.000060919585,0.0007794247,0.00002344264,0.000042802647,0.000021137119,0.00006207157,0.0000016793878],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008137296,0.000019901101,0.03627798,0.0006311559,0.0006950569,0.0000015891,0.0004646164,0.87194276,0.08961199,0.000107396416,0.00002306137,0.00014313005],"study_design_scores_gemma":[0.00035759993,0.000057914935,0.003590174,0.00028761238,0.00028233565,0.000024798315,0.0004261724,0.99325615,0.0015548115,3.2194848e-7,0.000057377107,0.00010474153],"about_ca_topic_score_codex":0.0011866497,"about_ca_topic_score_gemma":0.0001837844,"teacher_disagreement_score":0.6747249,"about_ca_system_score_codex":0.000054594013,"about_ca_system_score_gemma":0.0000136416365,"threshold_uncertainty_score":0.3629277},"labels":[],"label_agreement":null},{"id":"W2147800597","doi":"10.23919/acc.2004.1383668","title":"Extremum seeking control of nonlinear systems with parametric uncertainties and state constraints","year":2004,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Control theory (sociology); Parametric statistics; Nonlinear system; State (computer science); Set (abstract data type); Mathematical optimization; Class (philosophy); Computer science; Point (geometry); Work (physics); Control (management); Function (biology); Mathematics; Engineering; Algorithm; Artificial intelligence","score_opus":0.006761389006414862,"score_gpt":0.1854536336628216,"score_spread":0.17869224465640673,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2147800597","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16820687,0.0025235494,0.82405996,0.000030533003,0.00030101958,0.0006045544,0.00003920554,0.0004323828,0.0038019235],"genre_scores_gemma":[0.99839544,0.00003933042,0.0013495687,0.000013248357,0.00005233601,0.000019364219,0.0000024947465,0.00004672468,0.00008151809],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99870646,0.00003445503,0.0004358305,0.00021196679,0.00027029114,0.0003410159],"domain_scores_gemma":[0.99926645,0.00018422818,0.00009945199,0.00024189487,0.00010535292,0.000102618054],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025717815,0.00023972473,0.0005002024,0.00024437392,0.000039591276,0.00007527185,0.000114174385,0.00007357853,0.0000070998376],"category_scores_gemma":[0.00003824283,0.00019087698,0.00004028852,0.0003208543,0.00017973696,0.00013864409,0.000012257251,0.00013931895,0.0000068185554],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014027594,0.000093870534,0.029109495,0.0015978849,0.0010756654,0.0001166951,0.0013067288,0.83143437,0.12546918,0.0030632957,0.000050812978,0.006541747],"study_design_scores_gemma":[0.004057114,0.00015772835,0.00077109196,0.0004010721,0.000060736053,0.00012034341,0.0006550259,0.9927882,0.00021770925,0.00009646485,0.00029835923,0.0003761629],"about_ca_topic_score_codex":0.0004773315,"about_ca_topic_score_gemma":0.00008664342,"teacher_disagreement_score":0.8301886,"about_ca_system_score_codex":0.00008721191,"about_ca_system_score_gemma":0.000043272925,"threshold_uncertainty_score":0.7783737},"labels":[],"label_agreement":null},{"id":"W2170064320","doi":"10.1109/cdc.1991.261321","title":"Trajectory following robust adaptive control of flexible joint manipulators","year":2002,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Singular perturbation; Control theory (sociology); Trajectory; Computer science; Perturbation (astronomy); Robot; Robot manipulator; Adaptive control; Manipulator (device); Mathematics; Control (management); Artificial intelligence; Physics","score_opus":0.037600252201120586,"score_gpt":0.18670291716549864,"score_spread":0.14910266496437805,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2170064320","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.051265262,0.003998637,0.79159456,0.000028556236,0.001725806,0.00056291994,0.0000072107146,0.001255387,0.14956163],"genre_scores_gemma":[0.9977017,0.0000042196593,0.0007372369,0.000022100474,0.000109046836,0.000022670787,5.8195957e-7,0.000054651733,0.0013477579],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99885774,0.0000334168,0.00040084578,0.00017147958,0.00022536782,0.0003111555],"domain_scores_gemma":[0.99949473,0.00006791619,0.000048032765,0.00027960475,0.00002687938,0.00008283794],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015840244,0.00019059132,0.00040123877,0.00013799868,0.000031629635,0.000016290292,0.00012547839,0.000094366274,0.0004005048],"category_scores_gemma":[0.000015773252,0.00018383864,0.00022520398,0.00015779257,0.000016693783,0.00013469825,0.000009644846,0.00012767516,0.00010726672],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000037975282,0.00021402132,0.007322947,0.00028935124,0.0023608492,0.00012780273,0.0034994497,0.6601076,0.29710156,0.011281281,0.010679711,0.0069774752],"study_design_scores_gemma":[0.0013900646,0.00006546992,0.0015286482,0.000077557444,0.00006347873,0.000006973169,0.000301976,0.9945133,0.0013178628,0.00003414184,0.00040909724,0.00029148348],"about_ca_topic_score_codex":0.00008884179,"about_ca_topic_score_gemma":0.000021983773,"teacher_disagreement_score":0.94643646,"about_ca_system_score_codex":0.000094566705,"about_ca_system_score_gemma":0.000004136367,"threshold_uncertainty_score":0.74967223},"labels":[],"label_agreement":null},{"id":"W218046742","doi":"","title":"Adaptive Laser Beam Control Using Return Photon Statistics","year":2005,"lang":"en","type":"article","venue":"Defense Technical Information Center (DTIC)","topic":"Extremum Seeking 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":"Statistician; Quarter (Canadian coin); Control (management); Statistics; Sociology; Management; Mathematics; Economics; Geography; Archaeology","score_opus":0.014072877090606903,"score_gpt":0.2220790717229973,"score_spread":0.2080061946323904,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W218046742","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.022877432,0.00007316957,0.9627893,0.00009399004,0.00054134335,0.0008322308,0.00055964297,0.0013520875,0.0108808195],"genre_scores_gemma":[0.9878972,0.000010886097,0.011087192,0.00063566846,0.00017217922,0.00003392133,0.000101840735,0.000037747646,0.000023319833],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998184,0.000036422858,0.00083484594,0.00013267124,0.0003721654,0.00043985515],"domain_scores_gemma":[0.999036,0.00013376075,0.00015520837,0.00036118127,0.00016113602,0.00015268881],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00029087052,0.0002685574,0.00033675678,0.0001851591,0.00008356963,0.00012253526,0.00020267408,0.0002055918,0.000076097116],"category_scores_gemma":[0.00010696189,0.00026727642,0.00009826991,0.00017772285,0.000052598294,0.000951889,0.00003849874,0.0003637845,0.0003795493],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0023151853,0.0009473356,0.005894046,0.001406281,0.0017367133,0.000117140095,0.0046880757,0.5675397,0.09171682,0.01632782,0.20768067,0.099630214],"study_design_scores_gemma":[0.0020449068,0.000070526374,0.00027359594,0.00009569662,0.00005346036,0.000075792035,0.00005720661,0.9457345,0.00069868297,0.000085561725,0.050426055,0.0003840378],"about_ca_topic_score_codex":0.000018335164,"about_ca_topic_score_gemma":0.000028832823,"teacher_disagreement_score":0.9650198,"about_ca_system_score_codex":0.00039618587,"about_ca_system_score_gemma":0.00002287223,"threshold_uncertainty_score":0.99997795},"labels":[],"label_agreement":null},{"id":"W2246112431","doi":"10.3182/20090712-4-tr-2008.00084","title":"Real-time Optimization with Estimation of Experimental Gradients","year":2009,"lang":"en","type":"article","venue":"IFAC Proceedings Volumes","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Estimation; Computer science; Mathematical optimization; Control theory (sociology); Engineering; Mathematics; Control (management); Artificial intelligence; Systems engineering","score_opus":0.004331526468663392,"score_gpt":0.1987481258281531,"score_spread":0.1944165993594897,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2246112431","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9558818,0.00017422416,0.020652646,0.000031366028,0.000101912185,0.00040052182,0.0000034011462,0.00078262883,0.021971537],"genre_scores_gemma":[0.9817272,0.000008124089,0.018023971,0.0000045991665,0.000045658147,0.000014334659,0.000008155238,0.000027816708,0.000140177],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992268,0.0000031971877,0.00022683991,0.00015069953,0.00020959231,0.00018288921],"domain_scores_gemma":[0.9997102,0.00000858597,0.00008235702,0.0000724819,0.00007612746,0.0000502215],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009154041,0.0001471276,0.00020173634,0.00010338243,0.00003749996,0.000043716725,0.00010271323,0.00005890754,0.000017275837],"category_scores_gemma":[0.000017452714,0.00014099554,0.000029318038,0.0001842174,0.000021793776,0.00037781434,0.000006494154,0.000050001785,0.000012919741],"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":[0.000053456723,0.00009017314,0.0019817343,0.000097186596,0.000058369784,0.000001632561,0.0020303598,0.27490214,0.715417,0.00050190534,0.0009823289,0.0038836934],"study_design_scores_gemma":[0.00043286965,0.0001728267,0.0011130373,0.00011077289,0.000015276606,0.0000095230425,0.00008761793,0.980168,0.017679546,0.000033052744,0.000018873221,0.00015859703],"about_ca_topic_score_codex":0.00001625761,"about_ca_topic_score_gemma":2.500411e-7,"teacher_disagreement_score":0.7052659,"about_ca_system_score_codex":0.000085291606,"about_ca_system_score_gemma":0.000006895714,"threshold_uncertainty_score":0.5749631},"labels":[],"label_agreement":null},{"id":"W2274346621","doi":"10.1109/iecon.2015.7392313","title":"A multi-surface sliding-mode extremum seeking controller for alternator maximum power point tracking","year":2015,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Control theory (sociology); Alternator; Robustness (evolution); Maximum power point tracking; Maximization; Maximum power principle; Parametric statistics; Computer science; Sliding mode control; Controller (irrigation); Operating point; Lyapunov function; Power (physics); Engineering; Mathematics; Nonlinear system; Voltage; Mathematical optimization; Electronic engineering; Physics","score_opus":0.03855270122292588,"score_gpt":0.26994359649982047,"score_spread":0.2313908952768946,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2274346621","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.021478668,0.00110089,0.96455985,0.00020437989,0.0023092437,0.0012135163,0.000029677094,0.0015579108,0.00754585],"genre_scores_gemma":[0.9795258,0.000004889778,0.018467082,0.00017280511,0.00032831318,0.00009199104,0.0000069330695,0.0002120297,0.0011901775],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9974177,0.0000721516,0.0007074898,0.00050503237,0.00042015003,0.0008774768],"domain_scores_gemma":[0.9985223,0.00025061367,0.00012590169,0.00047545967,0.00025623015,0.00036952258],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009218586,0.00048550585,0.0006878658,0.00013654644,0.00009916422,0.0002441553,0.00040887104,0.00021687285,0.000031389212],"category_scores_gemma":[0.0002498275,0.00045904375,0.0002705467,0.00015954066,0.000021458482,0.00045573033,0.000056711557,0.00025971193,0.00013619191],"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":[0.00017105993,0.00010706298,0.0022031015,0.00013871674,0.00041479286,0.000032403634,0.0023770737,0.0358928,0.94834006,0.0010434738,0.007804561,0.0014749038],"study_design_scores_gemma":[0.006163999,0.0000705766,0.00008209768,0.00010411575,0.00004337272,0.0000312887,0.00046693982,0.9799643,0.0012272781,0.00048877683,0.01075163,0.00060560013],"about_ca_topic_score_codex":0.00015582779,"about_ca_topic_score_gemma":0.00009967481,"teacher_disagreement_score":0.9580471,"about_ca_system_score_codex":0.00039011263,"about_ca_system_score_gemma":0.000043554446,"threshold_uncertainty_score":0.99978614},"labels":[],"label_agreement":null},{"id":"W2293911804","doi":"10.1115/dscc2015-9967","title":"Diesel Engine Fuel Injection Control Using a Model-Guided Extremum-Seeking Method","year":2015,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Diesel engine; Automotive engineering; NOx; Process (computing); Diesel fuel; Combustion; Combustion chamber; Fuel injection; Computer science; Internal combustion engine; Boundary (topology); Engineering; Control theory (sociology); Control (management); Mathematics","score_opus":0.06147554804388627,"score_gpt":0.28717088742410296,"score_spread":0.2256953393802167,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2293911804","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":[0.0031804594,0.0008003597,0.97567904,0.000046107776,0.0010370756,0.00039412588,0.000006387142,0.0014736528,0.017382775],"genre_scores_gemma":[0.9326692,0.000004517475,0.06613233,0.00008837822,0.00046625544,0.000036574405,0.0000037649907,0.000115617055,0.00048333133],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99798256,0.00012879854,0.0005831913,0.00034037864,0.00040995193,0.0005551417],"domain_scores_gemma":[0.9988765,0.00014332657,0.00008312937,0.00045000165,0.00020392393,0.00024311084],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0010939375,0.00036061875,0.0005260844,0.00028972974,0.0000677278,0.00011273169,0.00021832966,0.00019683514,0.000015443844],"category_scores_gemma":[0.00017730845,0.00035256048,0.00013312625,0.00034404328,0.000019269919,0.0004147055,0.000037690355,0.0002717894,0.00003974248],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018049792,0.000013568756,0.00021218229,0.000056419987,0.00010655705,0.0000065825247,0.0005706539,0.83107716,0.16533084,0.00040654888,0.0007243515,0.0014770654],"study_design_scores_gemma":[0.0019036176,0.000032188454,0.000012697301,0.000049157712,0.0000708364,0.000105298124,0.00016828325,0.994948,0.00016107735,0.0013318312,0.000814495,0.00040249783],"about_ca_topic_score_codex":0.00037910425,"about_ca_topic_score_gemma":0.000084704414,"teacher_disagreement_score":0.9294888,"about_ca_system_score_codex":0.0005082948,"about_ca_system_score_gemma":0.0000610492,"threshold_uncertainty_score":0.99989265},"labels":[],"label_agreement":null},{"id":"W2319358206","doi":"10.1109/epe.2014.6910980","title":"A Hybrid ACO and Nelder-Mead constrained algorithm for controller and anti-windup tuning","year":2014,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking 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 du Québec à Trois-Rivières","funders":"","keywords":"Robustness (evolution); Ant colony optimization algorithms; Computation; Computer science; Control theory (sociology); Nonlinear system; Mathematical optimization; Controller (irrigation); Key (lock); Algorithm; Mathematics; Control (management); Artificial intelligence","score_opus":0.007208043326311729,"score_gpt":0.19559810926272211,"score_spread":0.1883900659364104,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2319358206","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.040232636,0.0005693408,0.95320624,0.0001352152,0.00028370754,0.0005372828,0.000014850677,0.0004185915,0.0046021063],"genre_scores_gemma":[0.9896232,0.000015538919,0.009617607,0.00012741216,0.00022905882,0.00004112185,0.000004540165,0.000044436067,0.00029711516],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990711,0.000028686984,0.0002516324,0.00023318833,0.00009415719,0.00032124098],"domain_scores_gemma":[0.9993096,0.0003575477,0.00003448515,0.00013503735,0.000042883206,0.00012044222],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033928026,0.00020136293,0.00040029568,0.00007911274,0.00008152296,0.0001113203,0.000068928966,0.00007413827,0.0000083327395],"category_scores_gemma":[0.00007271841,0.00018394711,0.000045462235,0.000035664452,0.000055700584,0.00011677548,0.000020930349,0.000098611,0.0000045295333],"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":[0.00002295673,0.000027158014,0.0021650875,0.00031408027,0.00045810037,0.00001128648,0.00042234253,0.0004716074,0.22142099,0.0031621598,0.0029046286,0.7686196],"study_design_scores_gemma":[0.0034300426,0.00005067046,0.0004633666,0.000046989437,0.00003191507,0.000052405183,0.00005169865,0.9868236,0.00024028208,0.00023663972,0.008332664,0.00023969698],"about_ca_topic_score_codex":0.000023523422,"about_ca_topic_score_gemma":0.000005044424,"teacher_disagreement_score":0.986352,"about_ca_system_score_codex":0.000015024346,"about_ca_system_score_gemma":0.0000068785157,"threshold_uncertainty_score":0.7501145},"labels":[],"label_agreement":null},{"id":"W2375258435","doi":"10.1109/tac.2016.2566806","title":"An Extremum-Seeking Controller for Distributed Optimization Over Sensor Networks","year":2016,"lang":"en","type":"article","venue":"IEEE Transactions on Automatic Control","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":54,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University; Kingston Health Sciences Centre","funders":"","keywords":"Control theory (sociology); Controller (irrigation); Mathematical optimization; Computer science; Class (philosophy); Optimization problem; Control (management); Mathematics; Artificial intelligence","score_opus":0.00822453133863015,"score_gpt":0.21717845632313185,"score_spread":0.2089539249845017,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2375258435","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0011010045,0.00006773114,0.99333227,0.00016976258,0.0013814835,0.0016166798,0.00034078915,0.0019139634,0.0000763208],"genre_scores_gemma":[0.99599856,0.0000125080205,0.002665675,0.000120609664,0.0002592801,0.0006849383,0.000011175977,0.00013715345,0.00011007237],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978429,0.00014453728,0.00072116783,0.00039436558,0.00028451483,0.00061252003],"domain_scores_gemma":[0.9979578,0.0010530382,0.0001364002,0.00052250846,0.00012868005,0.00020154845],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00037381562,0.0004169307,0.0006214368,0.00021212346,0.00021726232,0.00012777832,0.00023474851,0.00025249054,0.00021939146],"category_scores_gemma":[0.000029822395,0.0003297813,0.00028093767,0.00020933672,0.00004715244,0.00037333096,4.370436e-7,0.00013317882,0.00002892717],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012098215,0.00008593151,0.000016490498,0.00003886067,0.00028218073,0.0000025784905,0.000045025306,0.89733833,0.06028398,0.00002064485,0.00016476947,0.04160022],"study_design_scores_gemma":[0.009352127,0.00015178989,0.000086309774,0.00018019172,0.00020654379,0.000010061167,0.000018073211,0.9890857,0.00016173741,0.00002653923,0.0002942104,0.00042672094],"about_ca_topic_score_codex":0.00001149651,"about_ca_topic_score_gemma":0.000029152197,"teacher_disagreement_score":0.9948976,"about_ca_system_score_codex":0.00030243484,"about_ca_system_score_gemma":0.00002490296,"threshold_uncertainty_score":0.9999154},"labels":[],"label_agreement":null},{"id":"W2399013664","doi":"","title":"Constrained Linear Quadratic Regulator: Continuous-Time Case","year":2008,"lang":"en","type":"other","venue":"PolyPublie (École Polytechnique de Montréal)","topic":"Extremum Seeking 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":"Polytechnique Montréal","funders":"","keywords":"Linear-quadratic regulator; Regulator; Linear regulator; Quadratic equation; Mathematical optimization; Control theory (sociology); Mathematics; State (computer science); Linear system; Linear programming; Optimal control; Computer science; Algorithm; Control (management)","score_opus":0.006254102610632023,"score_gpt":0.19785138390019613,"score_spread":0.1915972812895641,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2399013664","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0015475247,0.033327833,0.4615362,0.0005308153,0.001833183,0.005940835,0.0012005976,0.031066932,0.4630161],"genre_scores_gemma":[0.15511338,0.0016940966,0.0637313,0.0008804189,0.0038172419,0.0017768437,0.00038708665,0.0071350364,0.7654646],"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99612135,0.00020620904,0.0010489741,0.0007764068,0.00055002695,0.0012970304],"domain_scores_gemma":[0.9968527,0.00017856019,0.00042933674,0.0018973227,0.00008523948,0.0005568356],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00043298595,0.00119761,0.0016312862,0.0011084769,0.00017239978,0.00015093626,0.00068352924,0.0015789553,0.00062186917],"category_scores_gemma":[0.0001507955,0.0013135654,0.00045286227,0.00047737037,0.00023562758,0.00014278968,0.00011482249,0.0010012687,0.0005943206],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003695082,0.00016539627,0.0006107189,0.00061901874,0.0009554562,0.0126751,0.0002994215,0.0031483825,0.014711715,0.0013273329,0.9591259,0.0063246195],"study_design_scores_gemma":[0.001413455,0.00011382174,0.000045813886,0.0007548132,0.00019570072,0.010974505,0.00005487898,0.5999836,0.00036792256,0.000063868385,0.38408133,0.0019503214],"about_ca_topic_score_codex":0.010787297,"about_ca_topic_score_gemma":0.005658189,"teacher_disagreement_score":0.5968352,"about_ca_system_score_codex":0.0006987392,"about_ca_system_score_gemma":0.00024071662,"threshold_uncertainty_score":0.9997172},"labels":[],"label_agreement":null},{"id":"W2466563970","doi":"10.1016/j.ifacol.2015.09.046","title":"Proportional-integral extremum-seeking control","year":2015,"lang":"en","type":"article","venue":"IFAC-PapersOnLine","topic":"Extremum Seeking 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":"Queen's University","funders":"","keywords":"Control theory (sociology); Nonlinear system; Perturbation (astronomy); Generalization; Mathematics; Transient (computer programming); Describing function; Nonlinear control; Function (biology); Stability theory; Computer science; Applied mathematics; Control (management); Mathematical analysis; Physics","score_opus":0.019545359859677227,"score_gpt":0.21527096142014557,"score_spread":0.19572560156046834,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2466563970","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.121671475,0.014757429,0.7656417,0.0034131422,0.008589038,0.0026611672,0.0003220468,0.0072510755,0.07569293],"genre_scores_gemma":[0.96780103,0.000016187829,0.029172791,0.00023557854,0.0013802443,0.00006081981,0.00005658062,0.00011048478,0.0011662766],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99785876,0.00007058073,0.00055033766,0.00035468448,0.00057324633,0.00059238775],"domain_scores_gemma":[0.998867,0.00009879404,0.00009788995,0.0004217348,0.00018548912,0.00032912896],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00051601947,0.0003779959,0.0004841199,0.000152058,0.00007345331,0.000089115034,0.0003138404,0.00018445034,0.00010184113],"category_scores_gemma":[0.00020791491,0.00034334304,0.00016961906,0.00023900506,0.000062562365,0.0002650209,0.000026058628,0.00037183007,0.00039967927],"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":[0.00047519003,0.0005038137,0.029075243,0.0005483809,0.0012551893,0.0010279426,0.004009821,0.038154595,0.8537473,0.0043071425,0.0031413205,0.06375406],"study_design_scores_gemma":[0.0026163657,0.00008605315,0.0007378935,0.00010169833,0.000059561884,0.00013751556,0.00026979647,0.98133934,0.0001041619,0.00015610135,0.013867482,0.0005240336],"about_ca_topic_score_codex":0.00012180397,"about_ca_topic_score_gemma":0.00018916052,"teacher_disagreement_score":0.94318473,"about_ca_system_score_codex":0.0003037904,"about_ca_system_score_gemma":0.00008591676,"threshold_uncertainty_score":0.99990183},"labels":[],"label_agreement":null},{"id":"W2475238647","doi":"10.1080/00207179.2016.1213425","title":"A proportional integral extremum-seeking control approach for discrete-time nonlinear systems","year":2016,"lang":"en","type":"article","venue":"International Journal of Control","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Control theory (sociology); Nonlinear system; Transient (computer programming); Mathematics; Action (physics); Discrete time and continuous time; Function (biology); Mathematical optimization; Control (management); Computer science; Physics","score_opus":0.0068472258287909284,"score_gpt":0.2222338163911701,"score_spread":0.21538659056237916,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2475238647","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0027070944,0.00084237475,0.9905324,0.0008055027,0.003048968,0.0006725425,0.00029809703,0.0001225271,0.00097051385],"genre_scores_gemma":[0.9928826,0.000014264182,0.0024543377,0.00008603688,0.0039682207,0.00009332822,0.000012749049,0.00007768671,0.00041076387],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9969587,0.000107954365,0.0013542327,0.0002207214,0.00095699524,0.00040144063],"domain_scores_gemma":[0.99707836,0.0006356109,0.00064826256,0.0001981894,0.001261364,0.0001781988],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010977562,0.0003173759,0.0006973013,0.00037708256,0.00005166255,0.00018571208,0.00077693904,0.00015219268,0.000044874887],"category_scores_gemma":[0.00044331758,0.00020916156,0.00048146333,0.00007337186,0.00007249039,0.0005602819,0.00001755023,0.00023607505,0.000026466845],"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":[0.0031947084,0.00032465646,0.0073379874,0.00015404998,0.006015332,0.00015655336,0.00022382259,0.053664546,0.9001471,0.0038712497,0.0063826856,0.018527357],"study_design_scores_gemma":[0.012199516,0.00019048562,0.0002678991,0.00039930933,0.00013748165,0.0005365885,0.00003916439,0.97185683,0.00008840991,0.00022967448,0.013728908,0.0003257483],"about_ca_topic_score_codex":0.000008377728,"about_ca_topic_score_gemma":0.0000015438297,"teacher_disagreement_score":0.99017555,"about_ca_system_score_codex":0.00042362494,"about_ca_system_score_gemma":0.00011818814,"threshold_uncertainty_score":0.8529361},"labels":[],"label_agreement":null},{"id":"W2483243753","doi":"10.1109/acc.2016.7525296","title":"Formation control of high-altitude balloons by distributed extremum seeking control","year":2016,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Computation; Controller (irrigation); Computer science; Control (management); Control theory (sociology); Function (biology); Altitude (triangle); Balloon; Control engineering; Simulation; Engineering; Algorithm; Mathematics; Artificial intelligence","score_opus":0.004330966841411916,"score_gpt":0.1750925699548622,"score_spread":0.1707616031134503,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2483243753","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0068032146,0.00037665328,0.9886185,0.0006666229,0.0004052508,0.00046040883,0.00054274,0.0006336197,0.00149297],"genre_scores_gemma":[0.9993175,0.000022413074,0.00015295643,0.00006802892,0.00010978267,0.000055400655,0.000035353452,0.00004778536,0.00019077564],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982974,0.00007749319,0.0006673378,0.0001997776,0.00031030257,0.00044769503],"domain_scores_gemma":[0.99886876,0.00036629866,0.00014674827,0.00037991224,0.000117694166,0.00012055454],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003073121,0.00025755953,0.0005154234,0.000100039135,0.00005158163,0.00003552038,0.00024899148,0.00020047727,0.0001383581],"category_scores_gemma":[0.000103053935,0.00018575821,0.000119224525,0.00013918521,0.00004332275,0.0004386547,0.000015321848,0.00012253222,0.00007938095],"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":[0.000031761025,0.000026628728,0.001298986,0.000060518418,0.000155923,0.0000021192916,0.00003139033,0.00068437296,0.98709494,0.0016965566,0.006784424,0.002132396],"study_design_scores_gemma":[0.016225148,0.00010410767,0.0029423186,0.00034917623,0.00017122281,0.0000212937,0.00005280784,0.94827837,0.009707017,0.00036144536,0.021018907,0.0007681916],"about_ca_topic_score_codex":0.00010684704,"about_ca_topic_score_gemma":0.00008142135,"teacher_disagreement_score":0.9925143,"about_ca_system_score_codex":0.00018490045,"about_ca_system_score_gemma":0.000013964039,"threshold_uncertainty_score":0.7575},"labels":[],"label_agreement":null},{"id":"W2504784857","doi":"10.3182/20060402-4-br-2902.00227","title":"REAL-TIME DYNAMIC OPTIMIZATION OF NON-LINEAR BATCH SYSTEMS","year":2006,"lang":"en","type":"article","venue":"IFAC Proceedings