{"meta":{"query_hash":"93a986166a8b","filters":{"venue":"SIAM Journal on Control and Optimization"},"cohort_total":51,"direct_labels_cover":0,"predictions_cover":51,"exported":51,"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/93a986166a8b","api":"https://metacan.xera.ac/api/v1/cohort?venue=SIAM+Journal+on+Control+and+Optimization"},"results":[{"id":"W1443056227","doi":"10.1137/140951618","title":"Local Exact Controllability of a One-Dimensional Nonlinear Schrödinger Equation","year":2015,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Advanced Mathematical Physics Problems","field":"Mathematics","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":"Statistics Canada","funders":"Agence Nationale de la Recherche","keywords":"Controllability; Mathematics; Countable set; Nonlinear system; Linearization; Schrödinger equation; Bose–Einstein condensate; Mathematical analysis; Perturbation (astronomy); Nonlinear Schrödinger equation; Applied mathematics; Discrete mathematics; Quantum mechanics; Physics","score_opus":0.05184543653929975,"score_gpt":0.3007883849986896,"score_spread":0.24894294845938986,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1443056227","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":[0.01400045,0.00009745993,0.9843047,0.00068434153,0.00009926048,0.00033357058,0.000008438849,0.000029524472,0.0004422041],"genre_scores_gemma":[0.8220891,0.000010398726,0.17758736,0.00013299807,0.000116964424,0.0000070459114,0.0000043228133,0.000022358116,0.000029477456],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99838555,0.00014626257,0.00060232956,0.00017260748,0.00050775625,0.0001855218],"domain_scores_gemma":[0.9978893,0.00061695516,0.00047019002,0.0001600511,0.0006626315,0.00020088672],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010493636,0.00016001948,0.0004333137,0.000085733045,0.00008407744,0.000037244263,0.00008015419,0.000088917914,0.000028137183],"category_scores_gemma":[0.0014122952,0.00012707841,0.00008049653,0.00011932904,0.00008835254,0.00030027723,0.000021402853,0.0002381739,0.0000053760664],"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":[0.000912159,0.000796012,0.00003796988,0.00008058576,0.00010782969,0.000003355324,0.00017780579,0.93907154,0.00084651704,0.055462826,0.00014754408,0.0023558303],"study_design_scores_gemma":[0.004237273,0.00046240794,0.000009631149,0.00010223808,0.00007102743,0.00001401608,0.000050484105,0.6812896,0.00030526388,0.31332064,0.000019625388,0.00011779589],"about_ca_topic_score_codex":0.0000011975415,"about_ca_topic_score_gemma":7.3717814e-7,"teacher_disagreement_score":0.8080886,"about_ca_system_score_codex":0.00008925086,"about_ca_system_score_gemma":0.00010314055,"threshold_uncertainty_score":0.5182107},"labels":[],"label_agreement":null},{"id":"W1970266193","doi":"10.1137/060655286","title":"The Max-Plus Finite Element Method for Solving Deterministic Optimal Control Problems: Basic Properties and Convergence Analysis","year":2008,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Advanced Numerical Methods in Computational Mathematics","field":"Engineering","cited_by":108,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Agence Universitaire de la Francophonie; Institut national de recherche en informatique et en automatique (INRIA)","keywords":"Mathematics; Discretization; Finite element method; Bounded function; Norm (philosophy); Dimension (graph theory); Applied mathematics; Optimal control; Matrix (chemical analysis); Mathematical analysis; Combinatorics; Mathematical optimization","score_opus":0.02752141153590171,"score_gpt":0.2681004881155758,"score_spread":0.2405790765796741,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1970266193","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":[0.0007543473,0.001196067,0.9971557,0.00023144844,0.00015433341,0.00043495867,0.0000104393375,0.000044005315,0.000018652809],"genre_scores_gemma":[0.43232656,0.0008667775,0.5664469,0.00013461457,0.00010029417,0.000074587064,0.0000017386861,0.000023050681,0.000025515104],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988575,0.00010207619,0.00045811167,0.0001574933,0.00019470954,0.00023010478],"domain_scores_gemma":[0.99757767,0.0018716494,0.00017513806,0.00009239151,0.00018507625,0.0000980866],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00060886703,0.00017606611,0.0003387476,0.000106720996,0.0005298255,0.00010095469,0.00009136388,0.00004584954,0.000005726206],"category_scores_gemma":[0.0005490883,0.000119713564,0.00008464143,0.0001687918,0.000071765746,0.00014244876,0.000011413747,0.0001602486,4.683594e-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":[0.000109588014,0.000010323775,0.000046390698,0.000044547036,0.00028458977,0.0000029067046,0.0001671665,0.99293023,0.000084163104,0.00025515349,0.0000104364235,0.006054482],"study_design_scores_gemma":[0.0014957299,0.0001909589,0.00008557036,0.000037740814,0.00028346802,0.00004605362,0.00004726742,0.9964231,0.000032395048,0.0010348393,0.00017280664,0.00015007131],"about_ca_topic_score_codex":4.0008237e-7,"about_ca_topic_score_gemma":6.60388e-7,"teacher_disagreement_score":0.4315722,"about_ca_system_score_codex":0.000055368942,"about_ca_system_score_gemma":0.000028413306,"threshold_uncertainty_score":0.48817775},"labels":[],"label_agreement":null},{"id":"W1974036004","doi":"10.1137/130924214","title":"Generalized Solutions for the Sum of Two Maximally Monotone Operators","year":2014,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Optimization and Variational Analysis","field":"Computer Science","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mathematics; Monotone polygon; Duality (order theory); Set (abstract data type); Applied mathematics; Zero (linguistics); Explained sum of squares; Pure mathematics","score_opus":0.012766667621371207,"score_gpt":0.24188489450185688,"score_spread":0.22911822688048566,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1974036004","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":[0.00021541369,0.00013797531,0.9913625,0.0077862097,0.00017900046,0.00016477109,0.000005088758,0.000016327826,0.00013270818],"genre_scores_gemma":[0.76772565,0.00046715068,0.22931293,0.0020580157,0.00024261123,0.000025498588,0.000008327225,0.000010478043,0.00014935984],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990924,0.00012302694,0.00030458407,0.00013895649,0.00018786416,0.0001531965],"domain_scores_gemma":[0.9988951,0.00026073243,0.00022186898,0.000148752,0.00040272108,0.000070828835],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00076786475,0.000092452494,0.00016766162,0.00012927785,0.0004913116,0.00019436702,0.00023936869,0.00003275557,0.000021261736],"category_scores_gemma":[0.00014158634,0.000059762377,0.00009845038,0.00023607226,0.000028327913,0.00028586396,0.