Volumes","topic":"Extremum Seeking 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":"Queen's University","funders":"","keywords":"Control theory (sociology); Controller (irrigation); Trajectory; Nonlinear system; Computer science; Lyapunov function; Mathematical optimization; Cascade; Function (biology); State (computer science); Point (geometry); Control engineering; Mathematics; Engineering; Algorithm; Control (management)","score_opus":0.0033928753500133027,"score_gpt":0.19267148778512352,"score_spread":0.1892786124351102,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2504784857","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8321512,0.00094505976,0.086000755,0.00005540241,0.0012528972,0.0013013402,0.00004762179,0.0023018308,0.07594394],"genre_scores_gemma":[0.99204683,0.000042362008,0.005339728,0.0000015432464,0.000257416,0.000046054203,0.0000243438,0.0000975161,0.002144181],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985191,0.000006012468,0.0005685475,0.00025287573,0.0003053154,0.00034814232],"domain_scores_gemma":[0.9993626,0.000030396877,0.00016583169,0.00014761409,0.00023679159,0.00005677475],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00022948117,0.0002454449,0.00043672454,0.0001803909,0.000053294887,0.000076289536,0.00022293175,0.00017020792,0.000017813212],"category_scores_gemma":[0.000027426166,0.0002620146,0.00008109989,0.00033245914,0.00003746639,0.0003013987,0.000026672837,0.00011288981,0.00006864295],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000099437575,0.000028715152,0.004247029,0.0006988194,0.0000589828,0.0000018823741,0.00018795552,0.56728196,0.4240993,0.0001473647,0.0030561737,0.00018191214],"study_design_scores_gemma":[0.00037970886,0.00003355863,0.0010381355,0.00019959464,0.00003207399,0.0000118735325,0.000075095675,0.9970157,0.0006011058,0.00001958833,0.00034025346,0.00025330097],"about_ca_topic_score_codex":0.00062104693,"about_ca_topic_score_gemma":0.0000063044113,"teacher_disagreement_score":0.42973378,"about_ca_system_score_codex":0.00015313737,"about_ca_system_score_gemma":0.000017657265,"threshold_uncertainty_score":0.9999832},"labels":[],"label_agreement":null},{"id":"W2507108593","doi":"10.3182/20060402-4-br-2902.00567","title":"PARAMETER CONVERGENCE IN ADAPTIVE EXTREMUM SEEKING CONTROL","year":2006,"lang":"en","type":"article","venue":"IFAC Proceedings Volumes","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Control theory (sociology); A priori and a posteriori; Parametric statistics; Mathematics; Nonlinear system; Convergence (economics); Perturbation (astronomy); Adaptive control; Mathematical optimization; Applied mathematics; Computer science; Control (management)","score_opus":0.0064895308046792905,"score_gpt":0.18149402631398154,"score_spread":0.17500449550930225,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2507108593","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8624056,0.0034385868,0.08593721,0.00019220331,0.0016156809,0.0013785734,0.000028682956,0.002173595,0.042829864],"genre_scores_gemma":[0.9980136,0.000011135685,0.00088712975,0.000049187947,0.0003419429,0.00012695497,0.0000024442515,0.00008057642,0.00048703785],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99803585,0.000013206844,0.0005517981,0.0004051155,0.00031682654,0.00067722605],"domain_scores_gemma":[0.99944794,0.00011544869,0.00010197166,0.00013925841,0.00011398579,0.00008139232],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00030091294,0.00034370364,0.00047104087,0.00024207584,0.000062978994,0.00013297844,0.00028512397,0.00018010131,0.000041562063],"category_scores_gemma":[0.000079490455,0.00036905363,0.00010495485,0.00038104918,0.00006496209,0.0004987713,0.000028761686,0.00031125997,0.000117731426],"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":[0.0000888614,0.00009016994,0.5375135,0.000283299,0.0001300218,0.000052039548,0.0010369635,0.0037682662,0.44264996,0.003239519,0.0071970415,0.0039503593],"study_design_scores_gemma":[0.0012638536,0.0000424953,0.024812343,0.00017143038,0.00002436394,0.000020789488,0.0001920134,0.9681236,0.0004763665,0.001341547,0.0030226263,0.0005085842],"about_ca_topic_score_codex":0.00045185705,"about_ca_topic_score_gemma":0.00015503912,"teacher_disagreement_score":0.96435535,"about_ca_system_score_codex":0.0002269152,"about_ca_system_score_gemma":0.000017488333,"threshold_uncertainty_score":0.99987614},"labels":[],"label_agreement":null},{"id":"W2543261801","doi":"10.1016/j.jacc.2016.09.658","title":"TCT-521 Novel non-invasive quantitative flow ratio for estimating fractional flow reserve","year":2016,"lang":"en","type":"article","venue":"Journal of the American College of Cardiology","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Fractional flow reserve; Flow (mathematics); Cardiology; Internal medicine; Mechanics","score_opus":0.018879704046014554,"score_gpt":0.26279128303110416,"score_spread":0.2439115789850896,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2543261801","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":[0.067805216,0.0001310799,0.9276833,0.0011417603,0.0021641883,0.00029219835,0.000377329,0.000017553717,0.0003873694],"genre_scores_gemma":[0.89902574,0.000017353408,0.09977639,0.000043291217,0.0010061106,0.00001930534,7.7387375e-7,0.000035309266,0.00007570447],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984512,0.00016513949,0.00071139226,0.0001338818,0.0002760946,0.000262314],"domain_scores_gemma":[0.99564546,0.002639464,0.0008193705,0.0002761528,0.0005519168,0.00006761029],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00074609905,0.00017648657,0.00091547193,0.00015544414,0.000085274056,0.000007543269,0.0004040742,0.00006386461,0.0000036158187],"category_scores_gemma":[0.0017964062,0.000108145025,0.0004792923,0.000232527,0.00023708078,0.0001645265,0.000044277855,0.00019143296,0.0000028871548],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00046862976,0.000015184056,0.0020259044,0.000063293795,0.0012580404,0.00003180879,0.00011042681,0.5343835,0.44502303,0.00033939668,0.015270914,0.0010098789],"study_design_scores_gemma":[0.0040957592,0.001236657,0.0043702847,0.0005860974,0.00026184032,0.001689534,0.00068713457,0.9772815,0.003546837,0.00099022,0.004876559,0.0003775906],"about_ca_topic_score_codex":0.0000069081475,"about_ca_topic_score_gemma":0.00001959263,"teacher_disagreement_score":0.83122057,"about_ca_system_score_codex":0.00020577919,"about_ca_system_score_gemma":0.00020712984,"threshold_uncertainty_score":0.4410026},"labels":[],"label_agreement":null},{"id":"W2570292948","doi":"10.1109/iecon.2016.7793319","title":"Multivariable sliding-mode extremum seeking control with application to alternator maximum power point tracking","year":2016,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Control theory (sociology); Multivariable calculus; Alternator; Controller (irrigation); Converters; Sliding mode control; Parametric statistics; Maximum power principle; Computer science; Operating point; Maximum power point tracking; Power (physics); Control engineering; Engineering; Mathematics; Nonlinear system; Photovoltaic system; Inverter; Voltage; Control (management); Electronic engineering","score_opus":0.005128815745236386,"score_gpt":0.2065804324652705,"score_spread":0.20145161672003412,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2570292948","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013765489,0.000063020634,0.9724882,0.000495353,0.00037076793,0.0008698133,0.000015333815,0.0011764503,0.010755555],"genre_scores_gemma":[0.99527085,0.000002304294,0.0033964328,0.00020946916,0.00023915786,0.00022559092,0.0000018348566,0.00014351681,0.00051085587],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979921,0.000044251305,0.00045490926,0.0004966468,0.0003616657,0.00065045623],"domain_scores_gemma":[0.99869055,0.0002210282,0.00008893489,0.0006356577,0.00012349899,0.0002403636],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035649855,0.00035939796,0.00040777816,0.00018298572,0.00008751227,0.0001156525,0.0003299584,0.00012120776,0.00010178245],"category_scores_gemma":[0.00006261504,0.00024394899,0.00007673517,0.00021166955,0.000015371157,0.0004167221,0.000032200256,0.00013314337,0.00031973026],"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":[0.00006566458,0.000023676701,0.0033422061,0.000026896267,0.00010457136,0.0000090527765,0.00023446862,0.0030844524,0.9850157,0.0018302248,0.00040574628,0.005857353],"study_design_scores_gemma":[0.0065876255,0.00018549662,0.0017968377,0.0006861869,0.000075412354,0.00007875884,0.00016672298,0.9470573,0.017196374,0.0006457722,0.02412829,0.0013952409],"about_ca_topic_score_codex":0.0001863608,"about_ca_topic_score_gemma":0.00009684686,"teacher_disagreement_score":0.98150533,"about_ca_system_score_codex":0.000343071,"about_ca_system_score_gemma":0.000020440233,"threshold_uncertainty_score":0.9947951},"labels":[],"label_agreement":null},{"id":"W2595656526","doi":"10.1109/tie.2017.2682019","title":"Multivariable Sliding-Mode Extremum Seeking Control With Application to MPPT of an Alternator-Based Energy Conversion System","year":2017,"lang":"en","type":"article","venue":"IEEE Transactions on Industrial Electronics","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Control theory (sociology); Multivariable calculus; Alternator; Maximum power point tracking; Sliding mode control; Controller (irrigation); Energy transformation; Lyapunov function; Engineering; Computer science; Power (physics); Voltage; Control engineering; Nonlinear system; Inverter; Physics","score_opus":0.011752293512696622,"score_gpt":0.22303931269403188,"score_spread":0.21128701918133524,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2595656526","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.028700417,0.000030095336,0.9688686,0.000049392205,0.00086044864,0.00067058904,0.000064014625,0.00039668492,0.00035977163],"genre_scores_gemma":[0.99908024,0.000003879481,0.00027574462,0.000022845714,0.00026165516,0.00020220013,0.000007745469,0.000097924334,0.000047756523],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980556,0.000105878535,0.0004736279,0.0004161341,0.0004159421,0.0005328561],"domain_scores_gemma":[0.9982501,0.00013422783,0.00027202102,0.0010054208,0.00013453976,0.00020367006],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00033353482,0.00033374407,0.0005008458,0.0002465739,0.00041476556,0.00012515941,0.00053050864,0.0003357535,0.000006284119],"category_scores_gemma":[0.000010697054,0.0003378286,0.00010565997,0.0001800654,0.000033274988,0.0003025248,0.000001401185,0.00046877348,0.0000082878205],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00070830603,0.00009197427,0.000042157615,0.00005538158,0.00017724054,0.0000040582004,0.000046484696,0.61089927,0.3804881,0.0004100125,0.000025595065,0.007051454],"study_design_scores_gemma":[0.004740834,0.00047522018,0.000004215315,0.0002247399,0.00012323585,0.000007770312,0.00003532682,0.87685955,0.11566,0.000005027222,0.0015495154,0.0003145963],"about_ca_topic_score_codex":0.001484204,"about_ca_topic_score_gemma":0.00053118356,"teacher_disagreement_score":0.9703798,"about_ca_system_score_codex":0.00081482367,"about_ca_system_score_gemma":0.00019517448,"threshold_uncertainty_score":0.9999074},"labels":[],"label_agreement":null},{"id":"W2599331074","doi":"10.1002/oca.2311","title":"Globalized and bounded Nelder‐Mead algorithm with deterministic restarts for tuning controller parameters: Method and application","year":2017,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Control theory (sociology); Controller (irrigation); Computer science; Position (finance); Algorithm; Simplex algorithm; Maxima and minima; Simplex; Mathematics; Control (management); Linear programming; Artificial intelligence","score_opus":0.013512188444188092,"score_gpt":0.3282284003353485,"score_spread":0.3147162118911604,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2599331074","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0007183718,0.0016185327,0.9941239,0.00016706465,0.000049417573,0.0026121882,0.000053645897,0.0001573973,0.00049951626],"genre_scores_gemma":[0.25969186,0.00007298351,0.73703986,0.0000539784,0.00007655667,0.002971133,0.00000872123,0.000043857985,0.000041042746],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985076,0.0001474285,0.0003643603,0.0005249886,0.0001081903,0.0003473978],"domain_scores_gemma":[0.99792963,0.0010005282,0.00021350986,0.0005518143,0.0001070514,0.0001974432],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0012797762,0.00030243382,0.0006191398,0.000076358636,0.00070666225,0.00051438593,0.00018417808,0.00014614873,7.131961e-7],"category_scores_gemma":[0.00011274523,0.00026876552,0.00005310889,0.000054568616,0.00020497483,0.00020836803,0.000040195566,0.0001365098,5.801831e-7],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021525437,0.000021553573,0.00016640512,0.00012557037,0.00023657412,0.0000010482487,0.00010103596,0.00043775313,0.024762403,0.0074100643,0.00001485739,0.9665075],"study_design_scores_gemma":[0.005226691,0.0001396086,0.0009102153,0.00003589157,0.00031444343,0.000049426744,0.000049389833,0.96580243,0.00005559656,0.0035368158,0.02354895,0.00033052696],"about_ca_topic_score_codex":0.00007859495,"about_ca_topic_score_gemma":0.000020591871,"teacher_disagreement_score":0.9661769,"about_ca_system_score_codex":0.000034118497,"about_ca_system_score_gemma":0.000016683809,"threshold_uncertainty_score":0.99997646},"labels":[],"label_agreement":null},{"id":"W2606940811","doi":"","title":"Experimental bifurcation by using control-based continuation","year":2011,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking 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":"Toronto Metropolitan University","funders":"","keywords":"Continuation; Bifurcation; Mathematics; Control (management); Control theory (sociology); Computer science; Applied mathematics; Calculus (dental); Artificial intelligence; Medicine; Nonlinear system; Physics","score_opus":0.02132008100519444,"score_gpt":0.21004518932830857,"score_spread":0.18872510832311412,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2606940811","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22057153,0.00049733283,0.7597019,0.000009628116,0.00042561925,0.00030058326,0.000005430492,0.00062752696,0.017860426],"genre_scores_gemma":[0.9986523,2.5630388e-7,0.0011132847,0.00005333312,0.00005224903,0.000022508382,0.000008808162,0.000029709969,0.00006754929],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994028,0.00002712982,0.00019540751,0.0001101593,0.0001107596,0.00015371336],"domain_scores_gemma":[0.9997307,0.00002186774,0.000033831406,0.00014251203,0.000028275686,0.000042800802],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010870739,0.0001092858,0.00012393556,0.000054951845,0.000031859756,0.000022163227,0.00006917552,0.000058072135,0.00017475676],"category_scores_gemma":[0.000007481477,0.00011068951,0.00003586281,0.000063226194,0.000013358401,0.0001398487,0.000002941129,0.000042547617,0.000046689067],"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":[0.000009866454,0.000025942507,0.0012492758,0.000006511937,0.000018280429,5.326782e-7,0.00017605777,0.0010065514,0.9964272,0.00010251583,0.00065247365,0.0003248247],"study_design_scores_gemma":[0.0010451765,0.000022631504,0.00026119823,0.00001168778,0.000010850422,0.0000012010762,0.00006251763,0.8603221,0.13770227,0.000007835793,0.0004126906,0.00013982313],"about_ca_topic_score_codex":0.00018907478,"about_ca_topic_score_gemma":0.000006707434,"teacher_disagreement_score":0.8593156,"about_ca_system_score_codex":0.000096878095,"about_ca_system_score_gemma":0.000007837822,"threshold_uncertainty_score":0.45137873},"labels":[],"label_agreement":null},{"id":"W2610458755","doi":"10.2514/1.g002635","title":"Kalman-Filter-Based Unconstrained and Constrained Extremum-Seeking Guidance on SO(3)","year":2017,"lang":"en","type":"article","venue":"Journal of Guidance Control and Dynamics","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"Armstrong Flight Research Center","keywords":"Control theory (sociology); Kalman filter; Invariant extended Kalman filter; Extended Kalman filter; Fast Kalman filter; Alpha beta filter; Ensemble Kalman filter; Mathematics; Computer science; Moving horizon estimation; Artificial intelligence; Statistics","score_opus":0.009701010769495089,"score_gpt":0.22643971766353588,"score_spread":0.2167387068940408,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2610458755","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23573281,0.010468586,0.73666114,0.0031541132,0.0028528806,0.00064818736,0.00015731693,0.00022805123,0.010096908],"genre_scores_gemma":[0.9968902,0.000076081684,0.0022113177,0.00024488388,0.0004463244,0.000006567629,0.0000014693417,0.000049867802,0.00007332373],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980311,0.00007238153,0.00088560086,0.00024102144,0.00034887064,0.00042104334],"domain_scores_gemma":[0.9979236,0.00036453907,0.00076560146,0.00048265015,0.00022874319,0.00023483949],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009304162,0.00036716193,0.0007678864,0.0001858951,0.00040120815,0.00047668582,0.00041620864,0.00017042161,0.0000053941117],"category_scores_gemma":[0.00046065368,0.00032476793,0.00015944305,0.000049532562,0.0003884804,0.00038799553,0.000027709008,0.00042335133,0.0000022137835],"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":[0.0023755538,0.00031138293,0.18174706,0.0013528191,0.0016702934,0.0016171517,0.00073356763,0.034939684,0.52081186,0.01779077,0.0014452757,0.2352046],"study_design_scores_gemma":[0.0066286395,0.00029355814,0.016463013,0.00079326733,0.00008727065,0.0002460439,0.00005553364,0.9735809,0.000036234735,0.00055446813,0.0008932103,0.0003678347],"about_ca_topic_score_codex":0.00001798693,"about_ca_topic_score_gemma":0.000112145135,"teacher_disagreement_score":0.93864125,"about_ca_system_score_codex":0.00014829866,"about_ca_system_score_gemma":0.00009901303,"threshold_uncertainty_score":0.9999204},"labels":[],"label_agreement":null},{"id":"W2612477711","doi":"10.1016/s1474-6670(17)31300-9","title":"Extremum-seeking control of state-constrained nonlinear systems","year":2004,"lang":"en","type":"article","venue":"IFAC Proceedings Volumes","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":136,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Control theory (sociology); Nonlinear system; Controller (irrigation); State (computer science); Class (philosophy); Mathematical optimization; Set (abstract data type); Mathematics; Point (geometry); Control (management); Computer science; Algorithm; Artificial intelligence","score_opus":0.006270188960820175,"score_gpt":0.19027762839018358,"score_spread":0.1840074394293634,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2612477711","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6659447,0.005414166,0.3021625,0.00017232959,0.0025437272,0.0019758202,0.00018634935,0.0029442024,0.018656181],"genre_scores_gemma":[0.9977622,0.000028595912,0.0014596321,0.000020409234,0.00035403168,0.00006784388,0.000004866721,0.00011407631,0.00018832278],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976377,0.000010295462,0.0008648144,0.00036490397,0.00048087194,0.00064142025],"domain_scores_gemma":[0.9989901,0.00006750453,0.00024140842,0.00020848119,0.0003245964,0.00016787894],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004357518,0.00039808603,0.0007350335,0.00026662878,0.000085682,0.00015857078,0.0003826266,0.00018180422,0.000012375141],"category_scores_gemma":[0.00013371234,0.0004093152,0.00016301995,0.00036318123,0.00012469033,0.00042810664,0.000030054905,0.00028640896,0.00005622695],"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":[0.00004940807,0.000069882815,0.010400061,0.0011422632,0.00034821822,0.000017395465,0.0017485246,0.015802335,0.9663652,0.001617991,0.00024308795,0.0021955909],"study_design_scores_gemma":[0.0042547183,0.0001630974,0.0006592457,0.0008808828,0.000094727184,0.000107780994,0.00086843275,0.98521954,0.002927424,0.0004702074,0.0035910362,0.0007629296],"about_ca_topic_score_codex":0.00021885797,"about_ca_topic_score_gemma":0.000014416887,"teacher_disagreement_score":0.96941715,"about_ca_system_score_codex":0.00022677428,"about_ca_system_score_gemma":0.00006553032,"threshold_uncertainty_score":0.99983585},"labels":[],"label_agreement":null},{"id":"W2612642094","doi":"10.1016/s1474-6670(17)38842-0","title":"Adaptive Extremum Seeking Control of Nonisothermal Continuous Stirred Tank Reactors 1","year":2004,"lang":"en","type":"article","venue":"IFAC Proceedings Volumes","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal; Queen's University","funders":"","keywords":"Control theory (sociology); Continuous stirred-tank reactor; Controller (irrigation); Adaptive control; Lyapunov function; Isothermal process; Stability (learning theory); Lyapunov stability; Engineering; Control (management); Control engineering; Computer science; Nonlinear system; Physics; Thermodynamics; Chemical engineering","score_opus":0.006853160638049531,"score_gpt":0.18511584083226856,"score_spread":0.17826268019421904,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2612642094","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7859716,0.003074837,0.17927535,0.0003257711,0.0016188183,0.0017088923,0.000105334264,0.002532566,0.025386838],"genre_scores_gemma":[0.99801105,0.000016055481,0.0011132563,0.00003384712,0.00034688372,0.00006300653,0.0000030731064,0.00014051166,0.00027232862],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977523,0.000011550029,0.00069691637,0.00040383002,0.0004624345,0.00067298074],"domain_scores_gemma":[0.99899757,0.000076304925,0.00027581915,0.00020300983,0.0002875899,0.00015969078],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00030957474,0.00043860154,0.0007814956,0.00022580917,0.00009097496,0.00010169126,0.00038963775,0.00023623012,0.000028198225],"category_scores_gemma":[0.00012699763,0.00045555984,0.00019714885,0.0003283834,0.00012761875,0.00049477455,0.000037909398,0.00031861686,0.00004600351],"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":[0.00012180137,0.00008194359,0.016208975,0.00024561217,0.00039404613,0.000018726667,0.003092235,0.0014164336,0.9728517,0.0016012728,0.00047596826,0.0034912936],"study_design_scores_gemma":[0.02145479,0.0012950778,0.018449701,0.0028732375,0.0006744949,0.00029498964,0.007280012,0.8973227,0.026790237,0.0034404302,0.016283806,0.0038405263],"about_ca_topic_score_codex":0.0001665165,"about_ca_topic_score_gemma":0.00003096842,"teacher_disagreement_score":0.94606143,"about_ca_system_score_codex":0.00028367023,"about_ca_system_score_gemma":0.000054416218,"threshold_uncertainty_score":0.9997896},"labels":[],"label_agreement":null},{"id":"W2735599454","doi":"10.23919/acc.2017.7963082","title":"Formation control of high-altitude balloons experiencing real wind currents by discrete-time distributed extremum seeking control","year":2017,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking 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":"Queen's University","funders":"","keywords":"Delaunay triangulation; Voronoi diagram; Controller (irrigation); Computation; Computer science; Control theory (sociology); Float (project management); Wind speed; Simulation; Aerospace engineering; Control (management); Meteorology; Engineering; Marine engineering; Algorithm; Mathematics; Geography; Artificial intelligence","score_opus":0.0065798224488086724,"score_gpt":0.21960388769544367,"score_spread":0.213024065246635,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2735599454","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11208004,0.0002816252,0.8806217,0.00018924437,0.0008484988,0.0008268599,0.0006345974,0.00055200263,0.0039654826],"genre_scores_gemma":[0.99926406,0.000019645307,0.00010848437,0.000022504868,0.0001940868,0.00005085214,0.00015275177,0.00006596668,0.000121633995],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9975912,0.00009064212,0.0008594253,0.0003313059,0.00049241737,0.0006350023],"domain_scores_gemma":[0.9981579,0.00016828711,0.00043351608,0.0009182707,0.00012955315,0.00019247578],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00040232542,0.00039852574,0.0007774832,0.00010290317,0.000372709,0.00026730247,0.0006711471,0.00018948498,0.00009428943],"category_scores_gemma":[0.00017465088,0.00037724484,0.00017137756,0.00007516849,0.00009913508,0.0011446294,0.0000617093,0.00022425468,0.0000505108],"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":[0.000084313295,0.00006485401,0.0073807677,0.00015491241,0.00030214648,0.000008401345,0.000660957,0.005114333,0.98056525,0.00037053725,0.0037270756,0.0015664393],"study_design_scores_gemma":[0.0058155246,0.00005728789,0.0043296693,0.00021206138,0.00010478189,0.000007722639,0.00014176707,0.9857077,0.002099257,0.000043041087,0.001000668,0.00048051775],"about_ca_topic_score_codex":0.00067774806,"about_ca_topic_score_gemma":0.000095845186,"teacher_disagreement_score":0.9805934,"about_ca_system_score_codex":0.00023493306,"about_ca_system_score_gemma":0.000023332896,"threshold_uncertainty_score":0.999868},"labels":[],"label_agreement":null},{"id":"W2748447908","doi":"10.1109/cdc.2006.377640","title":"On Limitations to the Achievable Path Tracking Performance for Linear Multivariable Plants","year":2006,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Traverse; Trajectory; Path (computing); Multivariable calculus; Computer science; Tracking (education); Track (disk drive); Class (philosophy); Algorithm; Artificial intelligence; Control engineering; Computer network; Engineering","score_opus":0.023598602702453723,"score_gpt":0.21598897212789867,"score_spread":0.19239036942544493,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2748447908","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28481114,0.00013508755,0.62835586,0.0004982299,0.0012172665,0.0016659783,0.00006138763,0.0009570497,0.08229801],"genre_scores_gemma":[0.99299806,0.0000032555283,0.0042499886,0.00010633914,0.00032350916,0.0001356624,0.000014361144,0.0000355772,0.0021332188],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99929935,0.000011350128,0.00018475813,0.00012644242,0.000113838876,0.00026428196],"domain_scores_gemma":[0.9993085,0.00039944352,0.00001880096,0.00021077521,0.00003112827,0.00003133174],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020472876,0.00011458845,0.00011382532,0.00005136419,0.00015358673,0.000049062415,0.00014209811,0.000044877146,0.000007790945],"category_scores_gemma":[0.000055973465,0.00008173608,0.00003726762,0.00009504246,0.000004398961,0.0000924578,0.000008007387,0.00008551353,0.00013215824],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002134962,0.000028102311,0.00030584974,0.00004202175,0.000019843072,4.7546214e-7,0.0002188613,0.9575466,0.02187386,0.0024476333,0.014344327,0.0031510806],"study_design_scores_gemma":[0.0003674824,0.000053427215,0.0014255759,0.00005442617,0.0000060965954,0.0000015774503,0.000038591126,0.95452464,0.0012203896,0.00006780354,0.042111553,0.00012842208],"about_ca_topic_score_codex":0.000081941784,"about_ca_topic_score_gemma":0.00013911401,"teacher_disagreement_score":0.708187,"about_ca_system_score_codex":0.00004809347,"about_ca_system_score_gemma":0.000007477148,"threshold_uncertainty_score":0.33331007},"labels":[],"label_agreement":null},{"id":"W2752339956","doi":"10.1109/aim.2017.8014247","title":"Cavity resonator tuning using perturbation-based extremum seeking control","year":2017,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking 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":"TRIUMF; Simon Fraser University; University of British Columbia","funders":"","keywords":"Tuner; Resonator; Control theory (sociology); Perturbation (astronomy); Reflection (computer programming); Physics; Computer science; Optics; Radio frequency; Control (management)","score_opus":0.022790112620599455,"score_gpt":0.24160237059004414,"score_spread":0.21881225796944467,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2752339956","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.061848205,0.0004160273,0.91314375,0.00022306293,0.0013708019,0.0003892708,0.000013580893,0.00097535696,0.021619912],"genre_scores_gemma":[0.99704164,0.0000012391945,0.0018834729,0.000112617665,0.00040536045,0.00001639708,0.0000030737272,0.000079514866,0.00045667743],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99852765,0.00010364213,0.00034199245,0.00028169435,0.00029925662,0.00044578052],"domain_scores_gemma":[0.9984109,0.0003258847,0.00014027217,0.0008947664,0.000094729825,0.00013343967],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006788497,0.00026272296,0.00034978654,0.0001174905,0.00093347894,0.0004211345,0.00044096346,0.0001451495,0.00007678971],"category_scores_gemma":[0.00043147733,0.0002619174,0.0001207888,0.000053924367,0.000054410986,0.0003885651,0.00002996913,0.00033995666,0.000035442084],"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":[0.00002285449,0.000022230006,0.034549892,0.00012331067,0.00011592336,0.000041130355,0.00025110177,0.030709587,0.9302982,0.00060507027,0.0003596756,0.0029010235],"study_design_scores_gemma":[0.0012820349,0.00000895775,0.0028610316,0.00011402078,0.00003363461,0.0000061151354,0.00003740552,0.99283904,0.00031011473,0.0000723946,0.0021161055,0.00031916375],"about_ca_topic_score_codex":0.00044919783,"about_ca_topic_score_gemma":0.00015184678,"teacher_disagreement_score":0.9621294,"about_ca_system_score_codex":0.00024794496,"about_ca_system_score_gemma":0.00005028079,"threshold_uncertainty_score":0.9999833},"labels":[],"label_agreement":null},{"id":"W2755016120","doi":"10.23919/chicc.2017.8027518","title":"Control of Electronic Throttle Body through extremum seeking approach","year":2017,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Windsor","funders":"Natural Sciences and Engineering Research Council of Canada; University of Windsor; Ford Motor Company","keywords":"Throttle; Control theory (sociology); Control (management); Nonlinear system; Position (finance); Computer science; Work (physics); Relation (database); Control engineering; Engineering; Automotive engineering; Physics; Artificial intelligence","score_opus":0.01133157236289856,"score_gpt":0.22287600580756414,"score_spread":0.21154443344466559,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2755016120","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0047495356,0.00078041945,0.72500604,0.000049702227,0.00033554737,0.00035033165,0.000005066846,0.00028643923,0.2684369],"genre_scores_gemma":[0.9979491,0.000021416832,0.00079808605,0.000024837103,0.00024334264,0.000040461404,0.0000031660993,0.000067204455,0.0008523656],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99853253,0.000034619112,0.0003737386,0.0002492904,0.00024369394,0.0005661345],"domain_scores_gemma":[0.998633,0.00006455501,0.00015209301,0.0010476405,0.000052884756,0.00004980873],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002917703,0.0002356934,0.0004690008,0.000046847505,0.00017883783,0.00011052863,0.0006065684,0.00013077419,0.000105167106],"category_scores_gemma":[0.00005163859,0.00021558265,0.0001412534,0.00004952152,0.00007749356,0.0003904268,0.000043513886,0.00022565301,0.00007107586],"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":[0.000038025115,0.000107344546,0.009090243,0.000371777,0.0006313637,0.000005662911,0.0005205503,0.0036401243,0.93528104,0.04718069,0.0017916637,0.0013414965],"study_design_scores_gemma":[0.0017643948,0.000047355552,0.0013285186,0.00004937133,0.000055653916,0.00001625111,0.000060386967,0.98455435,0.0012386132,0.00075857126,0.009789062,0.0003374462],"about_ca_topic_score_codex":0.00029200542,"about_ca_topic_score_gemma":0.00003952385,"teacher_disagreement_score":0.9931996,"about_ca_system_score_codex":0.0000969145,"about_ca_system_score_gemma":0.000029349216,"threshold_uncertainty_score":0.8791205},"labels":[],"label_agreement":null},{"id":"W2763690839","doi":"10.1016/j.jprocont.2017.09.002","title":"Distributed control of multi-agent systems over unknown communication networks using extremum seeking","year":2017,"lang":"en","type":"article","venue":"Journal of Process Control","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Control (management); Control theory (sociology); Computer science; Multi-agent system; Control engineering; Distributed computing; Engineering; Artificial intelligence","score_opus":0.021961461098415316,"score_gpt":0.2710989258368733,"score_spread":0.24913746473845796,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2763690839","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.037055705,0.013055569,0.9477544,0.0000627394,0.0013390895,0.0005208497,0.000042161795,0.00006654618,0.00010296837],"genre_scores_gemma":[0.9990535,0.000097039454,0.00020916725,0.000016975104,0.00052105146,0.000014512947,0.0000034982354,0.000069538924,0.000014711536],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9971704,0.00021730358,0.0014913388,0.00016524176,0.0005217847,0.00043393232],"domain_scores_gemma":[0.99551946,0.00028405592,0.0023718814,0.0008140448,0.00083466666,0.00017588888],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0013105217,0.0003254207,0.001094941,0.00017653342,0.0003141549,0.0003261766,0.0010735402,0.00022350761,0.000006820963],"category_scores_gemma":[0.00041067327,0.00029129506,0.00026933406,0.00010651668,0.00010389129,0.0007565386,0.000037602684,0.0005528171,0.0000013530195],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019760076,0.00010746851,0.024580985,0.00044088525,0.00085096323,0.00003352835,0.00023566326,0.89884955,0.07351031,0.000098754346,0.00009431764,0.0009999442],"study_design_scores_gemma":[0.0077956426,0.000052242605,0.003950348,0.0011348728,0.0003248784,0.00008604452,0.00009720712,0.98570496,0.000044874418,0.000019007097,0.00053187367,0.00025805776],"about_ca_topic_score_codex":0.000084428655,"about_ca_topic_score_gemma":0.000029665991,"teacher_disagreement_score":0.9619978,"about_ca_system_score_codex":0.0002642183,"about_ca_system_score_gemma":0.00008483341,"threshold_uncertainty_score":0.9999539},"labels":[],"label_agreement":null},{"id":"W2774472116","doi":"10.1109/iecon.2017.8216492","title":"Torque control of a brushless DC motor using multivariable sliding mode extremum seeking PI tuning","year":2017,"lang":"en","type":"article","venue":"IECON 2017 - 43rd Annual Conference of the IEEE Industrial Electronics Society","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Control theory (sociology); Stator; Controller (irrigation); Multivariable calculus; Rotor (electric); Torque; PID controller; Electronic speed control; Computer science; Engineering; Control engineering; Physics; Control (management)","score_opus":0.06281430611086174,"score_gpt":0.2721496824360898,"score_spread":0.20933537632522803,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2774472116","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8009466,0.0009320816,0.18753457,0.00025373924,0.005406606,0.0017751345,0.0005468967,0.00028556507,0.002318801],"genre_scores_gemma":[0.9983028,0.00006501659,0.0003433759,0.000020657037,0.0008334545,0.000024818615,0.0000036503136,0.000097474374,0.00030874484],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9965818,0.00021885702,0.0010598261,0.0004917282,0.00059730635,0.0010505125],"domain_scores_gemma":[0.99617004,0.00033084114,0.001344434,0.0014302764,0.0005699541,0.00015444559],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001346824,0.00054094475,0.0011466525,0.000074892065,0.0007512837,0.00029916674,0.0019884768,0.000766078,0.00001856384],"category_scores_gemma":[0.0005388532,0.000497355,0.0006268533,0.00014042728,0.00027863507,0.0009038897,0.000186259,0.0013275507,0.0000025133534],"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":[0.00009204077,0.00004280235,0.0011792183,0.00010990682,0.0005287545,0.0000018998106,0.0018683774,0.020473937,0.9737518,0.00070726743,0.00041564394,0.0008283966],"study_design_scores_gemma":[0.0034194402,0.000097914366,0.000062132574,0.0007871411,0.00019827517,0.000016006275,0.00064046227,0.9700483,0.02323221,0.00024688215,0.000750162,0.00050105446],"about_ca_topic_score_codex":0.0017436019,"about_ca_topic_score_gemma":0.00014586769,"teacher_disagreement_score":0.95051956,"about_ca_system_score_codex":0.0006140769,"about_ca_system_score_gemma":0.0008762152,"threshold_uncertainty_score":0.9997478},"labels":[],"label_agreement":null},{"id":"W2782874355","doi":"10.1109/cdc.2017.8264560","title":"Distributed extremum seeking control over unknown network","year":2017,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking 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":"Queen's University","funders":"","keywords":"Computer science; Task (project management); Measure (data warehouse); Control (management); Mathematical optimization; Scale (ratio); Optimization problem; Telecommunications network; Distributed computing; Artificial intelligence; Mathematics; Engineering; Algorithm; Computer network; Data mining","score_opus":0.008742696761169491,"score_gpt":0.21354335715855982,"score_spread":0.20480066039739034,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2782874355","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006276796,0.0007218735,0.8966934,0.00024357073,0.0029708357,0.00041021823,0.000033782515,0.0014796499,0.09116985],"genre_scores_gemma":[0.99739015,0.000010132938,0.00020965938,0.000076525925,0.0012251023,0.000026474505,0.000012574072,0.000066317225,0.0009830606],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985478,0.000034463552,0.00033258012,0.0002483455,0.00022225513,0.00061459176],"domain_scores_gemma":[0.998578,0.00011767159,0.00010582961,0.0010157585,0.000044689907,0.00013801432],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030565294,0.00026267613,0.00038217846,0.00003405501,0.00039762066,0.00040721148,0.000529785,0.00014444768,0.00016974394],"category_scores_gemma":[0.00009482882,0.00024440343,0.00012576305,0.000057133802,0.000048307847,0.00031031476,0.000058948463,0.00020957537,0.00014333717],"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":[0.00013996355,0.00010994167,0.3231768,0.00035867412,0.0017674187,0.00031734444,0.00026133508,0.15241818,0.24161041,0.027771534,0.22848783,0.023580555],"study_design_scores_gemma":[0.0014085223,0.000010839151,0.027002733,0.00007214451,0.000034964436,0.000007635725,0.000004447677,0.88735175,0.000015027718,0.0003043335,0.08346041,0.00032720287],"about_ca_topic_score_codex":0.00012319017,"about_ca_topic_score_gemma":0.00028155802,"teacher_disagreement_score":0.99111336,"about_ca_system_score_codex":0.000103903294,"about_ca_system_score_gemma":0.000011931815,"threshold_uncertainty_score":0.9966483},"labels":[],"label_agreement":null},{"id":"W2785983933","doi":"10.1115/1.4039152","title":"Switching Gain-Scheduled Proportional–Integral–Derivative Electronic Throttle Control for Automotive Engines","year":2018,"lang":"en","type":"article","venue":"Journal of Dynamic Systems Measurement and Control","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia; SNC-Lavalin (Canada)","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"PID controller; Throttle; Control theory (sociology); Automotive industry; Controller (irrigation); Computer science; Automotive engineering; Control engineering; Engineering; Control (management); Temperature control","score_opus":0.009285156689047737,"score_gpt":0.21500739430147986,"score_spread":0.20572223761243214,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2785983933","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0456462,0.008256939,0.941426,0.00034941966,0.002153532,0.0017864606,0.000019886074,0.0001455369,0.0002160631],"genre_scores_gemma":[0.9982772,0.000031715586,0.0001925102,0.00005473034,0.0011860006,0.00013345928,0.0000016967534,0.00007245898,0.00005024061],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99695456,0.00018540112,0.0011967613,0.00024486988,0.00080969534,0.00060868525],"domain_scores_gemma":[0.9967065,0.00022600338,0.0006923354,0.00020352016,0.0020146663,0.0001569779],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0029871152,0.00039245718,0.0009663137,0.00026855792,0.00017031237,0.00014326988,0.00024882957,0.00014711382,0.0000063900256],"category_scores_gemma":[0.00040798553,0.00031008967,0.00026464398,0.00014181504,0.00005827473,0.00031005795,0.000007991501,0.00034480655,0.0000050365384],"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":[0.0012127975,0.00019587605,0.0027103818,0.0008720751,0.0068900245,0.000020512141,0.0021991946,0.009111924,0.96608627,0.0034953912,0.0009048217,0.006300723],"study_design_scores_gemma":[0.011471704,0.0010728424,0.0017657108,0.0009021784,0.00046703214,0.00017848649,0.0006345392,0.98057795,0.00035526577,0.00063623284,0.0014754212,0.00046264232],"about_ca_topic_score_codex":0.000022043729,"about_ca_topic_score_gemma":0.0000715876,"teacher_disagreement_score":0.971466,"about_ca_system_score_codex":0.0007359141,"about_ca_system_score_gemma":0.00020943461,"threshold_uncertainty_score":0.9999351},"labels":[],"label_agreement":null},{"id":"W2803255067","doi":"10.1002/oca.2439","title":"Model‐free online tuning of controller parameters using a globalized local search algorithm","year":2018,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba; Research Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; Government College University, Lahore; University of Manitoba","keywords":"Controller (irrigation); Computer science; Control theory (sociology); Position (finance); Online algorithm; Mode (computer interface); Algorithm; Control engineering; Control (management); Engineering; Artificial intelligence","score_opus":0.03565308789454076,"score_gpt":0.3446579200835681,"score_spread":0.30900483218902736,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2803255067","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0034698783,0.0012941768,0.99342495,0.000034289158,0.00007185353,0.00089032884,0.00015332049,0.00016197185,0.0004992167],"genre_scores_gemma":[0.41274503,0.000018392997,0.5869559,0.000035208257,0.000087830835,0.00010246829,0.0000054615316,0.00003140804,0.000018292127],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983596,0.0002065436,0.0005239487,0.00032499374,0.00019608991,0.0003887841],"domain_scores_gemma":[0.99869573,0.00034328765,0.00009443102,0.00048157966,0.0002222639,0.00016270175],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010602237,0.00024189484,0.000616429,0.00014347775,0.00013342673,0.000046647994,0.00028759654,0.00014696301,0.0000064686974],"category_scores_gemma":[0.00004602517,0.00023386232,0.00011563189,0.0002957942,0.00028310556,0.000105783976,0.00006460582,0.00018388494,0.00000193949],"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":[0.00013816782,0.00007269006,0.00003148284,0.00006326563,0.0003341593,7.6313506e-7,0.0001512945,0.2767473,0.30285662,0.0021608484,0.00003314377,0.41741025],"study_design_scores_gemma":[0.0031738163,0.00007107266,0.000030425785,0.000030216648,0.00013803334,0.000013362942,0.000103364524,0.9939782,0.00025784172,0.0004721766,0.0015163602,0.00021512527],"about_ca_topic_score_codex":0.00013401407,"about_ca_topic_score_gemma":0.000012772288,"teacher_disagreement_score":0.7172309,"about_ca_system_score_codex":0.000080282516,"about_ca_system_score_gemma":0.000035641977,"threshold_uncertainty_score":0.9536628},"labels":[],"label_agreement":null},{"id":"W2810229384","doi":"10.1016/j.ejcon.2018.06.003","title":"Target capture and station keeping of fixed speed vehicles without self-location information","year":2018,"lang":"en","type":"article","venue":"European Journal of Control","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; King Abdullah University of Science and Technology","keywords":"Beacon; Odometry; Unavailability; Computer science; Real-time computing; Global Positioning System; Range (aeronautics); Convergence (economics); Observability; Position (finance); Nonholonomic system; Set (abstract data type); Mobile robot; Robot; Artificial intelligence; Engineering; Telecommunications; Mathematics","score_opus":0.004388117667445699,"score_gpt":0.1822766911457907,"score_spread":0.177888573478345,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2810229384","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5508422,0.0009515351,0.44063714,0.00018780651,0.00074217323,0.00028495994,0.000010193454,0.00012003562,0.0062239077],"genre_scores_gemma":[0.9978907,0.000012126979,0.0016377713,0.00006562853,0.0003636307,2.6519683e-7,0.0000021582318,0.000020364934,0.0000073355645],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99884355,0.0001916031,0.0006072797,0.000044038676,0.00019963653,0.00011387954],"domain_scores_gemma":[0.99891675,0.000053743828,0.00042284981,0.0000937204,0.00045248642,0.00006047521],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009248837,0.00010112668,0.00022625807,0.00015493008,0.000036194546,0.000051724222,0.00010045297,0.00002374335,0.0000046556665],"category_scores_gemma":[0.00012904759,0.000091649985,0.000036738198,0.00009313481,0.000027019702,0.00059030636,0.0000063390557,0.00012764121,0.000014699847],"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":[0.0011664303,0.00010605686,0.05367564,0.0012924005,0.0016809854,0.000050390416,0.044289093,0.07817685,0.75640315,0.00076370937,0.00547481,0.05692048],"study_design_scores_gemma":[0.0105172815,0.00081896037,0.121702515,0.00068634405,0.00021267164,0.00016063976,0.00065893034,0.8461569,0.0017862004,0.00008888381,0.016805684,0.00040499377],"about_ca_topic_score_codex":0.0000044738267,"about_ca_topic_score_gemma":0.0000015105578,"teacher_disagreement_score":0.76798004,"about_ca_system_score_codex":0.000035497218,"about_ca_system_score_gemma":0.000020870422,"threshold_uncertainty_score":0.37373778},"labels":[],"label_agreement":null},{"id":"W2885816868","doi":"10.23919/acc.2018.8430884","title":"Dual mode extremum-seeking control via Lie-bracket averaging approximations","year":2018,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Control theory (sociology); Bracket; Dual (grammatical number); Stability (learning theory); Controller (irrigation); Dual mode; Mathematics; Lie group; Lie algebra; Computer science; State (computer science); Control (management); Engineering; Algorithm; Artificial intelligence; Electronic engineering; Machine learning","score_opus":0.007873394298447764,"score_gpt":0.21284875511932522,"score_spread":0.20497536082087744,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2885816868","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0076958262,0.0001429463,0.9203367,0.00015064726,0.0010710693,0.00036695666,0.000015327209,0.0016264318,0.06859404],"genre_scores_gemma":[0.99469674,0.0000028773673,0.002927795,0.00016613059,0.0013108719,0.000058748752,0.000009053794,0.00009750735,0.0007303006],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99821794,0.0000640347,0.000499879,0.0003231714,0.00031376068,0.00058122026],"domain_scores_gemma":[0.9989781,0.00016779044,0.00006720579,0.00052188744,0.00012200529,0.00014303064],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00031068665,0.00030438925,0.00035821972,0.00020407577,0.00021174033,0.00016029706,0.00023615253,0.00013743289,0.00036670727],"category_scores_gemma":[0.00005259141,0.00030355464,0.00011134678,0.00025528006,0.00006926024,0.00039653826,0.00003548726,0.00022950159,0.0007069046],"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":[0.000032504187,0.000066248904,0.0019911833,0.00013701271,0.00037723128,0.000025499614,0.0024092244,0.013397365,0.9511587,0.00579045,0.006112498,0.0185021],"study_design_scores_gemma":[0.00096388225,0.00002690736,0.00022471738,0.00005121279,0.000032647233,0.00004052473,0.000068783556,0.99309784,0.00051612855,0.00084819115,0.0037643595,0.00036480423],"about_ca_topic_score_codex":0.00009581112,"about_ca_topic_score_gemma":0.00016014573,"teacher_disagreement_score":0.9870009,"about_ca_system_score_codex":0.00014653616,"about_ca_system_score_gemma":0.000020076215,"threshold_uncertainty_score":0.99994165},"labels":[],"label_agreement":null},{"id":"W2889884201","doi":"10.1109/cdc.2018.8619784","title":"Planar Cooperative Extremum Seeking with Guaranteed Convergence Using A Three-Robot Formation","year":2018,"lang":"en","type":"preprint","venue":"","topic":"Extremum Seeking 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":"University of Waterloo","funders":"","keywords":"Hessian matrix; Control theory (sociology); Uniform norm; Robot; Piecewise; Norm (philosophy); Estimator; Mathematics; Gradient descent; Function (biology); Mathematical optimization; Computer science; Mathematical analysis; Applied mathematics; Artificial neural network; Control (management); Artificial intelligence","score_opus":0.029677861579286206,"score_gpt":0.23298476944641885,"score_spread":0.20330690786713265,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2889884201","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.025391085,0.0004554393,0.9617059,0.000022912674,0.0015336929,0.0010868849,0.000040161383,0.0010856544,0.008678218],"genre_scores_gemma":[0.9893837,0.000014267675,0.0096373595,0.00005353053,0.00053820753,0.000075049786,0.00005979993,0.00014163363,0.000096433934],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976518,0.0000780888,0.0007023675,0.0005417337,0.00046311642,0.0005628997],"domain_scores_gemma":[0.99856144,0.00007705938,0.00024087526,0.0007342576,0.00027699582,0.00010935224],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003346133,0.0006626509,0.00074717373,0.00025224424,0.00016508797,0.00025771934,0.0004617983,0.00041326613,0.00012655494],"category_scores_gemma":[0.000024611722,0.00057112955,0.00011484636,0.0002320918,0.00009455368,0.00035949863,0.00014007543,0.00063236494,0.00010535635],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026330343,0.000066322624,0.00613671,0.0030707368,0.0015828953,0.00014195307,0.006302928,0.5811471,0.39705545,0.00085992884,0.0023555392,0.0010171251],"study_design_scores_gemma":[0.00059290975,0.000054815544,0.000118209435,0.0013447407,0.00010097658,0.00007808142,0.00016528505,0.99580777,0.00045538653,0.00019456459,0.00032764632,0.0007596085],"about_ca_topic_score_codex":0.0005685764,"about_ca_topic_score_gemma":0.0017914996,"teacher_disagreement_score":0.96399266,"about_ca_system_score_codex":0.00043195975,"about_ca_system_score_gemma":0.000108191714,"threshold_uncertainty_score":0.999674},"labels":[],"label_agreement":null},{"id":"W2899905351","doi":"10.23919/ecc.2019.8796305","title":"Adaptive Hessian Estimation Based Extremum Localization","year":2019,"lang":"en","type":"preprint","venue":"","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Hessian matrix; Robustness (evolution); Quadratic equation; Convergence (economics); Mathematics; Stability (learning theory); SIGNAL (programming language); Function (biology); Control theory (sociology); Rate of convergence; Noise (video); Applied mathematics; Computer science; Geometry; Artificial intelligence","score_opus":0.014501501617595629,"score_gpt":0.21431288337769644,"score_spread":0.1998113817601008,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2899905351","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0001499131,0.0002556245,0.95397747,0.000049065253,0.0020978393,0.0007499816,0.000019415022,0.0013879266,0.041312773],"genre_scores_gemma":[0.9912785,0.0000038783005,0.007523719,0.00006057355,0.000193079,0.00008679339,0.00019234982,0.000115575305,0.0005454928],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998463,0.0001307582,0.0004309199,0.00039452958,0.00031172275,0.00026912405],"domain_scores_gemma":[0.99891835,0.00011600568,0.00011690284,0.0006918227,0.00008419515,0.000072708004],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00031367372,0.00037762735,0.0004298822,0.00022567848,0.000052990064,0.0001255493,0.00025596705,0.00046480974,0.00013547452],"category_scores_gemma":[0.00004943624,0.0003881041,0.00012735988,0.000121642726,0.000016602016,0.00010661973,0.00007505704,0.0006340075,0.0003718172],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000059886033,0.0000084518015,0.00027856402,0.00039617074,0.00005100006,0.0000022827253,0.00011373676,0.99447405,0.00034819305,0.00020039533,0.0016927168,0.002428435],"study_design_scores_gemma":[0.00032570574,0.000013242508,0.00020507575,0.0004644019,0.00003957017,0.0000010206253,0.00003017204,0.9973956,0.0000897883,0.00037218895,0.0006492776,0.00041395272],"about_ca_topic_score_codex":0.00010505844,"about_ca_topic_score_gemma":0.0000460751,"teacher_disagreement_score":0.9911286,"about_ca_system_score_codex":0.00035545998,"about_ca_system_score_gemma":0.00007966687,"threshold_uncertainty_score":0.99985707},"labels":[],"label_agreement":null},{"id":"W2903618924","doi":"10.1002/acs.2949","title":"A set‐based model‐free reinforcement learning design technique for nonlinear systems","year":2018,"lang":"en","type":"article","venue":"International Journal of Adaptive Control and Signal Processing","topic":"Extremum Seeking 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":"Queen's University","funders":"","keywords":"Phasor; Reinforcement learning; Control theory (sociology); Nonlinear system; Controller (irrigation); Optimal control; Set (abstract data type); Computer science; Mathematical optimization; Bellman equation; Class (philosophy); Mathematics; Control (management); Artificial intelligence; Electric power system; Power (physics)","score_opus":0.025938684018022927,"score_gpt":0.25564964665871315,"score_spread":0.2297109626406902,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2903618924","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":[0.00037793105,0.0010768194,0.99741757,0.00010299539,0.00026673282,0.00041518154,0.000012085756,0.00005569267,0.00027498265],"genre_scores_gemma":[0.9820196,0.000008016062,0.016732477,0.000068618836,0.0010326172,0.000049915496,0.0000021517199,0.00003776723,0.0000488313],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984866,0.00006373837,0.00063206034,0.00013866887,0.00045827695,0.00022068455],"domain_scores_gemma":[0.9977807,0.00020377031,0.00038669715,0.00006508154,0.0014685239,0.00009521718],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009660266,0.00019627863,0.00034013623,0.00025470712,0.00011394367,0.00018833658,0.00033821203,0.00009157909,0.000003541544],"category_scores_gemma":[0.00011856917,0.00017038618,0.00010094839,0.00006363839,0.00006616399,0.0003617629,0.00001974608,0.00024669143,9.78505e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007203632,0.00001160832,0.000025351872,0.00005860323,0.00022888619,0.000014344877,0.00028260687,0.86249036,0.1331203,0.00012706326,0.00014987176,0.0027706423],"study_design_scores_gemma":[0.0029477768,0.0005384391,0.000004773128,0.00064192334,0.000058283553,0.00008245603,0.000106643245,0.9927988,0.0017214231,0.0003895061,0.00053366116,0.0001763134],"about_ca_topic_score_codex":0.0000055083024,"about_ca_topic_score_gemma":0.0000017084113,"teacher_disagreement_score":0.98164165,"about_ca_system_score_codex":0.00016287631,"about_ca_system_score_gemma":0.00014526141,"threshold_uncertainty_score":0.6948147},"labels":[],"label_agreement":null},{"id":"W2911439393","doi":"10.1109/cdc.2018.8619324","title":"Resource allocation for a class of multi-agent systems with unknown dynamics using extremum seeking control","year":2018,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Resource allocation; Computer science; Mathematical optimization; Function (biology); Resource management (computing); Resource (disambiguation); Dual (grammatical number); Multi-agent system; Control (management); Class (philosophy); Distributed computing; Control theory (sociology); Mathematics; Artificial intelligence","score_opus":0.01859171076889285,"score_gpt":0.23009066389845864,"score_spread":0.2114989531295658,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2911439393","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.016506996,0.00028434765,0.9793612,0.000030564795,0.00047617278,0.0011454409,0.000021906313,0.00035552075,0.0018178739],"genre_scores_gemma":[0.9935032,0.0000012664606,0.0055607525,0.000020605432,0.00032623805,0.00007024859,0.000013008345,0.0001014245,0.0004032358],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984868,0.000062787214,0.0005371027,0.0002718585,0.00024951992,0.000391885],"domain_scores_gemma":[0.99886334,0.00016821909,0.00017614437,0.0004166809,0.00029237545,0.000083214014],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004492084,0.00025230696,0.00043927765,0.00015494018,0.000095005016,0.00006525755,0.00019515492,0.0001380193,0.0000034397601],"category_scores_gemma":[0.000042712327,0.00021944716,0.00007759171,0.00020252439,0.000070239585,0.00012823885,0.000015929794,0.000092310846,0.0000048012994],"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":[0.00023813266,0.000101056874,0.0034394814,0.0012864681,0.0006984557,0.000004416875,0.00094392756,0.38595793,0.59964794,0.0053482456,0.00033488704,0.0019990718],"study_design_scores_gemma":[0.0022411612,0.00011870877,0.000070152906,0.0003155352,0.00009450619,0.000018876315,0.00035085724,0.9927545,0.00019534011,0.0000037826755,0.0035733506,0.00026323524],"about_ca_topic_score_codex":0.0002470631,"about_ca_topic_score_gemma":0.0007377855,"teacher_disagreement_score":0.97699624,"about_ca_system_score_codex":0.00038056172,"about_ca_system_score_gemma":0.00003507482,"threshold_uncertainty_score":0.8948796},"labels":[],"label_agreement":null},{"id":"W2951435186","doi":"10.1021/acs.iecr.9b00667","title":"An Extremum Seeking Strategy Based on Block-Oriented Models: Application to Biomass Productivity Maximization in Microalgae Cultures","year":2019,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Control theory (sociology); Integrator; Controller (irrigation); Mathematical optimization; Computer science; Quadratic equation; Heuristic; Mathematics; Control (management)","score_opus":0.037544566823694975,"score_gpt":0.2901901531454566,"score_spread":0.2526455863217616,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2951435186","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97709495,0.000075451535,0.01827642,0.00011873743,0.0003671688,0.0017911105,0.000032521046,0.00070362806,0.0015400177],"genre_scores_gemma":[0.9986909,0.0000012509352,0.00008049141,0.0000029267078,0.0006797427,0.00025292512,0.00008856646,0.00010745371,0.00009574182],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9971808,0.00009550934,0.00044776648,0.00072952,0.00076286664,0.00078351476],"domain_scores_gemma":[0.998506,0.00014508859,0.000044228575,0.00087371684,0.00019005228,0.00024089028],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001237081,0.0003439729,0.00035142532,0.00038745368,0.00006281909,0.00015863951,0.00047494948,0.00045842226,0.000015734526],"category_scores_gemma":[0.00020532678,0.00038755414,0.000055669385,0.0014506486,0.000021893477,0.00026040545,0.0000466561,0.0010764276,0.000029419505],"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":[0.000042798394,0.000047536087,0.00061118096,0.00009519515,0.000009151857,0.0000032175355,0.000049660084,0.4854916,0.5131187,0.0000091942675,0.00004785124,0.00047394275],"study_design_scores_gemma":[0.0009122642,0.00005787391,0.00022663904,0.00019787818,0.0000036988927,0.0000030882168,0.00004621678,0.840103,0.1574854,0.000008474065,0.00063500693,0.0003205002],"about_ca_topic_score_codex":0.00019804706,"about_ca_topic_score_gemma":0.000017003757,"teacher_disagreement_score":0.3556333,"about_ca_system_score_codex":0.0007628007,"about_ca_system_score_gemma":0.00010720391,"threshold_uncertainty_score":0.99985766},"labels":[],"label_agreement":null},{"id":"W2952167317","doi":"10.1109/tcns.2019.2920590","title":"Dynamic NE Seeking for Multi-Integrator Networked Agents With Disturbance Rejection","year":2019,"lang":"en","type":"article","venue":"IEEE Transactions on Control of Network Systems","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":141,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Nash equilibrium; Leverage (statistics); Lipschitz continuity; Monotonic function; Convergence (economics); Control theory (sociology); Mathematical proof; Game theory; Multi-agent system; Equilibrium point","score_opus":0.010763100238191084,"score_gpt":0.21761728426831767,"score_spread":0.2068541840301266,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2952167317","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008073211,0.0011406438,0.9802803,0.000014277712,0.006769572,0.0027651633,0.000051616626,0.00055010366,0.00035511225],"genre_scores_gemma":[0.9970334,0.000028739774,0.0006418966,0.000021069081,0.00031402239,0.0005989463,0.000009121002,0.00015766622,0.0011951358],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99766934,0.00015359397,0.00077075243,0.00044084707,0.0003394002,0.0006260767],"domain_scores_gemma":[0.99853,0.00038248807,0.00027522244,0.00050851644,0.00018491049,0.00011889184],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00045421714,0.00044205546,0.00090036413,0.00014551978,0.00015637338,0.000074561445,0.00023894178,0.00022913434,0.000008934901],"category_scores_gemma":[0.000004233809,0.00039205697,0.00026481363,0.00040395287,0.000035713812,0.00019111116,6.217208e-7,0.00038413284,0.000023765004],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00043422214,0.00005943534,0.0004646964,0.00035011017,0.00056672096,0.0000022945726,0.00007760954,0.9904307,0.006165945,0.0000296185,0.00019286547,0.0012257396],"study_design_scores_gemma":[0.0050754705,0.00041304866,0.00022688492,0.00093125645,0.00017052902,0.000016829978,0.00007650083,0.99031276,0.00004560473,0.000003232453,0.002337987,0.00038990963],"about_ca_topic_score_codex":0.000072429924,"about_ca_topic_score_gemma":0.00030344518,"teacher_disagreement_score":0.9889602,"about_ca_system_score_codex":0.00031264356,"about_ca_system_score_gemma":0.000032255517,"threshold_uncertainty_score":0.99985313},"labels":[],"label_agreement":null},{"id":"W2955442094","doi":"10.1016/j.ifacol.2019.06.090","title":"A slope seeking-based approach for optimal and sub-optimal SISO process control: Application to microalgae culture","year":2019,"lang":"en","type":"article","venue":"IFAC-PapersOnLine","topic":"Extremum Seeking 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":"Université du Québec à Rimouski","funders":"","keywords":"Control theory (sociology); Integrator; Representation (politics); Controller (irrigation); Process (computing); Expression (computer science); Noise (video); Mathematical optimization; Computer science; Mathematics; Control (management)","score_opus":0.004039743488953037,"score_gpt":0.20972355702577103,"score_spread":0.205683813536818,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2955442094","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22017899,0.0010611971,0.7743342,0.00023150776,0.0001398094,0.0029536807,0.00016853082,0.00052131404,0.00041079964],"genre_scores_gemma":[0.8373285,0.000006380866,0.1610286,0.00028869873,0.00032881528,0.0005758851,0.00019216597,0.00010952711,0.00014146227],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99818635,0.000029686926,0.0003853503,0.0006096292,0.00024923412,0.0005397266],"domain_scores_gemma":[0.99908274,0.00009224565,0.000092852395,0.0003830573,0.00015456644,0.00019450617],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00028195162,0.00041097458,0.0005468205,0.00012489613,0.0000913042,0.000107505955,0.0002835097,0.00024737502,0.0000065527015],"category_scores_gemma":[0.00004271431,0.00038626947,0.0001234164,0.00025219243,0.000029599929,0.0001480178,0.000020982214,0.00022896644,0.000037523183],"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":[0.0003271052,0.00009372019,0.0015408577,0.00093231845,0.000127212,0.0000019981715,0.0009863008,0.37280285,0.61944544,0.00003724568,0.000038187227,0.0036667734],"study_design_scores_gemma":[0.0031202359,0.00018159307,0.0004785557,0.00006239807,0.00007421364,0.000015221396,0.0001731947,0.9911316,0.0017502286,0.0000019520007,0.0025171293,0.00049368915],"about_ca_topic_score_codex":0.000018802239,"about_ca_topic_score_gemma":0.000023688264,"teacher_disagreement_score":0.61832875,"about_ca_system_score_codex":0.00010352292,"about_ca_system_score_gemma":0.000037866386,"threshold_uncertainty_score":0.9998589},"labels":[],"label_agreement":null},{"id":"W2972351262","doi":"10.23919/acc.2019.8814390","title":"A backstepping controller design technique for a class of cascaded nonlinear systems with unknown dynamics","year":2019,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking 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":"Queen's University","funders":"","keywords":"Backstepping; Control theory (sociology); Nonlinear system; Phasor; Strict-feedback form; Computer science; Stability (learning theory); Convergence (economics); Perturbation (astronomy); Class (philosophy); Controller (irrigation); System dynamics; Mathematics; Control engineering; Adaptive control; Engineering; Control (management); Electric power system; Physics; Artificial intelligence","score_opus":0.008594613387045836,"score_gpt":0.19649187092340983,"score_spread":0.187897257536364,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2972351262","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":[0.0025293163,0.00027244363,0.9858276,0.000021958913,0.000284235,0.0044402718,0.000023539598,0.00038962736,0.0062109707],"genre_scores_gemma":[0.97685605,0.000003162919,0.021075653,0.000012651752,0.000084099105,0.00052190194,0.000008598243,0.00010729267,0.0013305647],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986163,0.00005837824,0.0005063453,0.00024466624,0.00020705028,0.0003673062],"domain_scores_gemma":[0.99887574,0.00039896095,0.00012192487,0.00035578283,0.00017988954,0.00006768383],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005151882,0.00026077783,0.00067230785,0.00015353765,0.00002535419,0.00004145967,0.00021054326,0.00020032983,0.0000065255695],"category_scores_gemma":[0.000021339141,0.00020571296,0.00009863943,0.00019732585,0.000022795524,0.00010969129,0.000014845376,0.00014495935,0.000016615588],"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":[0.00037395576,0.000051946303,0.0006761327,0.0020825637,0.0006444238,0.0000053472295,0.00015955773,0.3600782,0.6270383,0.008087549,0.00044757294,0.0003544348],"study_design_scores_gemma":[0.0024484058,0.00019605538,0.000008721652,0.0003824812,0.000043349333,0.00003294268,0.00012728397,0.9928246,0.0022408841,0.000014116469,0.001403019,0.00027812843],"about_ca_topic_score_codex":0.00009219231,"about_ca_topic_score_gemma":0.000062044026,"teacher_disagreement_score":0.9743267,"about_ca_system_score_codex":0.00020097499,"about_ca_system_score_gemma":0.000044141674,"threshold_uncertainty_score":0.8388731},"labels":[],"label_agreement":null},{"id":"W2979526210","doi":"10.1049/iet-epa.2019.0033","title":"Multivariable sliding‐mode extremum seeking PI tuning for current control of a PMSM","year":2019,"lang":"en","type":"article","venue":"IET Electric Power Applications","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Control theory (sociology); Multivariable calculus; Pi; PID controller; Mode (computer interface); Sliding mode control; Control engineering; Control (management); Computer science; Engineering; Physics; Mathematics; Nonlinear system; Temperature control; Artificial intelligence","score_opus":0.006968183697366639,"score_gpt":0.2363450142163647,"score_spread":0.22937683051899807,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2979526210","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0023364718,0.0025768962,0.9880144,0.00003248399,0.00034606957,0.0022736234,0.000054444437,0.00041153774,0.0039540553],"genre_scores_gemma":[0.9969057,0.000029929592,0.0012364262,0.00001972971,0.00014301096,0.001367419,0.000022548125,0.00008459564,0.0001906557],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99832356,0.00003194078,0.0005332561,0.00035522223,0.00022233094,0.00053366553],"domain_scores_gemma":[0.9985392,0.00045746073,0.00016582246,0.00058194477,0.00016112303,0.000094458774],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003239398,0.00024786728,0.00044073584,0.00024322979,0.0000921819,0.000036808517,0.00034969574,0.00011730714,0.00002446068],"category_scores_gemma":[0.000048656144,0.0002707369,0.00015657692,0.0005960222,0.00001045128,0.00013060367,0.000018871673,0.00024092793,0.00006577744],"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":[0.000015763118,0.00007051667,0.0008089727,0.00016503897,0.00010590111,1.2981747e-7,0.0001810498,0.003793618,0.98417455,0.0060694613,0.0005817143,0.004033269],"study_design_scores_gemma":[0.0013700232,0.000044086373,0.00011834733,0.00007046548,0.000060331357,0.0000050349213,0.0000193863,0.94138986,0.001122443,0.00054456113,0.05497031,0.00028517557],"about_ca_topic_score_codex":0.000024878098,"about_ca_topic_score_gemma":0.000003305802,"teacher_disagreement_score":0.99456924,"about_ca_system_score_codex":0.00018889965,"about_ca_system_score_gemma":0.0000636463,"threshold_uncertainty_score":0.9999745},"labels":[],"label_agreement":null},{"id":"W2981240290","doi":"10.23919/chicc.2019.8866360","title":"Extremum Seeking Control in the Presence of Actuator Hysteresis","year":2019,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking 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 Windsor","funders":"","keywords":"Dither; Control theory (sociology); Actuator; Hysteresis; Stability (learning theory); Exponential stability; Amplitude; Block (permutation group theory); Computer science; Automatic frequency control; Nonlinear system; Control (management); Mathematics; Physics; Telecommunications","score_opus":0.006468104824700699,"score_gpt":0.1907787530145041,"score_spread":0.1843106481898034,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2981240290","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8049094,0.00080185663,0.10276879,0.00027327903,0.00096391357,0.0015886043,0.000010773584,0.00034281652,0.088340566],"genre_scores_gemma":[0.9994413,0.0000032805383,0.00009067381,0.00007214395,0.00005246081,0.000023345307,5.5505376e-7,0.000021838392,0.00029438763],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99898505,0.00008968451,0.00031078132,0.0001354661,0.00023971613,0.00023927784],"domain_scores_gemma":[0.99891084,0.0005511322,0.000045428904,0.00044629624,0.000022930148,0.00002335295],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004406752,0.00012667058,0.00026093214,0.000085028456,0.000011471882,0.00002936907,0.00036539705,0.00006187576,0.00009040935],"category_scores_gemma":[0.000046089146,0.00008732535,0.00006294577,0.00016898311,0.0000145390295,0.00013078142,0.000014964692,0.00012510327,0.00009124145],"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":[0.000020476526,0.00002748184,0.062535636,0.00024125775,0.00006141495,0.0000068142467,0.0016551127,0.0024329706,0.92999226,0.0008586172,0.0008618974,0.0013060326],"study_design_scores_gemma":[0.0011277961,0.000027062786,0.012091247,0.00012851102,0.000011930357,0.0000060378434,0.0004990195,0.98368204,0.00018399568,0.00007235539,0.0020050574,0.00016495408],"about_ca_topic_score_codex":0.00012480166,"about_ca_topic_score_gemma":0.00012404454,"teacher_disagreement_score":0.98124903,"about_ca_system_score_codex":0.00003221617,"about_ca_system_score_gemma":0.00000935987,"threshold_uncertainty_score":0.35610247},"labels":[],"label_agreement":null},{"id":"W2988606732","doi":"10.3390/pr7110831","title":"Extremum Seeking Control for Discrete-Time with Quantized and Saturated Actuators","year":2019,"lang":"en","type":"article","venue":"Processes","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Dither; Control theory (sociology); Amplitude; SIGNAL (programming language); Nonlinear system; Actuator; Saturation (graph theory); Discrete time and continuous time; Mathematics; Computer science; Control (management); Physics; Telecommunications; Statistics","score_opus":0.003761689404489712,"score_gpt":0.1847907528203746,"score_spread":0.1810290634158849,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2988606732","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3052161,0.007979218,0.67710197,0.00023870307,0.00047896933,0.002954959,0.0000733401,0.0018799695,0.0040767686],"genre_scores_gemma":[0.998833,0.00003055539,0.00054508436,0.00003154099,0.00008971038,0.00009973196,0.0000119846945,0.00007720356,0.00028119967],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99904084,0.000014696017,0.0002089482,0.0002607232,0.00014710087,0.00032765992],"domain_scores_gemma":[0.9992041,0.00035894467,0.00006816768,0.00017487619,0.00012261042,0.00007129197],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013643826,0.00023509486,0.0003876213,0.00007673935,0.000057211622,0.0001251089,0.00012067482,0.00008099044,0.000021946702],"category_scores_gemma":[0.00010738883,0.00018076845,0.0000296421,0.00019571601,0.000025147598,0.000268082,0.00000997514,0.00009300874,0.000027474014],"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":[0.001170456,0.000053532865,0.039762948,0.011875774,0.00097279326,0.000012196073,0.0019357663,0.002581501,0.93429404,0.0002479525,0.00069663074,0.006396419],"study_design_scores_gemma":[0.0054617785,0.00018537354,0.00042083234,0.00051995344,0.00012856456,0.000028496626,0.00016613246,0.9832744,0.0009948796,0.00021867752,0.007943049,0.00065785664],"about_ca_topic_score_codex":0.000010212512,"about_ca_topic_score_gemma":0.000022826389,"teacher_disagreement_score":0.9806929,"about_ca_system_score_codex":0.000028482275,"about_ca_system_score_gemma":0.000039739032,"threshold_uncertainty_score":0.73715234},"labels":[],"label_agreement":null},{"id":"W2992379725","doi":"10.1016/j.neucom.2019.11.086","title":"Distributed extremum seeking control of multi-agent systems with unknown dynamics for optimal resource allocation","year":2019,"lang":"en","type":"article","venue":"Neurocomputing","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Resource allocation; Computer science; Mathematical optimization; Dual (grammatical number); Controller (irrigation); Resource (disambiguation); Function (biology); Multi-agent system; Distributed computing; Mathematics; Artificial intelligence","score_opus":0.00820048750981725,"score_gpt":0.19888985330138978,"score_spread":0.19068936579157253,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2992379725","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.117182024,0.00019661595,0.8800298,0.000025413148,0.00049430056,0.001408635,0.000044053257,0.00040185027,0.0002173329],"genre_scores_gemma":[0.9977604,5.599612e-7,0.0017376152,0.000013466928,0.0001651921,0.000046553516,0.00008463113,0.00010438685,0.0000871952],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982693,0.00008163177,0.00058134913,0.00035649983,0.0002626773,0.0004485488],"domain_scores_gemma":[0.99873763,0.00040413713,0.0002548662,0.00037567914,0.00015043135,0.00007727224],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00036336703,0.00027777898,0.0004917673,0.00011057609,0.00007764818,0.00007688086,0.00025526638,0.000105571235,0.0000011581586],"category_scores_gemma":[0.000044134737,0.00026989548,0.000096023956,0.0002120626,0.00002101053,0.00009426111,0.00003247736,0.00019368398,0.0000068047552],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000043993314,0.000026296728,0.003927514,0.00054758467,0.000082584666,0.0000031069346,0.00012366302,0.92280513,0.07104126,0.00023221722,0.00003626924,0.0011303836],"study_design_scores_gemma":[0.0025317357,0.00011532319,0.0007267999,0.00034124363,0.000047556176,0.000023292223,0.00012611847,0.9931727,0.00009353939,6.130221e-7,0.002563022,0.00025805953],"about_ca_topic_score_codex":0.000024545729,"about_ca_topic_score_gemma":0.000012274693,"teacher_disagreement_score":0.8805784,"about_ca_system_score_codex":0.00018454605,"about_ca_system_score_gemma":0.000021637661,"threshold_uncertainty_score":0.9999753},"labels":[],"label_agreement":null},{"id":"W2995590188","doi":"10.1016/j.ifacol.2019.12.060","title":"Extremum seeking regulator for a class of SISO time-varying nonlinear systems","year":2019,"lang":"en","type":"article","venue":"IFAC-PapersOnLine","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Control theory (sociology); Nonlinear system; Regulator; Disturbance (geology); Function (biology); Stability (learning theory); Process (computing); Internal model; Class (philosophy); Process dynamics; Computer science; Mathematics; Control (management); Artificial intelligence; Physics","score_opus":0.007398802556051384,"score_gpt":0.2031613457886904,"score_spread":0.19576254323263903,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2995590188","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.75945866,0.019120358,0.1752948,0.0006104686,0.009949024,0.008961667,0.0012998974,0.0040456173,0.021259528],"genre_scores_gemma":[0.93859595,0.000030386573,0.05640846,0.000050401224,0.0011876684,0.00008951718,0.00012810384,0.00025477156,0.0032547242],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9975051,0.000061721315,0.000852468,0.00048282012,0.00043838617,0.0006594677],"domain_scores_gemma":[0.9982948,0.0004052362,0.00023650308,0.00073739263,0.00017713834,0.00014895202],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005098005,0.00044137292,0.0009299709,0.00022323072,0.000071185714,0.000072375646,0.0004039856,0.00029191084,0.0000679507],"category_scores_gemma":[0.00009652634,0.00044135054,0.00030553155,0.00030376314,0.000038956554,0.00023516343,0.000052670202,0.00024571415,0.00020552867],"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":[0.000065089574,0.00005053932,0.00075148087,0.0014467454,0.00024178035,0.000007047934,0.0003157369,0.01923926,0.9761217,0.00011756075,0.000057374564,0.0015856575],"study_design_scores_gemma":[0.0016606443,0.00010629785,0.00007849054,0.00057844404,0.00007769777,0.000029671934,0.00012686547,0.9884599,0.0007571286,0.0000065492104,0.007649759,0.00046855817],"about_ca_topic_score_codex":0.00006767809,"about_ca_topic_score_gemma":0.000017503693,"teacher_disagreement_score":0.9753646,"about_ca_system_score_codex":0.00018861011,"about_ca_system_score_gemma":0.00005265632,"threshold_uncertainty_score":0.99980384},"labels":[],"label_agreement":null},{"id":"W2995634889","doi":"10.1109/iecon.2019.8927038","title":"A Multi-level DC-Link Extremum-seeking PI Controller for a PMSM with Low Inductance","year":2019,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking 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":"Simon Fraser University","funders":"","keywords":"Control theory (sociology); Inductance; Pulse-width modulation; Controller (irrigation); Inverter; PID controller; Computer science; Torque; Stator; Voltage; Engineering; Physics; Control engineering; Electrical engineering; Control (management)","score_opus":0.020474578993092983,"score_gpt":0.21814590112982818,"score_spread":0.1976713221367352,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2995634889","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03698484,0.00057778397,0.9494285,0.00017403856,0.00093806704,0.0022043623,0.000031200005,0.0009717798,0.008689411],"genre_scores_gemma":[0.9637441,0.0000052856167,0.03060157,0.00015185158,0.0003573046,0.00026343053,0.000007267199,0.00015197387,0.0047172355],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99814093,0.000029654217,0.00044824404,0.00044846607,0.00027707993,0.0006556251],"domain_scores_gemma":[0.99886775,0.0002680734,0.000097351294,0.000497859,0.00014588963,0.00012308531],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003079855,0.0003876542,0.0006083011,0.00014123134,0.0000683229,0.0001090688,0.00030855805,0.00019235405,0.00008235982],"category_scores_gemma":[0.000054497657,0.0003134522,0.0001359783,0.00020334472,0.000027991382,0.0002718126,0.000024928264,0.00025253347,0.00023950796],"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":[0.00021342596,0.000056678793,0.0040921285,0.00041856334,0.00037889514,0.000010204892,0.000553895,0.004207326,0.9810941,0.0010232884,0.00083549507,0.0071159974],"study_design_scores_gemma":[0.007987341,0.000105915155,0.0016811419,0.00030568353,0.000033685355,0.000021700953,0.00011022355,0.98336947,0.0003940141,0.00007097239,0.005338215,0.0005816471],"about_ca_topic_score_codex":0.000047275353,"about_ca_topic_score_gemma":0.00019334041,"teacher_disagreement_score":0.9807001,"about_ca_system_score_codex":0.00014618797,"about_ca_system_score_gemma":0.000038008064,"threshold_uncertainty_score":0.99993175},"labels":[],"label_agreement":null},{"id":"W3004516393","doi":"10.3390/pr8020181","title":"A Retrofit Hierarchical Architecture for Real-Time Optimization and Control Integration","year":2020,"lang":"en","type":"article","venue":"Processes","topic":"Extremum Seeking 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":"Queen's University","funders":"National Key Research and Development Program of China; National Natural Science Foundation of China","keywords":"Process (computing); Control theory (sociology); Computer science; Scheme (mathematics); Key (lock); Control (management); Mathematical optimization; Control engineering; Engineering; Mathematics; Artificial intelligence","score_opus":0.007833376825246789,"score_gpt":0.19941379880278665,"score_spread":0.19158042197753986,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3004516393","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":[0.0017533882,0.0007264099,0.99452287,0.001319075,0.000042603442,0.00043670923,0.000024023435,0.00047016906,0.0007047456],"genre_scores_gemma":[0.98909646,0.00009235902,0.010211701,0.00013192807,0.0002769929,0.000101022764,0.000027493848,0.0000369787,0.000025035211],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994383,0.000015721022,0.0001612292,0.00016135084,0.00008561725,0.00013782099],"domain_scores_gemma":[0.99958813,0.00017051832,0.000030079605,0.000061030252,0.00007613285,0.000074098556],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000064415704,0.00011693218,0.00018141199,0.000036609545,0.000040726118,0.00006151069,0.00006884554,0.00006626286,0.000008333503],"category_scores_gemma":[0.00041653446,0.00010413039,0.000021546004,0.0001387614,0.000017142836,0.00009286741,0.0000065394433,0.00008917453,0.0000038906187],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00045748052,0.000029570621,0.0007560667,0.0077536306,0.00020158103,0.000005116993,0.0051810816,0.561744,0.39945436,0.00036413592,0.00256424,0.021488786],"study_design_scores_gemma":[0.00070789136,0.000082832616,0.000021003043,0.00005314334,0.000026273094,0.000003847707,0.000017005787,0.9964159,0.0009059443,0.00024208243,0.0013963667,0.0001276731],"about_ca_topic_score_codex":0.000003372805,"about_ca_topic_score_gemma":0.000005355845,"teacher_disagreement_score":0.9873431,"about_ca_system_score_codex":0.000014936819,"about_ca_system_score_gemma":0.000019773404,"threshold_uncertainty_score":0.42463142},"labels":[],"label_agreement":null},{"id":"W3009293404","doi":"10.48550/arxiv.2003.03891","title":"Adaptive Extremum Seeking Using Recursive Least Squares","year":2020,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Extremum Seeking 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 Waterloo","funders":"","keywords":"Robustness (evolution); Recursive least squares filter; Convergence (economics); Scalar (mathematics); Mathematical optimization; Least-squares function approximation; Estimation theory; Computer science; Mathematics; Scheme (mathematics); Algorithm; Control theory (sociology); Adaptive filter; Estimator; Statistics; Artificial intelligence","score_opus":0.11107788984556838,"score_gpt":0.1809696282071114,"score_spread":0.06989173836154303,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3009293404","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07403527,0.0007678766,0.9110367,0.000040112023,0.0021714626,0.000728187,0.00011071967,0.0014042557,0.009705467],"genre_scores_gemma":[0.9982373,0.00008316858,0.0006204987,0.000032324733,0.00059068383,0.0000017729568,0.00002981447,0.00016395547,0.00024045826],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9975047,0.00018991211,0.00038217497,0.001127674,0.00015955366,0.00063596835],"domain_scores_gemma":[0.9982677,0.00014322922,0.00026459363,0.0008580984,0.00016743546,0.00029895196],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00016558132,0.0006958089,0.00080411707,0.00034617278,0.00016426003,0.00012124774,0.0008848075,0.00056041015,0.000050286417],"category_scores_gemma":[0.000055095108,0.00092434906,0.0004012645,0.00055206334,0.00010828816,0.0002769645,0.0006551336,0.0012678283,0.00014500506],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008648142,0.000026047503,0.0011753208,0.00037238575,0.0005722525,0.0008776848,0.0008013725,0.9802697,0.009947651,0.0052271695,0.00042255395,0.00022140653],"study_design_scores_gemma":[0.0005546354,0.00003694346,0.00014019196,0.0006273749,0.00028645655,0.000012519432,0.00066745724,0.9904516,0.000041888656,0.0057491073,0.00054545846,0.0008864129],"about_ca_topic_score_codex":0.00038157273,"about_ca_topic_score_gemma":0.00011984398,"teacher_disagreement_score":0.924202,"about_ca_system_score_codex":0.0009592924,"about_ca_system_score_gemma":0.00013498102,"threshold_uncertainty_score":0.9993207},"labels":[],"label_agreement":null},{"id":"W3036888950","doi":"10.1002/acs.3123","title":"Finite‐time extremum seeking control for a class of unknown static maps","year":2020,"lang":"en","type":"article","venue":"International Journal of Adaptive Control and Signal Processing","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Control theory (sociology); Stability (learning theory); Function (biology); Control (management); Class (philosophy); Mathematics; Mathematical optimization; Computer science; Artificial intelligence","score_opus":0.015368452853886681,"score_gpt":0.22471761380352265,"score_spread":0.20934916094963596,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3036888950","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.002877512,0.0028495668,0.9920213,0.0012607634,0.00022219289,0.00025793674,0.00010620855,0.00004080831,0.00036368996],"genre_scores_gemma":[0.99710596,0.00001626919,0.0016261089,0.00041883142,0.00075860426,0.000009398106,0.0000034119562,0.000039979033,0.000021411704],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981241,0.00007346059,0.00090473925,0.00016341082,0.0005030844,0.00023119623],"domain_scores_gemma":[0.9974497,0.0006870177,0.00060121703,0.00004574611,0.0010586912,0.00015764698],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004604207,0.00022617582,0.00062083825,0.00018390731,0.000051767267,0.00011474511,0.00031276606,0.00008002647,0.000015865286],"category_scores_gemma":[0.00024289679,0.00020050455,0.00018901462,0.00009555731,0.00006978882,0.0004375837,0.000017028804,0.0002500095,0.0000021729002],"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":[0.002941651,0.000081456026,0.00052674895,0.00038105663,0.0018220751,0.0001081223,0.0019675982,0.098215446,0.8169729,0.0005988646,0.00057853357,0.07580555],"study_design_scores_gemma":[0.006546302,0.00038787987,0.00009475861,0.00049421657,0.00014579421,0.000047968406,0.0001665756,0.9891227,0.00020260562,0.0008509724,0.0017516881,0.00018852192],"about_ca_topic_score_codex":0.0000030532372,"about_ca_topic_score_gemma":0.000001401952,"teacher_disagreement_score":0.9942285,"about_ca_system_score_codex":0.00007849079,"about_ca_system_score_gemma":0.00010634084,"threshold_uncertainty_score":0.81763387},"labels":[],"label_agreement":null},{"id":"W3111760488","doi":"10.1109/smc42975.2020.9283109","title":"Slip Ratio Optimization in Vehicle Safety Control Systems Using Least-Squares Based Adaptive Extremum Seeking","year":2020,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"CarSim; Slip ratio; Control theory (sociology); Acceleration; Traction control system; Anti-lock braking system; MATLAB; Slip (aerodynamics); Recursive least squares filter; Vehicle dynamics; Computer science; Engineering; Automotive engineering; Control (management); Algorithm; Physics","score_opus":0.021969476508760872,"score_gpt":0.20348327241246578,"score_spread":0.1815137959037049,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3111760488","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0023542263,0.00053371047,0.9923592,0.00031716775,0.00042679836,0.00082771014,0.000022459095,0.0007096607,0.0024490566],"genre_scores_gemma":[0.9965127,0.000003947369,0.0027207606,0.0002901405,0.00030879426,0.000036558256,0.00001383951,0.00009190344,0.00002132056],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979345,0.00022472584,0.00069500005,0.00036545377,0.0003407559,0.00043957366],"domain_scores_gemma":[0.99916613,0.0002320604,0.00010617525,0.00024239036,0.00009502447,0.00015819276],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00033067507,0.00031260698,0.0005184263,0.00016224511,0.00008886433,0.00014410155,0.00019407242,0.00015914778,0.000061334824],"category_scores_gemma":[0.00009772229,0.00032967905,0.00008901684,0.0004685338,0.000022911276,0.0003846766,0.000019558753,0.00024488303,0.00001663463],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009046695,0.000011959334,0.0013795787,0.0000883226,0.000039444523,0.000015494395,0.00030546525,0.9122256,0.08547609,0.00019010331,0.000064217376,0.00011327248],"study_design_scores_gemma":[0.0025759146,0.00004568483,0.0001424103,0.00015805179,0.000023046712,0.0000032488708,0.00045586962,0.9959068,0.000082848375,0.0000014617638,0.00025249866,0.0003521748],"about_ca_topic_score_codex":0.00041196958,"about_ca_topic_score_gemma":0.00009515479,"teacher_disagreement_score":0.9941585,"about_ca_system_score_codex":0.00035527954,"about_ca_system_score_gemma":0.00006112658,"threshold_uncertainty_score":0.99991554},"labels":[],"label_agreement":null},{"id":"W3118804465","doi":"10.1109/cdc42340.2020.9304072","title":"Finite-time Newton seeking control for a class of unknown static maps","year":2020,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Stability (learning theory); Newton's method; Control theory (sociology); Descent (aeronautics); Class (philosophy); Mathematical optimization; Mathematics; Quasi-Newton method; Applied mathematics; Gradient descent; Multivariable calculus; Function (biology); Computer science; Control (management); Engineering; Nonlinear system; Artificial intelligence; Control engineering","score_opus":0.011836232649549359,"score_gpt":0.2007733481254358,"score_spread":0.18893711547588643,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3118804465","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0025440895,0.00024371073,0.9832902,0.0016865751,0.00026289432,0.0009346769,0.00009641745,0.0006993561,0.010242085],"genre_scores_gemma":[0.99741906,0.0000022257182,0.0013131927,0.00037568872,0.00018952259,0.000050921473,0.000015104727,0.00006317572,0.0005710883],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988962,0.000033570424,0.00043651284,0.00017911059,0.00016012849,0.0002944716],"domain_scores_gemma":[0.9989126,0.0006569047,0.00007005124,0.00018264294,0.00006434571,0.00011349842],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016417519,0.00017830517,0.00044533957,0.000058001795,0.000024735127,0.000029188397,0.00017297543,0.00007942347,0.00007012396],"category_scores_gemma":[0.00020661365,0.00017120093,0.00012317701,0.00015088251,0.000016878306,0.00009004853,0.00001393091,0.000095264346,0.000080865924],"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":[0.00014797962,0.000032422216,0.00047857536,0.0014407544,0.0004705558,0.000008127922,0.001248918,0.17447571,0.78321093,0.004772794,0.031132666,0.002580566],"study_design_scores_gemma":[0.0019611623,0.00010579179,0.0000190294,0.00005020285,0.000047371752,9.003826e-7,0.00003861766,0.96239257,0.0006161909,0.0001697733,0.034421496,0.00017687766],"about_ca_topic_score_codex":0.000019160996,"about_ca_topic_score_gemma":0.000011326198,"teacher_disagreement_score":0.994875,"about_ca_system_score_codex":0.000040817347,"about_ca_system_score_gemma":0.00002066454,"threshold_uncertainty_score":0.6981371},"labels":[],"label_agreement":null},{"id":"W3118960143","doi":"10.1109/cdc42340.2020.9304499","title":"GNE seeking in games with passive dynamic agents via inexact-penalty methods","year":2020,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Mathematical optimization; Nash equilibrium; Double integrator; State information; Scheme (mathematics); State (computer science); Invariant (physics); Complete information; Game theory; Best response; Multi-agent system; Control theory (sociology); Mathematics; Control (management); Artificial intelligence; Mathematical economics; Algorithm","score_opus":0.01299285727745738,"score_gpt":0.2616885643272581,"score_spread":0.24869570704980073,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3118960143","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013523253,0.00036030973,0.9765496,0.00039559737,0.00018321548,0.00033930756,0.0000028441139,0.00059048017,0.008055355],"genre_scores_gemma":[0.98123723,0.000009797441,0.018156959,0.0002794204,0.00007119527,0.000035837482,0.0000063015327,0.000068911075,0.00013437004],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987274,0.00011920557,0.00032869622,0.0002862065,0.0001881815,0.00035032674],"domain_scores_gemma":[0.9994469,0.00012184381,0.00005239658,0.00021964662,0.00002487518,0.00013429575],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019816002,0.00023640895,0.00037988814,0.00010552996,0.00002416828,0.00004856224,0.00020316138,0.00008221591,0.00010842592],"category_scores_gemma":[0.00005062024,0.00019832315,0.000049556038,0.00040593697,0.000017157901,0.00016890308,0.00004107017,0.00026308146,0.000053600572],"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":[0.0001385674,0.00008197273,0.022014078,0.0009471029,0.00079057907,0.0003443644,0.005516386,0.17743206,0.68770224,0.00033606656,0.0014253386,0.10327125],"study_design_scores_gemma":[0.0007808456,0.000054843487,0.004584408,0.000072280134,0.000022545719,0.000010828659,0.00013720406,0.9899903,0.00024976078,0.00003233359,0.0037961218,0.00026852728],"about_ca_topic_score_codex":0.00013745444,"about_ca_topic_score_gemma":0.00036694703,"teacher_disagreement_score":0.96771395,"about_ca_system_score_codex":0.0001109366,"about_ca_system_score_gemma":0.000012669686,"threshold_uncertainty_score":0.80873835},"labels":[],"label_agreement":null},{"id":"W3134495579","doi":"10.1002/acs.3223","title":"Energy‐efficient operation of indirect adiabatic data center cooling systems via Newton‐like phasor extremum seeking control","year":2021,"lang":"en","type":"article","venue":"International Journal of Adaptive Control and Signal Processing","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Phasor; Hessian matrix; Control theory (sociology); Estimator; Energy (signal processing); Computer science; Controller (irrigation); MATLAB; Mathematical optimization; Mathematics; Electric power system; Control (management); Power (physics); Applied mathematics","score_opus":0.01790668961871253,"score_gpt":0.23196178288254266,"score_spread":0.21405509326383013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3134495579","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010886243,0.017729653,0.9696273,0.00011426672,0.001127622,0.00013417595,0.00010664353,0.0000363265,0.00023774455],"genre_scores_gemma":[0.9984285,0.000071812974,0.00041214586,0.00011198255,0.000865829,0.000005809834,0.000028922395,0.000042194726,0.00003275144],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.997289,0.00020382655,0.0011482853,0.00028367373,0.000799534,0.0002756698],"domain_scores_gemma":[0.9974071,0.00027544182,0.00067051436,0.00016916732,0.0013402195,0.00013758456],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00079062115,0.0002715727,0.00068499113,0.00029757075,0.00009368219,0.00030251406,0.00049545383,0.00010393041,0.000016324662],"category_scores_gemma":[0.00007932757,0.0002469833,0.00011716698,0.0001383738,0.000062772975,0.000670568,0.000061980725,0.00028486273,0.0000011452361],"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":[0.00057639356,0.00017929137,0.0009098325,0.00016175053,0.0015746132,0.0003083029,0.0006738414,0.30050558,0.6501646,0.00012250019,0.00015555312,0.044667758],"study_design_scores_gemma":[0.0045903516,0.00007936093,0.00021606479,0.00096723845,0.00016176217,0.0005855723,0.00029506735,0.9916481,0.00038662835,0.000029420786,0.0008195861,0.0002208402],"about_ca_topic_score_codex":0.00003405547,"about_ca_topic_score_gemma":0.00001729498,"teacher_disagreement_score":0.98754233,"about_ca_system_score_codex":0.0001654818,"about_ca_system_score_gemma":0.00019718417,"threshold_uncertainty_score":0.9999982},"labels":[],"label_agreement":null},{"id":"W3152552866","doi":"10.1016/j.ifacol.2020.12.677","title":"A control oriented pattern for plant design: the homogeneous population pattern","year":2020,"lang":"en","type":"article","venue":"IFAC-PapersOnLine","topic":"Extremum Seeking 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":"Queen's University","funders":"","keywords":"Homogeneous; Simple (philosophy); Controller (irrigation); Population; Control (management); Computer science; Control engineering; Control theory (sociology); Class (philosophy); Mathematical optimization; Engineering; Mathematics; Artificial intelligence","score_opus":0.0200456251242144,"score_gpt":0.20434803865973855,"score_spread":0.18430241353552415,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3152552866","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.022434853,0.000697661,0.9710279,0.0027334124,0.00069542864,0.0013568796,0.00046150587,0.0005673047,0.000025047962],"genre_scores_gemma":[0.99254304,0.000012184669,0.004243511,0.0014047881,0.0013130727,0.00015985515,0.00020922566,0.00009170453,0.00002259402],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986114,0.00008318916,0.00038427132,0.00029004912,0.000237743,0.00039336816],"domain_scores_gemma":[0.99916136,0.00031175482,0.000083735285,0.00026577633,0.00004939934,0.00012799917],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019044253,0.00027776798,0.00035057208,0.000037514325,0.000115373194,0.000058162346,0.00024624317,0.000110659705,0.000024717281],"category_scores_gemma":[0.000091855574,0.00021113569,0.00014122494,0.00012518144,0.000016224058,0.00007107727,0.00001695516,0.00017541308,0.00004677091],"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":[0.00083641656,0.0002347108,0.030306356,0.0014364555,0.0018973076,0.0004079991,0.008689747,0.26371306,0.30986053,0.000098823766,0.0017740605,0.38074452],"study_design_scores_gemma":[0.0017811995,0.00012703575,0.0011203534,0.000042115575,0.00008145736,0.00002726555,0.000054424174,0.9933096,0.00013771046,0.000004811156,0.0030518847,0.00026212342],"about_ca_topic_score_codex":0.00019061909,"about_ca_topic_score_gemma":0.00018467166,"teacher_disagreement_score":0.9701082,"about_ca_system_score_codex":0.00007292166,"about_ca_system_score_gemma":0.000012330482,"threshold_uncertainty_score":0.86098635},"labels":[],"label_agreement":null},{"id":"W3155653647","doi":"10.1016/j.ifacol.2020.12.1530","title":"Finite-time extremum seeking control for a class of unknown static maps","year":2020,"lang":"en","type":"article","venue":"IFAC-PapersOnLine","topic":"Extremum Seeking 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":"Queen's University","funders":"","keywords":"Control theory (sociology); Stability (learning theory); Function (biology); Control (management); Class (philosophy); Mathematics; Mathematical optimization; Computer science; Artificial intelligence","score_opus":0.013609902714501621,"score_gpt":0.21010972921448356,"score_spread":0.19649982649998193,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3155653647","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":[0.011956028,0.0029827398,0.97102636,0.004307751,0.0008327644,0.0023547597,0.0015814628,0.0014809392,0.0034771794],"genre_scores_gemma":[0.95421326,0.00002298684,0.043661702,0.0006795422,0.000709709,0.000087714645,0.00012400256,0.00015559334,0.0003454856],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99799097,0.00007028707,0.0007056139,0.00037081927,0.00031670326,0.0005456191],"domain_scores_gemma":[0.99827015,0.00089634606,0.0001650907,0.00032543257,0.00012389621,0.00021905631],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00026876567,0.00037416603,0.0008005618,0.00010412403,0.000060563765,0.0000439221,0.0003321902,0.00016496121,0.00009198839],"category_scores_gemma":[0.00045612702,0.00037473088,0.00025603583,0.0002785399,0.00005077105,0.00014752561,0.00002830595,0.00023563391,0.00010064618],"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":[0.00021686549,0.00006882785,0.0002689193,0.0013169976,0.00045053367,0.00003387,0.0015959447,0.038972493,0.9499512,0.0003169362,0.00038612954,0.0064212955],"study_design_scores_gemma":[0.0032299417,0.00018907762,0.000036939127,0.00014381911,0.00012704897,0.0000053943754,0.00010062924,0.9836709,0.00030836617,0.000050233284,0.011768768,0.0003688939],"about_ca_topic_score_codex":0.00002012032,"about_ca_topic_score_gemma":0.000030563686,"teacher_disagreement_score":0.94964284,"about_ca_system_score_codex":0.00008504553,"about_ca_system_score_gemma":0.00004661955,"threshold_uncertainty_score":0.9998705},"labels":[],"label_agreement":null},{"id":"W3186821664","doi":"10.1139/tcsme-2020-0250","title":"Optimal design of an adaptive robust controller using a multi-objective artificial bee colony algorithm for an inverted pendulum system","year":2021,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Extremum Seeking 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":"","keywords":"Inverted pendulum; Control theory (sociology); Controller (irrigation); Gradient descent; Computer science; Position (finance); Artificial bee colony algorithm; Control (management); Artificial intelligence; Artificial neural network; Nonlinear system","score_opus":0.04061792191643429,"score_gpt":0.22466118916314198,"score_spread":0.1840432672467077,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3186821664","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":[0.0030445915,0.0001136343,0.99401253,0.000015162669,0.0005927456,0.0013778413,0.0007060834,0.00013525927,0.0000021540507],"genre_scores_gemma":[0.6812375,0.0000011772664,0.31842262,0.000009344621,0.00007800122,0.00015861781,0.000008366637,0.00007671431,0.000007635102],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99850553,0.000057266803,0.00050121156,0.00028350812,0.00018061744,0.0004718873],"domain_scores_gemma":[0.9988387,0.00020540204,0.00008808921,0.00026437792,0.0003280824,0.00027532765],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00044003478,0.00025343476,0.0005385945,0.00008062258,0.00024423256,0.0000337907,0.0002679104,0.00030378968,0.0000036331755],"category_scores_gemma":[0.00004175781,0.00026887772,0.0006153735,0.00032531595,0.00003663579,0.00019439147,0.000005001472,0.0002534319,1.7642671e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023374734,0.00003070857,6.476839e-8,0.00013038769,0.00046260623,6.8730276e-7,0.0003429756,0.81103307,0.18683882,0.00028579117,0.000006053882,0.0008454821],"study_design_scores_gemma":[0.0013007403,0.00017438352,0.0000019936508,0.00013049762,0.00032387744,0.000018143095,0.001353521,0.9715114,0.02490392,0.000013518914,0.00001935774,0.00024863653],"about_ca_topic_score_codex":0.00674318,"about_ca_topic_score_gemma":0.016697666,"teacher_disagreement_score":0.678193,"about_ca_system_score_codex":0.00092665193,"about_ca_system_score_gemma":0.00038277634,"threshold_uncertainty_score":0.99997634},"labels":[],"label_agreement":null},{"id":"W4200487643","doi":"10.1002/acs.3366","title":"Model‐guided extremum seeking–case studies","year":2021,"lang":"en","type":"article","venue":"International Journal of Adaptive Control and Signal Processing","topic":"Extremum Seeking 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 Windsor","funders":"","keywords":"Computer science; Range (aeronautics); Convergence (economics); Automotive industry; Imperfect; Data-driven; Mathematical optimization; Engineering optimization; Optimization problem; Control engineering; Engineering; Artificial intelligence; Algorithm; Mathematics","score_opus":0.03982818710224765,"score_gpt":0.28274048742829355,"score_spread":0.2429123003260459,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200487643","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.036704466,0.027445294,0.9337544,0.00045133813,0.0006116555,0.000069208465,0.000013057633,0.00005757153,0.00089302816],"genre_scores_gemma":[0.99618965,0.00017284259,0.0026295017,0.00020142621,0.0006832257,0.0000035135563,7.740421e-7,0.00002847991,0.0000906076],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99845773,0.00006486009,0.0006604815,0.00015686304,0.00046447414,0.00019559686],"domain_scores_gemma":[0.99751884,0.00016349349,0.00027195583,0.000059610167,0.0018838006,0.0001023289],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042418882,0.00019951294,0.00043091754,0.00017501012,0.00008758094,0.00017335052,0.00016623679,0.00006515535,0.0000074646737],"category_scores_gemma":[0.00012233917,0.00017463528,0.00012555969,0.000091933216,0.00006345791,0.0005384456,0.00003658466,0.0002807868,0.0000015260454],"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":[0.00031823973,0.00010084303,0.00067982427,0.00016949594,0.0030699244,0.021736562,0.003088149,0.16385277,0.68511766,0.0010123642,0.000735375,0.12011876],"study_design_scores_gemma":[0.0020189185,0.00004393049,0.00003350979,0.0004230685,0.00009626636,0.012254687,0.000811218,0.9806835,0.00027802866,0.002947409,0.0002278484,0.00018158395],"about_ca_topic_score_codex":0.0000022097176,"about_ca_topic_score_gemma":0.000008293028,"teacher_disagreement_score":0.9594852,"about_ca_system_score_codex":0.00014312065,"about_ca_system_score_gemma":0.00011947357,"threshold_uncertainty_score":0.712142},"labels":[],"label_agreement":null},{"id":"W4231779026","doi":"10.1090/conm/618/12344","title":"On the Use of Special Functions for Studying Truly Nonlinear Conservative Oscillators","year":2014,"lang":"en","type":"other","venue":"Contemporary mathematics - American Mathematical Society","topic":"Extremum Seeking 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 Manitoba","funders":"","keywords":"Mathematics; Nonlinear system; Pure mathematics; Calculus (dental); Algebra over a field; Mathematical analysis; Quantum mechanics; Physics","score_opus":0.06844511713927022,"score_gpt":0.2533179463308639,"score_spread":0.1848728291915937,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231779026","genre_codex":"methods","genre_gemma":"other","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":[0.001285533,0.00025304017,0.67966515,0.0003838273,0.0010740252,0.006043981,0.0012019478,0.001405014,0.3086875],"genre_scores_gemma":[0.107209295,0.00022655568,0.41949323,0.0028651645,0.013602534,0.004250677,0.0005171689,0.01097032,0.44086504],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9970368,0.00013905036,0.0012419571,0.00045145504,0.0006498863,0.00048083128],"domain_scores_gemma":[0.99150735,0.00606228,0.0010086,0.0011327018,0.00013037564,0.0001586983],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00072612165,0.00076871953,0.0019167612,0.00012180814,0.00014152557,0.000109188564,0.000542148,0.0003122957,0.00039726603],"category_scores_gemma":[0.0008389713,0.00055162865,0.0009000411,0.0004048569,0.00079692045,0.00007049837,0.00008434281,0.0004961965,0.00017745947],"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":[0.000013628252,0.00024018639,0.00001854263,0.002199412,0.0013515658,0.0000010991649,0.0020921377,0.00011945852,0.00012106224,0.019687263,0.97396934,0.00018629932],"study_design_scores_gemma":[0.0012561895,0.00041078322,0.0000052341347,0.00289465,0.00040652964,0.0000063452885,0.003505247,0.4623993,0.00002296615,0.0082641225,0.51953995,0.0012886709],"about_ca_topic_score_codex":0.000024358722,"about_ca_topic_score_gemma":0.00000824152,"teacher_disagreement_score":0.46227986,"about_ca_system_score_codex":0.00012971874,"about_ca_system_score_gemma":0.000101041056,"threshold_uncertainty_score":0.9996935},"labels":[],"label_agreement":null},{"id":"W4246431802","doi":"10.1002/9781119686859.oth","title":"Other titles from iSTE in Systems and Industrial Engineering – Robotics","year":2019,"lang":"en","type":"other","venue":"","topic":"Extremum Seeking 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":"Actua","funders":"","keywords":"Citation; Computer science; Order (exchange); Information retrieval; State (computer science); Artificial intelligence; World Wide Web; Library science; Algorithm","score_opus":0.015068894678554998,"score_gpt":0.18665072885449535,"score_spread":0.17158183417594036,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4246431802","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00008211483,0.009562979,0.009275532,0.000011398723,0.005279484,0.0007725935,0.000107131425,0.0011040518,0.9738047],"genre_scores_gemma":[0.05160364,0.00011054908,0.00054240495,0.000014535545,0.0031888685,0.0000368777,0.000030690426,0.00186184,0.9426106],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991597,0.000018273213,0.00025156038,0.0002173229,0.00013341357,0.0002197353],"domain_scores_gemma":[0.9995248,0.000071585375,0.00004711611,0.00030482718,0.0000044407557,0.000047264253],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007589787,0.00028464108,0.00049673003,0.00025199042,0.0000036136953,0.000068914516,0.00012885279,0.0005581008,0.00014378186],"category_scores_gemma":[0.00001273544,0.00027676555,0.000032131204,0.00007425924,0.0000075638595,0.000026113345,0.000024957037,0.00027021047,0.0002886895],"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":[0.000008119536,0.000022607508,0.0049826037,0.001318545,0.0008059079,0.000043638505,0.00020098536,0.18746185,0.005105424,0.0032983248,0.79566956,0.0010824177],"study_design_scores_gemma":[0.0007363967,0.0000060721445,0.000026213727,0.0011832712,0.000022519127,0.0000021257067,0.000020082496,0.33865434,0.000002283683,0.0000024933026,0.6589414,0.000402783],"about_ca_topic_score_codex":0.005306414,"about_ca_topic_score_gemma":0.0008065189,"teacher_disagreement_score":0.1511925,"about_ca_system_score_codex":0.00007630626,"about_ca_system_score_gemma":0.000010849133,"threshold_uncertainty_score":0.99996847},"labels":[],"label_agreement":null},{"id":"W4252945047","doi":"10.1002/9781119263081.oth5","title":"Bibliography","year":2018,"lang":"en","type":"other","venue":"","topic":"Extremum Seeking 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 Toronto","funders":"","keywords":"French horn; Citation; Humanities; Library science; Computer science; Sociology; Philosophy","score_opus":0.005646859803303706,"score_gpt":0.1902630251291073,"score_spread":0.1846161653258036,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4252945047","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[1.6379228e-7,0.0016078374,0.011593553,0.0000030545418,0.0014585907,0.00010659915,0.0000053705244,0.0035472838,0.98167753],"genre_scores_gemma":[0.0003570784,0.0012122192,0.0006098868,0.000017985738,0.0015144977,0.000013235107,0.000005865815,0.0009423894,0.9953268],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99954593,0.0000060312327,0.00008883436,0.00011130622,0.000096654134,0.00015122218],"domain_scores_gemma":[0.9996365,0.0000072627386,0.000017482098,0.00029397258,0.0000062535773,0.000038566566],"candidate_categories":["bibliometrics","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00003277169,0.00015939189,0.00017755164,0.01138875,0.000005246983,0.000026549942,0.0001408143,0.00020431903,0.010243916],"category_scores_gemma":[0.0000010833138,0.00014196773,0.00007281383,0.003048652,0.00001697541,0.000010831656,0.000008936516,0.000051874933,0.006019864],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[1.0213516e-7,0.0000011914971,0.00009389099,0.000053140942,0.00008133309,0.0000013137034,0.000001061341,8.823117e-7,0.00015545044,0.000037122503,0.99944127,0.0001332655],"study_design_scores_gemma":[0.00007181808,0.000004621447,0.000010759301,0.00008512761,0.000009364451,0.0000012960711,8.807413e-7,0.0018932763,0.0000034444868,0.000016600221,0.99773306,0.0001697443],"about_ca_topic_score_codex":0.00012764742,"about_ca_topic_score_gemma":0.00017810936,"teacher_disagreement_score":0.013649295,"about_ca_system_score_codex":0.0000026384207,"about_ca_system_score_gemma":0.0000011962659,"threshold_uncertainty_score":0.9998163},"labels":[],"label_agreement":null},{"id":"W4254575280","doi":"10.1109/infocom.2007.263","title":"Theory of Linear Games with Constraints and Its Application to Power Control of Optical Networks","year":2008,"lang":"en","type":"article","venue":"2008 Proceedings IEEE INFOCOM - The 27th Conference on Computer Communications","topic":"Extremum Seeking 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; Control (management); Power (physics); Game theory; Power control; Mathematical optimization; Control theory (sociology); Mathematical economics; Mathematics; Artificial intelligence; Physics","score_opus":0.021930018803815246,"score_gpt":0.22891164752782894,"score_spread":0.2069816287240137,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4254575280","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09748641,0.00041572916,0.8912269,0.0008048033,0.00011316709,0.0016986821,0.000024071162,0.0002359541,0.007994289],"genre_scores_gemma":[0.99478644,0.00016391247,0.004679228,0.00015407467,0.000053857177,0.00011547628,0.0000031526938,0.000029939149,0.000013898575],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987688,0.000045396326,0.0005180736,0.0001922529,0.0002346972,0.00024077045],"domain_scores_gemma":[0.99799174,0.00047263416,0.00019651745,0.00068097404,0.00054786843,0.00011027405],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003867109,0.0002305993,0.0004108216,0.00012820594,0.00017664333,0.000028749735,0.0009901477,0.00010433172,0.0000059787226],"category_scores_gemma":[0.00003330903,0.00017726385,0.000050093233,0.00028922746,0.00053965434,0.00013221032,0.000108665525,0.00035343334,0.000008910743],"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":[0.00062838756,0.00072308985,0.008649449,0.00039148898,0.0012160211,0.0000035287676,0.022206906,0.096835144,0.052526042,0.76989555,0.0018145168,0.045109898],"study_design_scores_gemma":[0.00087998156,0.00030520573,0.0034964038,0.00030141557,0.000041399788,0.00006097542,0.00018575843,0.99326426,0.00052386924,0.00022312441,0.0004625399,0.00025506646],"about_ca_topic_score_codex":0.0000064471615,"about_ca_topic_score_gemma":0.000004364664,"teacher_disagreement_score":0.89730006,"about_ca_system_score_codex":0.000028437973,"about_ca_system_score_gemma":0.00004738712,"threshold_uncertainty_score":0.722861},"labels":[],"label_agreement":null},{"id":"W4283374539","doi":"10.1002/cjce.24513","title":"Extremum‐seeking control for unknown static maps with mixed actuator nonlinearity","year":2022,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Control theory (sociology); Actuator; Nonlinear system; Filter (signal processing); Stability (learning theory); Stability theory; Controller (irrigation); Control (management); Scale (ratio); Computer science; Mathematical optimization; Engineering; Mathematics; Control engineering","score_opus":0.007049439579838969,"score_gpt":0.17249723680898887,"score_spread":0.1654477972291499,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4283374539","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4859434,0.0026283571,0.50347716,0.0022668736,0.0033565369,0.0013482447,0.00039413568,0.0002893595,0.00029594978],"genre_scores_gemma":[0.9977646,5.4313534e-7,0.0015949414,0.000076308526,0.0004081713,0.000042749918,0.000006933869,0.000086423264,0.000019338137],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99857634,0.00003176671,0.0004493424,0.0001136702,0.0003069596,0.0005219303],"domain_scores_gemma":[0.9987552,0.0003919642,0.00012113045,0.0002180168,0.00010973183,0.00040392842],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006378513,0.00022062803,0.00039177784,0.00018103709,0.00016454494,0.000085365835,0.00048662076,0.000054547614,0.000027512564],"category_scores_gemma":[0.00018374005,0.00017839456,0.00013954357,0.00022206365,0.00003740694,0.000100720026,0.000013241873,0.000677436,0.0000011698411],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000087312896,0.000013320657,0.00013184942,0.0001840228,0.00047320436,0.00011723696,0.00067019084,0.5858591,0.40907332,0.0005599133,0.0018071062,0.0010234102],"study_design_scores_gemma":[0.0018120264,0.00008723601,0.000022298014,0.00008869506,0.00011132168,0.00040868865,0.00004958006,0.9733931,0.0013577049,0.00010543066,0.022268122,0.00029579448],"about_ca_topic_score_codex":0.0002825662,"about_ca_topic_score_gemma":0.00043325973,"teacher_disagreement_score":0.5118212,"about_ca_system_score_codex":0.00071065256,"about_ca_system_score_gemma":0.00032981834,"threshold_uncertainty_score":0.7274719},"labels":[],"label_agreement":null},{"id":"W4286484559","doi":"10.11591/ijpeds.v13.i3.pp1459-1468","title":"Online induction motor rotor time constant estimation using perturbation-based extremum seeking control","year":2022,"lang":"en","type":"article","venue":"International Journal of Power Electronics and Drive Systems/International Journal of Electrical and Computer Engineering","topic":"Extremum Seeking 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":"MRAS; Control theory (sociology); Estimator; Perturbation (astronomy); Constant (computer programming); Rotor (electric); Induction motor; Estimation theory; Computer science; Vector control; Mathematics; Engineering; Control (management); Voltage; Algorithm; Physics; Statistics","score_opus":0.004356033324396951,"score_gpt":0.2006587812250672,"score_spread":0.19630274790067023,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4286484559","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19796686,0.004792821,0.7926316,0.00027800133,0.004060387,0.00017976975,0.00003886576,0.000036723042,0.0000149786265],"genre_scores_gemma":[0.99609196,0.00009651536,0.002404514,0.000077543955,0.0012599367,0.000004532741,0.00000885152,0.000042305615,0.000013857623],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99700433,0.00015963273,0.0012111604,0.00017265604,0.0011666677,0.00028553628],"domain_scores_gemma":[0.99753153,0.0003861904,0.00080149097,0.00008095281,0.0010395068,0.00016034296],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00087723526,0.000271407,0.0005100258,0.0009378657,0.00010652013,0.00025802117,0.00048662908,0.00008251152,0.000016897728],"category_scores_gemma":[0.000109254295,0.00026134306,0.00019978386,0.00017656438,0.00002376742,0.00041553128,0.00005767486,0.00091981894,4.924319e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027816757,0.00016409629,0.0004649056,0.000023660512,0.0013233114,0.00021368264,0.00019847903,0.8663805,0.1256093,0.0012785014,0.00011567202,0.0039497404],"study_design_scores_gemma":[0.0022662638,0.0005670242,0.00041744896,0.00018772073,0.00007361471,0.0037933646,0.000031612966,0.98988926,0.000063689906,0.00010870714,0.0023689023,0.00023240817],"about_ca_topic_score_codex":0.000008302107,"about_ca_topic_score_gemma":4.6327483e-7,"teacher_disagreement_score":0.7981251,"about_ca_system_score_codex":0.0010151376,"about_ca_system_score_gemma":0.00020637776,"threshold_uncertainty_score":0.9999839},"labels":[],"label_agreement":null},{"id":"W4310065947","doi":"10.1016/j.jprocont.2022.11.006","title":"Extremum seeking controller tuning for heat pump optimization using failure-robust Bayesian optimization","year":2022,"lang":"en","type":"article","venue":"Journal of Process Control","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Control theory (sociology); Multivariable calculus; PID controller; Bayesian optimization; Benchmark (surveying); Nonlinear system; Acceleration; Controller (irrigation); Estimator; Optimization problem; Mathematical optimization; Mathematics; Computer science; Engineering; Control (management); Control engineering; Temperature control; Physics; Statistics","score_opus":0.014116232196311054,"score_gpt":0.2260306080117105,"score_spread":0.21191437581539943,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4310065947","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":[0.00079083163,0.0011859923,0.9955346,0.00030388497,0.0010263496,0.0008480076,0.000025827883,0.0001477445,0.00013674618],"genre_scores_gemma":[0.9748544,0.0000107903825,0.023878142,0.00013632917,0.00083995477,0.0000994381,0.000009976734,0.00014345984,0.000027489688],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9971715,0.00018242386,0.0012128336,0.00024888362,0.00066535175,0.00051899225],"domain_scores_gemma":[0.99815744,0.00027399205,0.00060670334,0.00017951446,0.0006186862,0.00016365004],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0011877203,0.00034135956,0.00081739255,0.0005368894,0.0004847799,0.00021037983,0.0004165322,0.00011966789,0.00010310897],"category_scores_gemma":[0.00023910763,0.00035249675,0.00028845845,0.0004334292,0.000024824452,0.0007697257,0.000026690524,0.0004972893,4.4111326e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028193434,0.00004203917,0.0002882906,0.00014845199,0.00027452075,0.0000150130545,0.00038949077,0.96023273,0.037938125,0.000017550237,0.000119979595,0.00025187872],"study_design_scores_gemma":[0.0075531127,0.00016899491,0.0000031679745,0.00013844244,0.0002645947,0.000264378,0.0006418973,0.990086,0.000027518605,0.00004854285,0.00046247357,0.00034086153],"about_ca_topic_score_codex":0.000007077194,"about_ca_topic_score_gemma":0.0000039947554,"teacher_disagreement_score":0.9740636,"about_ca_system_score_codex":0.00054895773,"about_ca_system_score_gemma":0.00015111074,"threshold_uncertainty_score":0.9998927},"labels":[],"label_agreement":null},{"id":"W4324137886","doi":"10.1016/j.engappai.2023.106029","title":"Real-time measurement-driven reinforcement learning control approach for uncertain nonlinear systems","year":2023,"lang":"en","type":"article","venue":"Engineering Applications of Artificial Intelligence","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Reinforcement learning; Payload (computing); Robustness (evolution); Nonlinear system; Control theory (sociology); Benchmark (surveying); Process (computing); Overshoot (microwave communication); Mathematical optimization; Artificial intelligence; Control (management); Mathematics","score_opus":0.031785317607990755,"score_gpt":0.25111817790173885,"score_spread":0.2193328602937481,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4324137886","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":[0.0007900674,0.00013111108,0.9952609,0.000017179485,0.00018139894,0.0016977355,0.000023391813,0.0013356535,0.00056257326],"genre_scores_gemma":[0.98618156,0.00004583412,0.011022439,0.0000013677883,0.00032971991,0.002122679,0.000084630396,0.00009095005,0.00012082093],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980546,0.000023781868,0.00078706996,0.00029792966,0.00040319018,0.0004334221],"domain_scores_gemma":[0.99882853,0.00024103654,0.00011966946,0.00043065177,0.00028135136,0.00009875813],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00078052207,0.00024710785,0.0003894956,0.00031358865,0.00010702803,0.000057835787,0.0003674093,0.00011651202,0.0000049712817],"category_scores_gemma":[0.00015408208,0.00028184758,0.00012393,0.0007270498,0.00003201211,0.00008352894,0.000024415722,0.00017283636,0.00011420106],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000073432225,0.000014298193,0.000007436429,0.00028283065,0.000077309276,2.3162218e-7,0.00010865537,0.7759821,0.21900217,0.0028652716,0.00007710128,0.0015752615],"study_design_scores_gemma":[0.00007363123,0.000041556683,0.000005403514,0.000068467474,0.00003558539,0.0000013134812,0.00016386407,0.99253637,0.0045203995,0.000037118596,0.0022665844,0.00024972466],"about_ca_topic_score_codex":0.00006940087,"about_ca_topic_score_gemma":0.0000013630662,"teacher_disagreement_score":0.9853915,"about_ca_system_score_codex":0.000183312,"about_ca_system_score_gemma":0.000026105743,"threshold_uncertainty_score":0.99996334},"labels":[],"label_agreement":null},{"id":"W4327639810","doi":"10.1016/j.ifacol.2023.02.010","title":"A dual-mode finite-time extremum seeking controller design technique","year":2023,"lang":"en","type":"article","venue":"IFAC-PapersOnLine","topic":"Extremum Seeking 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":"Queen's University","funders":"","keywords":"Control theory (sociology); Nonlinear system; Dual (grammatical number); Perturbation (astronomy); Controller (irrigation); Gradient descent; Mode (computer interface); Mathematics; Stability (learning theory); Computer science; Mathematical optimization; Control (management); Physics","score_opus":0.01602888697315378,"score_gpt":0.2326858467142591,"score_spread":0.21665695974110533,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4327639810","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":[0.0029196776,0.0014233956,0.97474116,0.0007290637,0.0009899978,0.0024737269,0.00022582812,0.009659707,0.006837428],"genre_scores_gemma":[0.8832217,0.00016930407,0.107694514,0.00023762183,0.0014537915,0.0007070776,0.0001264365,0.0004416706,0.005947877],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9971963,0.00018086607,0.00065073994,0.0005371625,0.0004820727,0.00095283473],"domain_scores_gemma":[0.99809635,0.00093536475,0.00010589999,0.0005617666,0.000090451635,0.00021016721],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000868906,0.00054792286,0.0007545738,0.00044895243,0.00016593972,0.000118201395,0.0003628174,0.0003484011,0.00020232658],"category_scores_gemma":[0.000318809,0.00054373796,0.00024351543,0.0008861043,0.000056540655,0.00022742734,0.00007698696,0.0004736411,0.0019113413],"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":[0.000045720306,0.000029483224,0.000051200353,0.000095201984,0.00016160967,0.00022105609,0.00043196065,0.051977992,0.94212186,0.000038157672,0.0003741755,0.0044515715],"study_design_scores_gemma":[0.0013371927,0.0000659155,0.0000973742,0.00019800352,0.000056218018,0.000054686476,0.000057094363,0.9934129,0.0011437612,0.00012983214,0.0028375338,0.0006094581],"about_ca_topic_score_codex":0.000055958433,"about_ca_topic_score_gemma":0.000032262014,"teacher_disagreement_score":0.9414349,"about_ca_system_score_codex":0.0001999137,"about_ca_system_score_gemma":0.00004804871,"threshold_uncertainty_score":0.99970144},"labels":[],"label_agreement":null},{"id":"W4382935862","doi":"10.23919/acc55779.2023.10156066","title":"Robust Tracking Control for Nonlinear Systems: Performance optimization via extremum seeking","year":2023,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Control theory (sociology); Nonlinear system; Inverted pendulum; Robust control; Controller (irrigation); Tracking (education); Transient (computer programming); Computer science; Linear system; Filter (signal processing); Optimization problem; Transfer function; Mathematics; Engineering; Control (management); Algorithm","score_opus":0.02397630758131405,"score_gpt":0.21025389886403514,"score_spread":0.1862775912827211,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382935862","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0022907353,0.00027874636,0.9893394,0.00004720762,0.0017386315,0.0009987315,0.000025849145,0.002778458,0.0025022258],"genre_scores_gemma":[0.9928132,0.000036376503,0.0051844195,0.000027213106,0.0007907749,0.00024848193,0.000073125826,0.00014347349,0.0006829198],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99830645,0.000035476565,0.0005372751,0.0002943053,0.000251753,0.000574753],"domain_scores_gemma":[0.99912125,0.00025319125,0.000081656704,0.00031221643,0.00014303903,0.000088671324],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006072456,0.0002694201,0.00039117556,0.0002509949,0.00016716526,0.00017022807,0.0002142078,0.00015653568,0.000017493805],"category_scores_gemma":[0.00005833601,0.00026935642,0.000107904176,0.00043873023,0.000015419271,0.00039078156,0.000016155365,0.00013728524,0.00009742193],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012982166,0.0000066198686,0.00058660406,0.00040384303,0.00006723664,0.000002765248,0.00009007079,0.98276615,0.013892381,0.00003459288,0.0006549478,0.0014817946],"study_design_scores_gemma":[0.0012736042,0.000033296332,0.000098978744,0.00015774608,0.000037009326,0.000013398456,0.00009476131,0.9955591,0.000046145615,0.0000025683894,0.0023639703,0.00031945243],"about_ca_topic_score_codex":0.000020785548,"about_ca_topic_score_gemma":0.000011801252,"teacher_disagreement_score":0.9905225,"about_ca_system_score_codex":0.00013819519,"about_ca_system_score_gemma":0.000016338881,"threshold_uncertainty_score":0.99997586},"labels":[],"label_agreement":null},{"id":"W4382935904","doi":"10.23919/acc55779.2023.10155879","title":"Extremum Seeking Regulator for a Class of Nonlinear Systems with Unknown Control Direction","year":2023,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Control theory (sociology); Nonlinear system; Transient (computer programming); Lorenz system; Class (philosophy); Stability (learning theory); Control system; Mathematics; Function (biology); Control (management); Exponential stability; Computer science; Chaotic; Engineering; Artificial intelligence","score_opus":0.009358857935265226,"score_gpt":0.20412929749476708,"score_spread":0.19477043955950185,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382935904","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.041694563,0.0006436095,0.9395743,0.00012664936,0.002427938,0.0022950515,0.00007816804,0.0037274705,0.009432223],"genre_scores_gemma":[0.99638003,0.000006694017,0.00051101757,0.00000798615,0.00041275116,0.00021456176,0.000016490168,0.00010073665,0.0023497443],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986484,0.000038329737,0.00044152408,0.00023871075,0.00025667038,0.0003763494],"domain_scores_gemma":[0.9990579,0.00028691647,0.00009925073,0.00033256013,0.0001490566,0.00007432753],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042527265,0.00021402442,0.0004706164,0.00022131648,0.00005836367,0.000047877224,0.0001314817,0.00012272166,0.00000455556],"category_scores_gemma":[0.00004520067,0.00017761893,0.00010022948,0.00045460023,0.000025893527,0.0001240397,0.000010389881,0.000088883186,0.00002034004],"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":[0.00020212175,0.000039796516,0.0028026735,0.0017145717,0.000671984,0.000010681608,0.00029181127,0.1654839,0.81850034,0.0022438138,0.0051346254,0.0029036552],"study_design_scores_gemma":[0.0017215194,0.000086800836,0.0003059894,0.00021502646,0.00005430587,0.000011831618,0.00014505266,0.9762723,0.0002795307,0.000011385225,0.020682484,0.00021378897],"about_ca_topic_score_codex":0.00009593943,"about_ca_topic_score_gemma":0.00014882666,"teacher_disagreement_score":0.95468545,"about_ca_system_score_codex":0.00009732214,"about_ca_system_score_gemma":0.000023741555,"threshold_uncertainty_score":0.72430897},"labels":[],"label_agreement":null},{"id":"W4385451959","doi":"10.23919/ecc57647.2023.10178252","title":"Adaptive Hessian Estimation Based Extremum Seeking Control","year":2023,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Hessian matrix; Robustness (evolution); Control theory (sociology); SIGNAL (programming language); Computer science; Noise (video); Estimation theory; Adaptive control; Mathematics; Algorithm; Control (management); Artificial intelligence","score_opus":0.012618495579969831,"score_gpt":0.20832919821789028,"score_spread":0.19571070263792045,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385451959","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0014168521,0.00006598965,0.9678916,0.00020705789,0.0005781708,0.00030450016,0.000008590094,0.003583104,0.02594417],"genre_scores_gemma":[0.99749583,0.000001073226,0.001664693,0.00008484653,0.00013948967,0.00006752639,0.000015537194,0.00006235582,0.00046865194],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988529,0.000088214285,0.00026692156,0.00019383317,0.00023178184,0.0003663346],"domain_scores_gemma":[0.9992349,0.00035020066,0.000035419045,0.00026215645,0.000033631182,0.000083701925],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046208754,0.00018446178,0.00023272376,0.00021999812,0.00011113498,0.000065640816,0.00013537255,0.0000913287,0.000081775506],"category_scores_gemma":[0.00007484528,0.00017990152,0.00007689433,0.0004105393,0.00001612388,0.00017049118,0.000009567049,0.00019434589,0.00077736814],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028622731,0.000017732942,0.0016284754,0.00012701486,0.00013613618,0.0000568813,0.00039075039,0.83244956,0.13468187,0.0013272456,0.007327033,0.0218287],"study_design_scores_gemma":[0.00087629,0.000017530061,0.001450559,0.000063589825,0.000016419363,0.0000021767748,0.00008939496,0.99613845,0.000091505106,0.00017795729,0.0008682371,0.00020787804],"about_ca_topic_score_codex":0.000041249106,"about_ca_topic_score_gemma":0.00004850906,"teacher_disagreement_score":0.99607897,"about_ca_system_score_codex":0.00010645772,"about_ca_system_score_gemma":0.00001834225,"threshold_uncertainty_score":0.99917537},"labels":[],"label_agreement":null},{"id":"W4388918492","doi":"10.1016/j.ifacol.2023.10.913","title":"Distributed extremum-seeking control with nonlinear gain for a class of optimization problems","year":2023,"lang":"en","type":"article","venue":"IFAC-PapersOnLine","topic":"Extremum Seeking 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":"Queen's University","funders":"","keywords":"Control theory (sociology); Nonlinear system; Convergence (economics); Controller (irrigation); Class (philosophy); Computer science; Mathematical optimization; Control (management); Mathematics; Artificial intelligence","score_opus":0.01129722362998807,"score_gpt":0.21046616331866633,"score_spread":0.19916893968867827,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388918492","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":[0.007614779,0.00035608312,0.9877965,0.0003787814,0.00028065205,0.0013782532,0.00083523314,0.001127934,0.00023176974],"genre_scores_gemma":[0.86356425,0.00005741102,0.1339586,0.000053045886,0.00046341075,0.00029084255,0.0012233579,0.00019045602,0.00019861243],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981562,0.000048521855,0.0005744289,0.00034167033,0.00033006963,0.00054909603],"domain_scores_gemma":[0.99880314,0.00034330503,0.00017090609,0.00036314476,0.00021011464,0.00010939304],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004099937,0.00033180648,0.0005695643,0.00020562568,0.00008748176,0.00004721583,0.00023628553,0.000172547,0.000016604054],"category_scores_gemma":[0.00014519233,0.00029629195,0.00013921536,0.00067763723,0.00005591214,0.00016005241,0.000019148683,0.00017330919,0.000013534248],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010384879,0.000041089992,0.00040908618,0.00043882232,0.00018096248,0.000010961473,0.00023201872,0.9062754,0.091185264,0.00003761631,0.000036821286,0.0010480954],"study_design_scores_gemma":[0.003404124,0.00017261463,0.00008470667,0.00027713948,0.000091130096,0.000011808061,0.00014157857,0.9941591,0.00017906805,0.000009274788,0.0011369322,0.00033251772],"about_ca_topic_score_codex":0.000034958215,"about_ca_topic_score_gemma":0.000118218726,"teacher_disagreement_score":0.8559495,"about_ca_system_score_codex":0.000113103204,"about_ca_system_score_gemma":0.000044185745,"threshold_uncertainty_score":0.9999489},"labels":[],"label_agreement":null},{"id":"W4388919005","doi":"10.1016/j.ifacol.2023.10.1293","title":"Controller Design for Game Theoretic Steady-State Control: An LMI Approach","year":2023,"lang":"en","type":"article","venue":"IFAC-PapersOnLine","topic":"Extremum Seeking 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 Toronto","funders":"","keywords":"Control theory (sociology); Diagonal; Nash equilibrium; Controller (irrigation); Set (abstract data type); Constant (computer programming); Stability (learning theory); Computer science; State (computer science); Exponential stability; Argument (complex analysis); Mathematical optimization; Mathematics; Control (management); Nonlinear system; Algorithm","score_opus":0.025230989325394627,"score_gpt":0.23964219043241852,"score_spread":0.21441120110702389,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388919005","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":[0.023091523,0.0011816093,0.96536607,0.00033232948,0.00084266555,0.0032909934,0.0003790308,0.0034725107,0.0020432775],"genre_scores_gemma":[0.9587322,0.00007384778,0.037898555,0.00022779388,0.0007131238,0.0006694406,0.00015645655,0.00026624682,0.0012623208],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9972818,0.00022360451,0.00059851015,0.00055999745,0.0003708016,0.0009652856],"domain_scores_gemma":[0.99821347,0.000755991,0.000103693936,0.0005416776,0.00012268519,0.00026247033],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001203917,0.00050223025,0.0008101688,0.00024356127,0.000121659265,0.00013545323,0.00045649937,0.00020961791,0.000025852469],"category_scores_gemma":[0.00018620248,0.00045194093,0.00024712895,0.00038951542,0.000092061135,0.00022801515,0.000023126142,0.00027890646,0.00019894836],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011849368,0.00024491976,0.0001719919,0.00077788095,0.001021379,0.00008290922,0.0040963036,0.721318,0.24028364,0.004164429,0.00041784006,0.026235789],"study_design_scores_gemma":[0.0065021743,0.00021443136,0.00014004947,0.000043047075,0.00010546551,0.000018530465,0.00026883898,0.990125,0.00012242427,0.00071774697,0.0012145548,0.00052775216],"about_ca_topic_score_codex":0.000024082648,"about_ca_topic_score_gemma":0.000020873857,"teacher_disagreement_score":0.9356407,"about_ca_system_score_codex":0.00011461687,"about_ca_system_score_gemma":0.000038024435,"threshold_uncertainty_score":0.99979323},"labels":[],"label_agreement":null},{"id":"W4391021200","doi":"10.1109/cdc49753.2023.10383229","title":"Distributed Source Seeking Using A Bi-Level Distributed Model Predictive Control Algorithm","year":2023,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council","keywords":"Computer science; Model predictive control; SIGNAL (programming language); Process (computing); Control (management); Distributed computing; Algorithm; Control theory (sociology); Artificial intelligence","score_opus":0.024614928962665036,"score_gpt":0.2295715197202731,"score_spread":0.20495659075760805,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391021200","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00638392,0.00010765009,0.9845543,0.00006867918,0.00045973368,0.00055951567,0.0030149526,0.004445428,0.00040585245],"genre_scores_gemma":[0.9955821,0.0000072193716,0.0031397655,0.000037075577,0.00027834112,0.000075348355,0.00049433723,0.00014088667,0.00024493],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9975147,0.00007309995,0.00058386265,0.00044170712,0.00047428254,0.00091230957],"domain_scores_gemma":[0.998834,0.00023006614,0.00009221615,0.00047162417,0.00014579947,0.00022628687],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00041213256,0.0004292718,0.00056593854,0.00024789362,0.00020242068,0.00013853486,0.00032382924,0.00023835915,0.000015172189],"category_scores_gemma":[0.0001160102,0.00043249206,0.0001814198,0.0010118589,0.00005105843,0.00027141493,0.00008414399,0.00033399754,0.00009826096],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013310446,0.000015678701,0.00050352985,0.000041389856,0.00024352373,0.000022678523,0.00015831615,0.9668113,0.028649071,0.00004194723,0.001996418,0.0015028432],"study_design_scores_gemma":[0.0016817533,0.000020667982,0.00064402027,0.00009354087,0.00009256835,0.000020971827,0.00020031512,0.99585456,0.00013419718,0.00016209889,0.00062932033,0.00046600678],"about_ca_topic_score_codex":0.0001313029,"about_ca_topic_score_gemma":0.000019562292,"teacher_disagreement_score":0.98919815,"about_ca_system_score_codex":0.00042871878,"about_ca_system_score_gemma":0.00005536843,"threshold_uncertainty_score":0.99981266},"labels":[],"label_agreement":null},{"id":"W4392283036","doi":"10.1109/tnnls.2024.3362092","title":"Guest Editorial Special Issue on Reinforcement Learning-Based Control: Data-Efficient and Resilient Methods","year":2024,"lang":"en","type":"editorial","venue":"IEEE Transactions on Neural Networks and Learning Systems","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"York University; Strong; Harvard University; Georgia Institute of Technology","keywords":"Reinforcement learning; Computer science; Control (management); Artificial intelligence","score_opus":0.010577949472416205,"score_gpt":0.2647703102956591,"score_spread":0.2541923608232429,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392283036","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000013097778,0.0017663479,0.24720164,0.000030432806,0.7489619,0.0008599301,0.000079612175,0.0007052987,0.000381731],"genre_scores_gemma":[0.14911482,0.0002093731,0.000016173317,0.000010556372,0.84824276,0.00015024806,0.00018246453,0.0002613868,0.0018122307],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9940314,0.0013872372,0.0011584554,0.001318654,0.0012680482,0.00083614764],"domain_scores_gemma":[0.9947406,0.0036429358,0.00030832138,0.00081787,0.00016282187,0.00032746905],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0025085092,0.0010183095,0.0013601187,0.00045721466,0.0006473828,0.00088789745,0.00045800404,0.0014148422,0.00001972651],"category_scores_gemma":[0.00016728786,0.0009468329,0.00021045412,0.00032074272,0.000116616015,0.00011381126,0.000009687748,0.0064954995,0.00004256962],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020294619,0.000019576393,3.6340356e-7,0.00039315395,0.00019367594,0.000018325702,0.000072474984,0.5884537,0.000026847902,0.0000010989997,0.40874878,0.0018690298],"study_design_scores_gemma":[0.00091381744,0.00042673902,2.1847748e-7,0.0006686021,0.0002265324,0.000004270796,0.000035520796,0.508462,0.0000019521658,1.1938184e-7,0.48884186,0.0004183172],"about_ca_topic_score_codex":0.00028646676,"about_ca_topic_score_gemma":0.000043425473,"teacher_disagreement_score":0.24718547,"about_ca_system_score_codex":0.00031309758,"about_ca_system_score_gemma":0.000072021336,"threshold_uncertainty_score":0.9998815},"labels":[],"label_agreement":null},{"id":"W4399849444","doi":"10.1109/lcsys.2024.3417172","title":"An Observer-Based Extremum Seeking Controller Design for a Class of Second-Order Nonlinear Systems","year":2024,"lang":"en","type":"article","venue":"IEEE Control Systems Letters","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Control theory (sociology); Nonlinear system; Class (philosophy); Observer (physics); Order (exchange); Controller (irrigation); Computer science; Control engineering; Mathematics; Engineering; Control (management); Artificial intelligence; Physics; Economics; Biology","score_opus":0.021347898678109867,"score_gpt":0.2316958339396869,"score_spread":0.21034793526157702,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399849444","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.020146566,0.008276118,0.9532837,0.00024655345,0.010891836,0.004837434,0.0004926258,0.001688442,0.00013671776],"genre_scores_gemma":[0.9943006,0.000004359394,0.0007619752,0.0003197004,0.0024094551,0.001612527,0.000035485347,0.0003949467,0.00016097509],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99441165,0.0010219043,0.0018183461,0.00089289976,0.0007138423,0.0011413847],"domain_scores_gemma":[0.9954133,0.0026558046,0.0003225324,0.0009475644,0.00035777126,0.00030300405],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002936849,0.00084624777,0.0018016553,0.0005971644,0.00018986341,0.00068811455,0.00071019866,0.00044105016,0.000011160627],"category_scores_gemma":[0.00012222874,0.0008124266,0.00051620253,0.00051889446,0.00009552664,0.0005487471,0.000009468958,0.000611443,0.00004681155],"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":[0.00013051325,0.0000292613,0.00006373511,0.002115276,0.00057712477,0.000034813806,0.00014551566,0.46006715,0.53298527,0.00008418593,0.0036597091,0.0001074664],"study_design_scores_gemma":[0.0058558215,0.00021919113,0.000021348771,0.0013232912,0.00029641276,0.000037427693,0.00013117744,0.9737385,0.00037439974,0.0000041716658,0.017201195,0.0007970721],"about_ca_topic_score_codex":0.00022514396,"about_ca_topic_score_gemma":0.000044897068,"teacher_disagreement_score":0.974154,"about_ca_system_score_codex":0.0004749284,"about_ca_system_score_gemma":0.00015347051,"threshold_uncertainty_score":0.9994327},"labels":[],"label_agreement":null},{"id":"W4400350561","doi":"10.1109/tac.2024.3424345","title":"Online Feedback Equilibrium Seeking","year":2024,"lang":"en","type":"article","venue":"IEEE Transactions on Automatic Control","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung","keywords":"Computer science; Feedback control; Output feedback; Control theory (sociology); Control engineering; Control (management); Engineering; Artificial intelligence","score_opus":0.01072214208475449,"score_gpt":0.22780802537745437,"score_spread":0.21708588329269987,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400350561","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.019735066,0.00089165324,0.9667088,0.0004331135,0.0043128356,0.00054282875,0.00012315616,0.0056026666,0.0016498815],"genre_scores_gemma":[0.9981909,0.000011765847,0.00038477054,0.00012077754,0.00026822186,0.000110176756,0.000003568653,0.00013289982,0.0007769596],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99829143,0.00006761954,0.00053886865,0.00031250436,0.0003323266,0.0004572325],"domain_scores_gemma":[0.99891865,0.00045269472,0.000027850965,0.0004353063,0.00003157576,0.00013392013],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00022092061,0.0003358973,0.00042367162,0.0003344142,0.00007128891,0.00021937501,0.00021589293,0.0001465922,0.0003495149],"category_scores_gemma":[0.0000069997905,0.00032594288,0.00026265506,0.0003920101,0.000034049586,0.00024456176,5.930662e-7,0.00034359304,0.0008155032],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024861882,0.0002558808,0.0000065377694,0.0013905969,0.0013042543,0.00015010571,0.000913753,0.35841277,0.33610037,0.000106237596,0.0020584208,0.2992762],"study_design_scores_gemma":[0.00093573134,0.00005332717,0.000050647875,0.0004816108,0.00015734267,0.000053734122,0.00003867926,0.9949604,0.00054714875,0.00006257942,0.002343911,0.0003148729],"about_ca_topic_score_codex":0.00002150536,"about_ca_topic_score_gemma":0.00005546904,"teacher_disagreement_score":0.9784558,"about_ca_system_score_codex":0.00022762518,"about_ca_system_score_gemma":0.000045083987,"threshold_uncertainty_score":0.99996245},"labels":[],"label_agreement":null},{"id":"W4400643821","doi":"10.1109/tac.2024.3426890","title":"Extremum-Seeking Regulator for a Class of Nonlinear Systems With Unknown Control Direction","year":2024,"lang":"en","type":"article","venue":"IEEE Transactions on Automatic Control","topic":"Extremum Seeking 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":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada; U.S. Food and Drug Administration","keywords":"Regulator; Control theory (sociology); Nonlinear system; Class (philosophy); Control (management); Control system; Computer science; Mathematics; Control engineering; Engineering; Physics; Artificial intelligence; Biology","score_opus":0.007764890240923605,"score_gpt":0.21205865766545476,"score_spread":0.20429376742453115,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400643821","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0046575023,0.0011292528,0.9857921,0.00012454638,0.0032052835,0.0022478884,0.00023565118,0.0021890756,0.00041868683],"genre_scores_gemma":[0.9973241,0.000009926628,0.00071801746,0.000023443603,0.00026886957,0.0010127821,0.0000035792254,0.0001680534,0.0004712311],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977195,0.00011368799,0.0008644894,0.00040348232,0.0004325435,0.0004662721],"domain_scores_gemma":[0.9980081,0.0010880771,0.00012408031,0.0004971851,0.0001556032,0.00012695887],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005075053,0.00042522457,0.0008346204,0.0004641598,0.00012905954,0.0001703088,0.00018726612,0.00021125273,0.000026958043],"category_scores_gemma":[0.000015478481,0.00036579213,0.00032077156,0.0004346544,0.00006411296,0.00024163294,3.918464e-7,0.00024310501,0.000028235796],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00036928995,0.00021098094,0.000013918568,0.0042698765,0.002853776,0.000026067317,0.00058362127,0.61225694,0.31073686,0.0004127332,0.0004011423,0.06786476],"study_design_scores_gemma":[0.0038277782,0.00030389393,0.000018699338,0.0014059525,0.00058759435,0.00006344543,0.000075959004,0.98926413,0.0005756556,0.000015407068,0.0034978283,0.0003636538],"about_ca_topic_score_codex":0.0000565433,"about_ca_topic_score_gemma":0.00010980771,"teacher_disagreement_score":0.9926666,"about_ca_system_score_codex":0.00030780619,"about_ca_system_score_gemma":0.000091575064,"threshold_uncertainty_score":0.9998794},"labels":[],"label_agreement":null},{"id":"W4403647181","doi":"10.1007/s11432-023-4018-5","title":"Finite-time PID control for nonlinear nonaffine systems","year":2024,"lang":"en","type":"article","venue":"Science China Information Sciences","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"PID controller; Control theory (sociology); Nonlinear system; Computer science; Control engineering; Control (management); Physics; Engineering; Artificial intelligence; Temperature control","score_opus":0.00852283193404496,"score_gpt":0.2384749731606301,"score_spread":0.22995214122658514,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403647181","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.025036398,0.0012259842,0.9168017,0.00075571303,0.009126432,0.0017404611,0.0002821137,0.0021392556,0.042891942],"genre_scores_gemma":[0.99835736,0.000007828869,0.00106771,0.00006433551,0.00025512438,0.00008642731,0.000009714164,0.000009163208,0.00014231465],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.997898,0.00001481946,0.0005308381,0.00022882459,0.00081367494,0.00051384815],"domain_scores_gemma":[0.9991312,0.00031183523,0.000071130446,0.00020909948,0.00015380036,0.00012295948],"candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0032497528,0.00017625066,0.00021368555,0.00067338557,0.0005024301,0.0019184956,0.0007714488,0.000053774198,0.000020021884],"category_scores_gemma":[0.00044252136,0.0001364828,0.000071238246,0.0018868182,0.00048148568,0.005260696,0.000030260382,0.000106821244,0.00059081666],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010179703,0.000012541801,0.00013421921,0.0006558166,0.000029025596,0.0000015817417,0.0030533222,0.92270637,0.027988551,0.014195933,0.005019853,0.02619259],"study_design_scores_gemma":[0.00021232829,0.000064641,0.000106907355,0.000104271196,0.00000653959,0.000011412154,0.000121964906,0.9558818,0.00017424113,0.00011642886,0.043019548,0.00017994845],"about_ca_topic_score_codex":0.000031323703,"about_ca_topic_score_gemma":0.0000024215071,"teacher_disagreement_score":0.97332096,"about_ca_system_score_codex":0.0001307534,"about_ca_system_score_gemma":0.00026554702,"threshold_uncertainty_score":0.9991176},"labels":[],"label_agreement":null},{"id":"W4406982907","doi":"10.1109/mcs.2024.3500652","title":"American Control Conference in Toronto, 8–12 July 2024 [Conference Reports]","year":2025,"lang":"en","type":"article","venue":"IEEE Control Systems","topic":"Extremum Seeking 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":"Library science; Political science; Computer science","score_opus":0.008084651316283007,"score_gpt":0.23043174745480327,"score_spread":0.22234709613852027,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406982907","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01616231,0.016919069,0.45364505,0.00046953783,0.026692908,0.005763631,0.0001933524,0.0024064363,0.4777477],"genre_scores_gemma":[0.99401766,0.00006194672,0.000026087257,0.00016796097,0.0005288038,0.0008284859,0.0000057012358,0.000085532316,0.004277834],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.995411,0.000403041,0.0017757749,0.00081103545,0.0005321469,0.0010670158],"domain_scores_gemma":[0.9974465,0.00045937244,0.00038459976,0.0011924595,0.00027599724,0.00024109472],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001139511,0.00066945975,0.0017497789,0.0002918695,0.000094044284,0.0003991998,0.0005818692,0.00028035062,0.000060042174],"category_scores_gemma":[0.00017158054,0.0006785347,0.00022778133,0.00040640836,0.0001481696,0.00041191856,0.000024322826,0.00052670925,0.00010047804],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010411391,0.0006245855,0.0913599,0.004056229,0.004688852,0.00284885,0.0026140371,0.22164561,0.5295282,0.0309943,0.082249016,0.028349303],"study_design_scores_gemma":[0.00577543,0.00013641315,0.0054235095,0.0013330961,0.00018508272,0.00011143361,0.0007210466,0.94654363,0.0000918596,0.00025118774,0.03829524,0.0011320971],"about_ca_topic_score_codex":0.012820656,"about_ca_topic_score_gemma":0.012320764,"teacher_disagreement_score":0.9778553,"about_ca_system_score_codex":0.0012807618,"about_ca_system_score_gemma":0.00022363146,"threshold_uncertainty_score":0.99956656},"labels":[],"label_agreement":null},{"id":"W4407449674","doi":"10.1109/access.2025.3541536","title":"Beyond Adaptive Control: A Control Method for Nonlinear Systems With Uncertainties, Applied to COVID-19","year":2025,"lang":"en","type":"article","venue":"IEEE Access","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of New Brunswick","funders":"Natural Sciences and Engineering Research Council of Canada; New Brunswick Innovation Foundation","keywords":"Coronavirus disease 2019 (COVID-19); Adaptive control; Nonlinear system; Computer science; Control theory (sociology); Nonlinear dynamical systems; Control (management); Artificial intelligence; Physics; Infectious disease (medical specialty)","score_opus":0.01869285038723644,"score_gpt":0.30157828249754287,"score_spread":0.2828854321103064,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407449674","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":[0.00044503185,0.00058459287,0.98640007,0.00047790763,0.0016228787,0.0044348524,0.0003963276,0.0007353243,0.004903037],"genre_scores_gemma":[0.98750854,0.000002798873,0.0060298187,0.0025067923,0.00052862684,0.0028680537,0.00001667169,0.00010331121,0.0004353616],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977926,0.00011615757,0.0005794921,0.00055536465,0.00031307183,0.0006433215],"domain_scores_gemma":[0.9973389,0.0014152654,0.00012603209,0.0005890007,0.00022018763,0.0003106011],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007937641,0.00043594895,0.00096016226,0.00035221945,0.00016800652,0.00034450798,0.00076701614,0.00019494319,0.0000051013517],"category_scores_gemma":[0.00013983803,0.00038217037,0.00011461499,0.00058090873,0.00003977538,0.00018996919,0.000028845649,0.0002193903,0.000014147605],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014521608,0.0000366478,0.00032408576,0.0007639706,0.0010642329,0.000013945117,0.00029010058,0.96484077,0.009933216,0.00634295,0.013638042,0.0012998764],"study_design_scores_gemma":[0.008741486,0.00013029203,0.00003921094,0.00014514902,0.00027426393,0.00000735055,0.00021902987,0.93686914,0.00027648883,0.00043229337,0.05234316,0.0005221148],"about_ca_topic_score_codex":0.000880685,"about_ca_topic_score_gemma":0.0006011306,"teacher_disagreement_score":0.9870635,"about_ca_system_score_codex":0.0005057594,"about_ca_system_score_gemma":0.00026076555,"threshold_uncertainty_score":0.999863},"labels":[],"label_agreement":null},{"id":"W4408098347","doi":"10.1016/j.automatica.2025.112235","title":"Event-triggered learning-based control for output tracking with unknown cost functions","year":2025,"lang":"en","type":"article","venue":"Automatica","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"National Natural Science Foundation of China; Japan Society for the Promotion of Science London","keywords":"Control theory (sociology); Control (management); Event (particle physics); Computer science; Tracking (education); Control engineering; Artificial intelligence; Engineering; Psychology; Physics","score_opus":0.007586072589444045,"score_gpt":0.22484467154630514,"score_spread":0.2172585989568611,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408098347","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0038771438,0.00024946083,0.98611414,0.0005005069,0.0005157787,0.0013108103,0.000017184675,0.0016951339,0.0057198377],"genre_scores_gemma":[0.9964292,7.4854114e-7,0.0006156062,0.00011858849,0.000079054465,0.00056248665,0.00002061294,0.000055484896,0.0021182115],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998823,0.0000614619,0.00037079622,0.00021123409,0.00016179391,0.00037170202],"domain_scores_gemma":[0.9987643,0.0006996724,0.00006838784,0.00028934103,0.000110539804,0.00006780097],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027326148,0.000218451,0.00037217178,0.00017900146,0.00017951331,0.000106431675,0.00014642542,0.00010324736,0.000021599995],"category_scores_gemma":[0.00020896464,0.0001958498,0.00011484748,0.00028141952,0.00003172992,0.00009216101,0.0000047891317,0.0001925306,0.00005115471],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015528947,0.0001377009,0.0034583688,0.0011419876,0.0009358974,0.000010613476,0.00026862565,0.93760693,0.008915563,0.0022320426,0.011345202,0.033791758],"study_design_scores_gemma":[0.0031877186,0.00008121802,0.0013349914,0.0003048951,0.00016226688,0.0000016898296,0.00004622431,0.95360786,0.00013803935,0.00007777097,0.040851086,0.00020623278],"about_ca_topic_score_codex":0.000010096563,"about_ca_topic_score_gemma":0.00005566578,"teacher_disagreement_score":0.99255204,"about_ca_system_score_codex":0.0001434464,"about_ca_system_score_gemma":0.00008700397,"threshold_uncertainty_score":0.79865235},"labels":[],"label_agreement":null},{"id":"W4408357940","doi":"10.1109/tcyb.2025.3543878","title":"Observer-Based Control of Networked Periodic Piecewise Systems With Encoding–Decoding Mechanism","year":2025,"lang":"en","type":"article","venue":"IEEE Transactions on Cybernetics","topic":"Extremum Seeking 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":"Basic and Applied Basic Research Foundation of Guangdong Province; National Natural Science Foundation of China","keywords":"Decoding methods; Observer (physics); Mechanism (biology); Piecewise; Encoding (memory); Computer science; Control theory (sociology); Control (management); Mathematics; Algorithm; Artificial intelligence; Physics","score_opus":0.009269017762237075,"score_gpt":0.19770289278086886,"score_spread":0.1884338750186318,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408357940","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.021849437,0.00050909905,0.9720827,0.000046681325,0.0019970872,0.0006560459,0.000048940074,0.00046199615,0.0023480374],"genre_scores_gemma":[0.99869454,0.0000372634,0.00054446183,0.000045465604,0.000056167242,0.00012928706,0.0000021707178,0.000068139016,0.00042247793],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99831915,0.0000939801,0.0005679725,0.00028874926,0.0003295166,0.00040060893],"domain_scores_gemma":[0.9988308,0.00032405768,0.00010292042,0.00051567313,0.00012653622,0.000100000834],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000241319,0.000335655,0.0005513081,0.00029400186,0.00012710184,0.000081070895,0.00026801327,0.00019662171,0.000021310865],"category_scores_gemma":[0.000005669464,0.00032575036,0.00015134951,0.00047791214,0.00006606237,0.0000739265,5.910735e-7,0.00034177984,0.000013116341],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008433319,0.00007595093,0.00010668895,0.00030111763,0.00026983526,0.0000085004895,0.000116014104,0.970887,0.02604552,0.0007725173,0.000057223766,0.0012752842],"study_design_scores_gemma":[0.0024922432,0.00017068192,0.000060692528,0.0008246965,0.00025794405,0.000005475724,0.00008279327,0.98681754,0.008493017,0.000036787977,0.00045541584,0.0003027244],"about_ca_topic_score_codex":0.0001160963,"about_ca_topic_score_gemma":0.00014022723,"teacher_disagreement_score":0.97684515,"about_ca_system_score_codex":0.00020233802,"about_ca_system_score_gemma":0.000084926185,"threshold_uncertainty_score":0.9999195},"labels":[],"label_agreement":null},{"id":"W4408595065","doi":"10.1016/j.automatica.2025.112254","title":"Extremum seeking nonlinear regulator with concurrent uncertainties in exosystems and control directions","year":2025,"lang":"en","type":"article","venue":"Automatica","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China; Fonds De La Recherche Scientifique - FNRS; Institut national de la recherche scientifique","keywords":"Regulator; Control theory (sociology); Nonlinear system; Control (management); Control engineering; Computer science; Engineering; Chemistry; Physics; Artificial intelligence","score_opus":0.0036526244714713356,"score_gpt":0.19865660277075867,"score_spread":0.19500397829928734,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408595065","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4038085,0.019122383,0.508718,0.002435917,0.005670107,0.004860233,0.00008475291,0.0069629564,0.048337154],"genre_scores_gemma":[0.998919,0.000020318823,0.00034196104,0.000025555812,0.00006546263,0.000118889795,0.0000027050305,0.0000308415,0.00047525275],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988512,0.0000712487,0.00040652475,0.00021728843,0.00015625423,0.00029747913],"domain_scores_gemma":[0.999317,0.0002734349,0.00004959453,0.0002654679,0.00003732682,0.000057177756],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022790828,0.00021049546,0.00042115492,0.00023963934,0.000073632946,0.00009383387,0.000106398606,0.00008436458,0.00000748625],"category_scores_gemma":[0.000054540084,0.00016485009,0.000035661822,0.00033749515,0.00005961006,0.000114244256,0.000018486202,0.00015892475,0.000008432542],"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":[0.00024608808,0.0007431713,0.3819287,0.014368972,0.0043588476,0.0003155261,0.013920261,0.03656487,0.3604843,0.029762398,0.008623604,0.14868324],"study_design_scores_gemma":[0.001329582,0.000023008108,0.007233946,0.00091294263,0.00004597251,0.000015158555,0.00022940781,0.9823116,0.000037019567,0.00008238286,0.007582627,0.00019635567],"about_ca_topic_score_codex":0.000115881354,"about_ca_topic_score_gemma":0.00042461438,"teacher_disagreement_score":0.9457467,"about_ca_system_score_codex":0.00014211015,"about_ca_system_score_gemma":0.00003349601,"threshold_uncertainty_score":0.6722391},"labels":[],"label_agreement":null},{"id":"W4410106802","doi":"10.5755/j02.mech.39202","title":"Real-Time Swing-up of a Linear Inverted Pendulum Using Reinforcement Learning","year":2025,"lang":"en","type":"article","venue":"Mechanika","topic":"Extremum Seeking 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":"University of Regina","funders":"","keywords":"Swing; Inverted pendulum; Reinforcement; Double inverted pendulum; Control theory (sociology); Reinforcement learning; Pendulum; Computer science; Engineering; Artificial intelligence; Structural engineering; Physics; Mechanical engineering; Nonlinear system; Control (management)","score_opus":0.011830440443538016,"score_gpt":0.22828595148518932,"score_spread":0.2164555110416513,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410106802","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.31267476,0.00035180882,0.64111525,0.00004303417,0.0025062892,0.0008517109,0.000004066442,0.001619746,0.04083337],"genre_scores_gemma":[0.99585813,0.000015886853,0.0012408415,0.000019300267,0.00007579671,0.000010735449,0.000007200249,0.00004281697,0.002729318],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988461,0.000053186533,0.00043056376,0.00017657243,0.00020295188,0.00029059077],"domain_scores_gemma":[0.99946624,0.000053466014,0.00008187353,0.00028353342,0.00007190116,0.000042979802],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032550155,0.00017941874,0.00034389214,0.00023947928,0.00007581031,0.000019656602,0.00017493048,0.000113824266,0.00007579438],"category_scores_gemma":[0.00008355027,0.00019761217,0.00008711439,0.00034942137,0.000010500592,0.000085096646,0.00006520367,0.00018508069,0.000047472706],"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":[0.000011479426,0.0000056729796,0.000084331914,0.00018600837,0.0001023889,0.0000038076996,0.00032990077,0.08627435,0.9113633,0.0009316835,0.00018592595,0.0005211535],"study_design_scores_gemma":[0.00057546986,0.000031421063,0.0000127138865,0.00030290967,0.000044766322,0.000002480709,0.00009584868,0.96918654,0.028210483,0.00009306927,0.0012884478,0.00015584727],"about_ca_topic_score_codex":0.0004724935,"about_ca_topic_score_gemma":0.000011913679,"teacher_disagreement_score":0.88315284,"about_ca_system_score_codex":0.0001630341,"about_ca_system_score_gemma":0.0000382285,"threshold_uncertainty_score":0.80583906},"labels":[],"label_agreement":null},{"id":"W4410828442","doi":"10.26434/chemrxiv-2025-sxfvl","title":"Closed-Loop: Vision-Guided Experimental Control in Self-Driving Labs","year":2025,"lang":"en","type":"preprint","venue":"ChemRxiv","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; University of British Columbia; Killam Trusts; Canada First Research Excellence Fund; Pfizer","keywords":"Loop (graph theory); Control (management); Closed loop; Self driving; Computer science; Control theory (sociology); Computer vision; Psychology; Artificial intelligence; Control engineering; Engineering; Automotive engineering; Mathematics","score_opus":0.009351353135480406,"score_gpt":0.25378593308761266,"score_spread":0.24443457995213225,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410828442","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8828704,0.014321134,0.009058367,0.00032325624,0.008961128,0.003243929,0.000036342353,0.005151617,0.07603385],"genre_scores_gemma":[0.99764544,0.00005332051,0.00053206907,0.00008146265,0.0004627167,0.00037482762,0.000028336923,0.000103547085,0.00071828364],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9973848,0.00009567297,0.00087526283,0.0007082952,0.00033519155,0.00060081255],"domain_scores_gemma":[0.9984817,0.0002079141,0.0001337999,0.0009789716,0.00006352822,0.00013408028],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004363974,0.0006284302,0.0009754296,0.00037164942,0.000050334955,0.00015486579,0.0007004902,0.0006508404,0.00004095353],"category_scores_gemma":[0.000068664245,0.00071750587,0.00027591275,0.0002363529,0.000030357058,0.00009966459,0.00037533438,0.0010105529,0.00015891546],"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":[0.000046249996,0.0005333697,0.01768852,0.0033085116,0.0012753794,0.00026537426,0.0034516286,0.058964685,0.88147146,0.000470914,0.03138008,0.0011438086],"study_design_scores_gemma":[0.0045004906,0.00003027063,0.0027624608,0.002644156,0.00009471052,0.000009529926,0.00016389591,0.9566431,0.02424329,0.00020019455,0.0072103096,0.0014975908],"about_ca_topic_score_codex":0.00012241067,"about_ca_topic_score_gemma":0.000043860047,"teacher_disagreement_score":0.89767843,"about_ca_system_score_codex":0.00080711895,"about_ca_system_score_gemma":0.00010636067,"threshold_uncertainty_score":0.99952763},"labels":[],"label_agreement":null},{"id":"W4411223488","doi":"10.26434/chemrxiv-2025-sxfvl-v2","title":"Closed-Loop: Vision-Guided Experimental Control in Self-Driving Labs","year":2025,"lang":"en","type":"preprint","venue":"ChemRxiv","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; University of British Columbia; Killam Trusts; Canada First Research Excellence Fund; Pfizer","keywords":"Loop (graph theory); Closed loop; Computer science; Control (management); Control theory (sociology); Artificial intelligence; Control engineering; Engineering; Mathematics","score_opus":0.009351353135480406,"score_gpt":0.25378593308761266,"score_spread":0.24443457995213225,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411223488","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8828704,0.014321134,0.009058367,0.00032325624,0.008961128,0.003243929,0.000036342353,0.005151617,0.07603385],"genre_scores_gemma":[0.99764544,0.00005332051,0.00053206907,0.00008146265,0.0004627167,0.00037482762,0.000028336923,0.000103547085,0.00071828364],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9973848,0.00009567297,0.00087526283,0.0007082952,0.00033519155,0.00060081255],"domain_scores_gemma":[0.9984817,0.0002079141,0.0001337999,0.0009789716,0.00006352822,0.00013408028],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004363974,0.0006284302,0.0009754296,0.00037164942,0.000050334955,0.00015486579,0.0007004902,0.0006508404,0.00004095353],"category_scores_gemma":[0.000068664245,0.00071750587,0.00027591275,0.0002363529,0.000030357058,0.00009966459,0.00037533438,0.0010105529,0.00015891546],"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":[0.000046249996,0.0005333697,0.01768852,0.0033085116,0.0012753794,0.00026537426,0.0034516286,0.058964685,0.88147146,0.000470914,0.03138008,0.0011438086],"study_design_scores_gemma":[0.0045004906,0.00003027063,0.0027624608,0.002644156,0.00009471052,0.000009529926,0.00016389591,0.9566431,0.02424329,0.00020019455,0.0072103096,0.0014975908],"about_ca_topic_score_codex":0.00012241067,"about_ca_topic_score_gemma":0.000043860047,"teacher_disagreement_score":0.89767843,"about_ca_system_score_codex":0.00080711895,"about_ca_system_score_gemma":0.00010636067,"threshold_uncertainty_score":0.99952763},"labels":[],"label_agreement":null},{"id":"W4412405724","doi":"10.1109/aero63441.2025.11068473","title":"Autonomous Navigation and Station-keeping of High-Altitude Balloon Using Extremum Seeking Control","year":2025,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking 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":"Queen's University","funders":"","keywords":"Balloon; Computer science; Control theory (sociology); Effects of high altitude on humans; Environmental science; Control (management); Aeronautics; Marine engineering; Control engineering; Aerospace engineering; Meteorology; Engineering; Artificial intelligence; Physics; Medicine; Surgery","score_opus":0.006781744053359247,"score_gpt":0.22087714502904668,"score_spread":0.21409540097568744,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412405724","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24116555,0.00067207945,0.7544884,0.00004268205,0.00043841114,0.00028174804,0.000007713698,0.00027539555,0.002628028],"genre_scores_gemma":[0.99632865,0.000006132815,0.00343722,0.000047849127,0.000054985157,0.000010621169,0.000008212832,0.000025321831,0.00008103374],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989529,0.000044924986,0.00045423524,0.00019101913,0.000139986,0.00021691098],"domain_scores_gemma":[0.99943715,0.00017298634,0.00008368541,0.00018741767,0.00007876835,0.000039990682],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002586449,0.0001595705,0.0003211423,0.0001830692,0.0000712848,0.00005668422,0.00008962011,0.00008985295,0.000011010371],"category_scores_gemma":[0.000036435296,0.00017461198,0.000040588242,0.00019895993,0.000029103601,0.00021038973,0.000020668507,0.00010789551,0.000002106516],"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":[0.000014543401,0.000016144622,0.008368051,0.00050801097,0.00021245332,0.0000042226434,0.00036852376,0.07474439,0.90380144,0.0059719062,0.00005327398,0.005937063],"study_design_scores_gemma":[0.0010846592,0.000010775631,0.0037945209,0.00033309415,0.000061335035,0.0000042420033,0.00008472975,0.99301606,0.00082487275,0.00045682106,0.00017450201,0.00015437532],"about_ca_topic_score_codex":0.00076085,"about_ca_topic_score_gemma":0.000076276105,"teacher_disagreement_score":0.91827166,"about_ca_system_score_codex":0.0001513453,"about_ca_system_score_gemma":0.000035040473,"threshold_uncertainty_score":0.712047},"labels":[],"label_agreement":null},{"id":"W4412455208","doi":"10.1016/j.sysconle.2025.106195","title":"LP techniques in the control of reflected jump systems and their relevance for epidemics","year":2025,"lang":"en","type":"article","venue":"Systems & Control Letters","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"National Key Research and Development Program of China; Natural Science Foundation of Shandong Province; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Relevance (law); Jump; Control (management); Mathematics; Applied mathematics; Control theory (sociology); Computer science; Calculus (dental); Econometrics; Mathematical economics; Physics; Artificial intelligence; Political science; Medicine; Law","score_opus":0.007879836621995581,"score_gpt":0.22735019552085411,"score_spread":0.21947035889885852,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412455208","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08566375,0.03286288,0.8598454,0.0032550406,0.003177824,0.012129145,0.00024932864,0.00095504784,0.001861566],"genre_scores_gemma":[0.9972219,0.000045866407,0.00006235594,0.0007138399,0.00025260655,0.0015864361,0.000005895505,0.000058970672,0.00005215802],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99713093,0.0005482943,0.0011833525,0.00038457272,0.00021059003,0.0005422652],"domain_scores_gemma":[0.9961282,0.002730035,0.00027573766,0.00068716425,0.0001314223,0.000047412967],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0022233245,0.00039577452,0.0011850673,0.00033764838,0.00006759141,0.00010637253,0.00047938142,0.00022479641,3.4683984e-7],"category_scores_gemma":[0.00028276636,0.00028924484,0.00015606132,0.00038423008,0.0000761895,0.00013754111,0.000014378936,0.00032916068,0.000001645707],"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":[0.00019589707,0.00002448426,0.006912556,0.002766901,0.00051765656,0.0000068289837,0.00058847223,0.012989518,0.9642629,0.0062533943,0.004463752,0.0010176618],"study_design_scores_gemma":[0.006604544,0.00012398777,0.001124621,0.0026371926,0.00014457754,0.000037297472,0.00076841295,0.9400144,0.0005468975,0.00015936229,0.04724007,0.0005986092],"about_ca_topic_score_codex":0.00043566278,"about_ca_topic_score_gemma":0.00006820698,"teacher_disagreement_score":0.963716,"about_ca_system_score_codex":0.00019426965,"about_ca_system_score_gemma":0.000028494647,"threshold_uncertainty_score":0.99995595},"labels":[],"label_agreement":null},{"id":"W4413167893","doi":"10.1016/j.ifacol.2025.07.201","title":"Observer based extremum seeking control for cell population models with uncertain growth dynamics","year":2025,"lang":"en","type":"article","venue":"IFAC-PapersOnLine","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"Mitacs","keywords":"Control theory (sociology); Dynamics (music); Control (management); Observer (physics); Population; Population growth; Computer science; Mathematics; Physics; Artificial intelligence; Sociology","score_opus":0.00905684815238959,"score_gpt":0.20418820128807572,"score_spread":0.19513135313568614,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413167893","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":[0.016983114,0.0006157522,0.9777044,0.00048941636,0.00043083995,0.0010892978,0.00019527331,0.0006495169,0.0018423845],"genre_scores_gemma":[0.9088922,0.0000072863086,0.0895535,0.00028918684,0.0001652763,0.00014174593,0.00032145708,0.00009942766,0.0005299277],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99825555,0.000090210655,0.00045181788,0.00041729864,0.00026326193,0.0005218308],"domain_scores_gemma":[0.9987947,0.00046047842,0.0001016072,0.00038839548,0.00016245691,0.00009236767],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003863468,0.00039660977,0.000507351,0.0002016018,0.00018536429,0.000088700705,0.00025604124,0.00020361686,0.000008655661],"category_scores_gemma":[0.00006321232,0.00036926204,0.00015975053,0.00034230057,0.00002450386,0.000261687,0.000013931459,0.00030060936,0.000003849137],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00041397646,0.00014785258,0.013313477,0.0015979367,0.00027469767,0.00002366173,0.00021156564,0.9349414,0.041083544,0.0042670052,0.000042612653,0.003682229],"study_design_scores_gemma":[0.0041584675,0.000067617846,0.0009609783,0.000244313,0.00014171997,0.0000021459973,0.000085578424,0.9934294,0.00005603607,0.00038163515,0.00007647915,0.0003956129],"about_ca_topic_score_codex":0.00044772966,"about_ca_topic_score_gemma":0.001605438,"teacher_disagreement_score":0.89190906,"about_ca_system_score_codex":0.000478009,"about_ca_system_score_gemma":0.00005977981,"threshold_uncertainty_score":0.9998759},"labels":[],"label_agreement":null},{"id":"W4415939991","doi":"10.1016/j.ifacol.2025.10.137","title":"Constrained Extremum Seeking Controller Design for a Class of Second-Order Nonlinear Systems","year":2025,"lang":"en","type":"article","venue":"IFAC-PapersOnLine","topic":"Extremum Seeking 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":"Queen's University","funders":"","keywords":"Control theory (sociology); Nonlinear system; Controller (irrigation); Class (philosophy); Minification; Set (abstract data type); Saddle point; Point (geometry); Trajectory","score_opus":0.014648602851149668,"score_gpt":0.23485886551976337,"score_spread":0.2202102626686137,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415939991","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":[0.005001143,0.0062316023,0.9762108,0.00027935646,0.002013126,0.0027302091,0.00042907306,0.0007238434,0.0063808816],"genre_scores_gemma":[0.83269167,0.0000449372,0.16256368,0.00019209979,0.00059411704,0.0003409262,0.00006897969,0.00014205961,0.0033615134],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9973685,0.00013400624,0.001059864,0.00047010748,0.0002924469,0.0006750812],"domain_scores_gemma":[0.99770623,0.0011123862,0.00020905146,0.0004725129,0.00037578924,0.00012399661],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007699497,0.0004957333,0.001123861,0.00033800755,0.00011278817,0.000088134446,0.0003869814,0.0003425488,0.000052708812],"category_scores_gemma":[0.00031126355,0.00048449016,0.0002775621,0.00048654428,0.00010945346,0.00014871304,0.00003627972,0.00029201843,0.00001527021],"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":[0.00034365215,0.00014092532,0.00022165416,0.0022279944,0.0012086603,0.000020912343,0.00043726258,0.04670982,0.9414164,0.0019241255,0.00040818116,0.004940449],"study_design_scores_gemma":[0.0049356273,0.00009839937,0.000041811014,0.00048984727,0.0001546417,0.00001863745,0.00034724726,0.9826404,0.00055792514,0.000043031763,0.010257075,0.00041536198],"about_ca_topic_score_codex":0.000051034658,"about_ca_topic_score_gemma":0.0001106017,"teacher_disagreement_score":0.9408584,"about_ca_system_score_codex":0.00017321107,"about_ca_system_score_gemma":0.00016183825,"threshold_uncertainty_score":0.9997607},"labels":[],"label_agreement":null},{"id":"W4416371747","doi":"10.2316/j.2026.206-1175","title":"OPTIMISATION AND IMPLEMENTATION OF A CONTROLLER PID TUNING USING CORONA VIRUS SEARCH OPTIMISER ALGORITHM. 29-40","year":2025,"lang":"en","type":"article","venue":"International Journal of Robotics and Automation","topic":"Extremum Seeking 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":"Control theory (sociology); PID controller; Controller (irrigation); Control system; Process control","score_opus":0.013455552586427845,"score_gpt":0.2939110600464108,"score_spread":0.280455507459983,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416371747","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.26100656,0.00055887277,0.7374461,0.00019222905,0.0005465123,0.00012503983,0.000009317505,0.000019626883,0.00009567226],"genre_scores_gemma":[0.96939844,0.00017421781,0.030276028,0.000021581875,0.000100515004,0.0000012042411,0.000005669434,0.00000989913,0.000012465069],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99900466,0.000037652742,0.0005176636,0.00006957372,0.00028432388,0.0000861474],"domain_scores_gemma":[0.99924046,0.000088704175,0.0002139507,0.000039912065,0.0003840796,0.000032876178],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036712462,0.00008980567,0.00018971032,0.000312595,0.00003603203,0.000088057815,0.000086780936,0.00004770657,0.000008056832],"category_scores_gemma":[0.000022887063,0.000089259476,0.000040414794,0.00007459288,0.000022199123,0.00029147574,0.000024176528,0.000095723226,2.3264091e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038578608,0.000022149274,0.0020402938,0.00006780522,0.0004248042,0.0000051666602,0.0006494781,0.69881016,0.1854822,0.0010265983,0.000047502628,0.11138524],"study_design_scores_gemma":[0.0014656362,0.00003351133,0.0072709396,0.00019141477,0.00005145073,0.0000393601,0.00027327676,0.98860383,0.0017379517,0.00021766087,0.00004829166,0.00006665428],"about_ca_topic_score_codex":0.000059458805,"about_ca_topic_score_gemma":0.0000072110706,"teacher_disagreement_score":0.70839185,"about_ca_system_score_codex":0.00012198883,"about_ca_system_score_gemma":0.000041541585,"threshold_uncertainty_score":0.36398956},"labels":[],"label_agreement":null},{"id":"W6932080736","doi":"10.5683/sp3/zdfxmk","title":"CANSIM II","year":2001,"lang":"en","type":"dataset","venue":"Borealis","topic":"Extremum Seeking 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 Saskatchewan","funders":"","keywords":"Presentation (obstetrics); Relation (database); Product (mathematics); Identification (biology)","score_opus":0.009311499566522323,"score_gpt":0.2110340773793973,"score_spread":0.20172257781287498,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6932080736","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[8.895277e-7,0.0008879755,0.00011319295,0.000027861413,0.0007514816,0.00017749637,0.9902147,0.00040551875,0.0074209003],"genre_scores_gemma":[0.000037594695,0.00038816564,0.000013250145,0.00007492756,0.0011314199,0.000046271776,0.9979715,0.00006560743,0.0002713105],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988294,0.000025972338,0.00030264907,0.0002225914,0.00025590925,0.00036342788],"domain_scores_gemma":[0.99887717,0.00003641208,0.000054444637,0.00088791276,0.00003504962,0.00010902903],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000111789646,0.0003254279,0.00041647983,0.00014500349,0.00006518093,0.000045571378,0.00041893247,0.00037194576,0.00010689521],"category_scores_gemma":[0.00003937013,0.00033325824,0.00008035797,0.00014678788,0.000018633194,0.00004491672,0.00005187249,0.00033435973,0.000059249935],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000014823853,0.000007755186,0.0000017275596,0.00010963151,0.00007907736,0.00008193054,0.000014875237,0.00023393976,0.000027510476,0.000004080436,0.99905574,0.00038224264],"study_design_scores_gemma":[0.00017051719,0.000016220054,0.00001458305,0.00009363501,0.000059198526,0.000027974333,0.0000035968167,0.0012486246,0.000001485582,0.0000119784045,0.9980111,0.00034109785],"about_ca_topic_score_codex":0.090576954,"about_ca_topic_score_gemma":0.092218585,"teacher_disagreement_score":0.0077567687,"about_ca_system_score_codex":0.00015273706,"about_ca_system_score_gemma":0.000037027727,"threshold_uncertainty_score":0.99991196},"labels":[],"label_agreement":null},{"id":"W7036696295","doi":"","title":"Deed - James B. Clendennan to John Ker, 32 Perches, St. Catharines, No. 12959, 8 June 1840","year":2024,"lang":"en","type":"other","venue":"Brock University Digital Repository (Brock University)","topic":"Extremum Seeking 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":"Deed; George (robot); Fragment (logic)","score_opus":0.007367355656621726,"score_gpt":0.1717403079365832,"score_spread":0.1643729522799615,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7036696295","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0005002777,0.0009948122,0.0010890573,0.000006981137,0.0038194829,0.00079808425,0.00066677574,0.00393182,0.98819274],"genre_scores_gemma":[0.003965281,0.00016610033,0.00014549668,0.000020025676,0.0007839987,8.2437447e-7,0.00013594421,0.00081161316,0.9939707],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9966187,0.00009828475,0.0003863499,0.0012932906,0.0006675864,0.00093577197],"domain_scores_gemma":[0.997659,0.000085255044,0.00020113842,0.0010960271,0.00021181472,0.0007467507],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000061638816,0.0010772673,0.0010041363,0.0021480282,0.00021534259,0.00041355213,0.0015524359,0.00095169013,0.00007378273],"category_scores_gemma":[0.000044748056,0.0014112624,0.00058771955,0.0011649369,0.000119488075,0.0009177659,0.00084763375,0.00086209044,0.0039218925],"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":[0.00009262892,0.00008252739,0.00048338927,0.0006784456,0.00080214837,0.0009033252,0.000062510786,0.0001555627,0.005906122,0.000042144293,0.99059314,0.00019808617],"study_design_scores_gemma":[0.0008436275,0.00010166147,0.00008743217,0.0009037049,0.00038036372,0.000089689434,0.0018417792,0.00006969691,0.000025423315,0.000008061148,0.9942379,0.001410667],"about_ca_topic_score_codex":0.000708152,"about_ca_topic_score_gemma":0.0026516689,"teacher_disagreement_score":0.0058806986,"about_ca_system_score_codex":0.0017373845,"about_ca_system_score_gemma":0.00021032509,"threshold_uncertainty_score":0.99883366},"labels":[],"label_agreement":null},{"id":"W7123339139","doi":"10.1109/cdc57313.2025.11312598","title":"Distributed Source Seeking for an Uncertain Signal Source Using Adaptive Model Predictive Control","year":2025,"lang":"","type":"article","venue":"","topic":"Extremum Seeking 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 Alberta","funders":"Science and Technology Development Fund","keywords":"Model predictive control; SIGNAL (programming language); Control theory (sociology); Field (mathematics); Set (abstract data type); Adaptive control; Adaptive filter; Estimation theory; Stability (learning theory)","score_opus":0.024637544630066507,"score_gpt":0.2537388940646764,"score_spread":0.2291013494346099,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7123339139","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":[0.0035154782,0.0011586715,0.9855864,0.00012321677,0.00079444185,0.004027915,0.0015221355,0.0010917269,0.0021800261],"genre_scores_gemma":[0.98860574,0.000005158808,0.00803437,0.00023909046,0.0006949143,0.00032224666,0.00010622725,0.00025594851,0.001736321],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9939429,0.00044404142,0.0016592263,0.0014442527,0.0006411078,0.0018684438],"domain_scores_gemma":[0.9960482,0.0013969507,0.00043013308,0.00093467976,0.00072590937,0.00046409218],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0013120926,0.0012169607,0.0016591706,0.0005188316,0.0008484849,0.00048586563,0.00082685193,0.0008152475,0.00003038509],"category_scores_gemma":[0.00025963623,0.0013576781,0.00061979453,0.0008345428,0.00019895715,0.00078528037,0.00015686014,0.00082839007,0.000007321516],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011974134,0.00016087481,0.00038676462,0.0003363659,0.0016389074,0.0000038268204,0.0014163338,0.92276824,0.06699487,0.0019247113,0.00036551568,0.0028062009],"study_design_scores_gemma":[0.007400478,0.00048262856,0.000027560061,0.0010093803,0.001262333,0.000010077678,0.0030087684,0.98328584,0.00027077668,0.0011276293,0.0009498699,0.0011646712],"about_ca_topic_score_codex":0.0008056896,"about_ca_topic_score_gemma":0.00022229916,"teacher_disagreement_score":0.98509026,"about_ca_system_score_codex":0.0019486416,"about_ca_system_score_gemma":0.00062182994,"threshold_uncertainty_score":0.9988873},"labels":[],"label_agreement":null},{"id":"W7123345718","doi":"10.1109/cdc57313.2025.11312004","title":"Stabilization of a Class of Second-Order Nonlinear Systems Using Extremum Seeking Control","year":2025,"lang":"","type":"article","venue":"","topic":"Extremum Seeking 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":"Queen's University","funders":"","keywords":"Control theory (sociology); Controller (irrigation); Minification; Nonlinear system; Class (philosophy); Function (biology); Output feedback; Nonlinear control","score_opus":0.012232087728470661,"score_gpt":0.23810108510664604,"score_spread":0.2258689973781754,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7123345718","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.052265797,0.009153815,0.91492796,0.000044041244,0.0040464345,0.0020122523,0.00017056736,0.00020821726,0.017170895],"genre_scores_gemma":[0.99598193,0.00004312701,0.0021504213,0.000029695177,0.00027284,0.000026567468,0.000012368374,0.00013106357,0.0013519998],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9941784,0.00047522315,0.0032063741,0.0006782671,0.00067063555,0.00079109654],"domain_scores_gemma":[0.99561644,0.0008344878,0.00097279827,0.0011344932,0.0013082055,0.00013355138],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0013443767,0.000696362,0.002057605,0.00092225627,0.00011659735,0.0001258857,0.0005158895,0.00062351744,0.000277722],"category_scores_gemma":[0.00039426947,0.00076125655,0.00036894155,0.0017739804,0.00016484059,0.00040764487,0.00011420917,0.00042166692,0.0000073376555],"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":[0.000102733735,0.00015511963,0.008102185,0.0075161285,0.001011742,0.000003848656,0.0004958508,0.25311226,0.7254212,0.00353064,0.000055575478,0.0004927262],"study_design_scores_gemma":[0.0040060966,0.000085751955,0.0002519284,0.0031992563,0.00051662466,0.00000917309,0.0011335247,0.9864748,0.0015289676,0.000035566147,0.0022435435,0.000514744],"about_ca_topic_score_codex":0.0010912399,"about_ca_topic_score_gemma":0.0003958037,"teacher_disagreement_score":0.9437161,"about_ca_system_score_codex":0.0005242633,"about_ca_system_score_gemma":0.000505475,"threshold_uncertainty_score":0.9994838},"labels":[],"label_agreement":null},{"id":"W7123346842","doi":"10.1109/cdc57313.2025.11312630","title":"A Sensor Fusion Scheme for Multi-agent Source Seeking Using Distributed Set-membership Estimation","year":2025,"lang":"","type":"article","venue":"","topic":"Extremum Seeking 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 Alberta","funders":"","keywords":"Scheme (mathematics); Convergence (economics); Sensor fusion; Stability (learning theory); Protocol (science); Transmission (telecommunications); Estimation; SIGNAL (programming language); Field (mathematics)","score_opus":0.05157393415705757,"score_gpt":0.29966040880335676,"score_spread":0.24808647464629918,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7123346842","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":[0.039771315,0.0009239845,0.9525051,0.0002756658,0.0025487875,0.0025052326,0.00012608021,0.00086788554,0.00047591983],"genre_scores_gemma":[0.86170214,0.000009256974,0.13545947,0.00008528977,0.00030851475,0.0000925255,0.0001633259,0.00013796624,0.0020415129],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9959613,0.0001948636,0.0014145406,0.0008980136,0.00036777902,0.0011635113],"domain_scores_gemma":[0.9977,0.0006139154,0.00032997376,0.00079736096,0.0003303694,0.00022842421],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00106598,0.00078319205,0.0008991472,0.00046774943,0.0006269086,0.0004789867,0.0003685372,0.00059014704,0.00009682797],"category_scores_gemma":[0.00081973,0.0008855137,0.00043221912,0.00092195475,0.000058109257,0.00036439233,0.00019121455,0.000453115,0.000051242485],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014881966,0.00015178707,0.0018924811,0.004455949,0.0006952758,0.000012232134,0.0010751896,0.5048849,0.47639585,0.0010144956,0.00065190304,0.008621138],"study_design_scores_gemma":[0.0037020103,0.0000370322,0.00022689521,0.0020504112,0.00037890577,0.000014423316,0.0008676395,0.9861982,0.001924582,0.000058931117,0.0037540423,0.00078694866],"about_ca_topic_score_codex":0.0005601783,"about_ca_topic_score_gemma":0.00012677346,"teacher_disagreement_score":0.8219308,"about_ca_system_score_codex":0.0014662468,"about_ca_system_score_gemma":0.00015780127,"threshold_uncertainty_score":0.99935955},"labels":[],"label_agreement":null},{"id":"W7123361656","doi":"10.1109/cdc57313.2025.11312744","title":"Robust Accelerated Dynamics for Subnetwork Bilinear Zero-Sum Games with Distributed Restarting","year":2025,"lang":"","type":"article","venue":"","topic":"Extremum Seeking 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":"Subnetwork; Convergence (economics); Bilinear interpolation; Class (philosophy); Nash equilibrium; Distributed algorithm; Dynamics (music)","score_opus":0.019940443142594622,"score_gpt":0.22942092885476373,"score_spread":0.2094804857121691,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7123361656","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.023308031,0.0015687208,0.9641216,0.0009307419,0.0018217622,0.0023904163,0.00031744823,0.0011510003,0.004390316],"genre_scores_gemma":[0.9850577,0.00004827568,0.008623426,0.00008222419,0.00042246864,0.00021159298,0.0005764427,0.00019974179,0.0047780867],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9954293,0.00014132563,0.0015256607,0.000996144,0.00036129012,0.0015463162],"domain_scores_gemma":[0.9967683,0.0010230988,0.00030081774,0.0010574098,0.0006139225,0.00023646074],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000874391,0.000873513,0.0011702714,0.00030689847,0.00044685422,0.0006625639,0.0006045791,0.00052478747,0.00005401933],"category_scores_gemma":[0.00041236723,0.00080609584,0.0002596857,0.002026895,0.000121802084,0.0003314856,0.00013354766,0.000632848,0.000019733883],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006166516,0.00013829913,0.017750826,0.0015017604,0.0012745637,0.000025110812,0.00013803414,0.9546469,0.0027279565,0.0073103616,0.008921094,0.0049484298],"study_design_scores_gemma":[0.0032040188,0.00018917788,0.0009170862,0.0014405636,0.00036721665,0.0000061852143,0.00034320497,0.9867576,0.00024793798,0.00022610746,0.005450747,0.0008501887],"about_ca_topic_score_codex":0.00039592703,"about_ca_topic_score_gemma":0.003080631,"teacher_disagreement_score":0.96174973,"about_ca_system_score_codex":0.0009664655,"about_ca_system_score_gemma":0.00028956606,"threshold_uncertainty_score":0.999439},"labels":[],"label_agreement":null},{"id":"W7132925818","doi":"","title":"Nash Equilibrium Seeking with Dynamic Agents in Networks","year":2024,"lang":"","type":"dissertation","venue":"TSpace","topic":"Extremum Seeking 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":"Nash equilibrium; Constraint (computer-aided design); Stability (learning theory); Convergence (economics); Action (physics); Set (abstract data type); Best response; Function (biology); Control theory (sociology); Penalty method","score_opus":0.011583911338485787,"score_gpt":0.2886576576939608,"score_spread":0.277073746355475,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7132925818","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80697274,0.052028254,0.035537723,0.0005738101,0.01939822,0.004135067,0.000018550982,0.0017357988,0.079599805],"genre_scores_gemma":[0.9608188,0.00022647275,0.00014366157,0.000021137557,0.00055764866,0.00017001387,0.00038210762,0.0006694129,0.03701074],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99537534,0.00016954691,0.0010461282,0.0012470217,0.00072725816,0.0014346835],"domain_scores_gemma":[0.99816036,0.00025973358,0.00032054711,0.0009221035,0.000099049226,0.00023819236],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005246172,0.0012637621,0.0013274912,0.00080522,0.000081482896,0.00053822884,0.0006360008,0.0010411547,0.0001982505],"category_scores_gemma":[0.000051032606,0.0013513116,0.00026479908,0.00145438,0.000043454445,0.0002546928,0.000098096054,0.0021677436,0.00046638967],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00035117593,0.00009015728,0.0030717773,0.007411733,0.0011832617,0.0011216897,0.035055667,0.9121934,0.0360955,0.00020048088,0.00070732896,0.0025178296],"study_design_scores_gemma":[0.00106399,0.00010417326,0.0030610128,0.01062612,0.0003079407,0.00003925622,0.0028702326,0.97973466,0.000014395672,0.000046130754,0.00083290663,0.0012991675],"about_ca_topic_score_codex":0.0013350269,"about_ca_topic_score_gemma":0.009038038,"teacher_disagreement_score":0.15384604,"about_ca_system_score_codex":0.0012085047,"about_ca_system_score_gemma":0.00017259363,"threshold_uncertainty_score":0.9988936},"labels":[],"label_agreement":null}]}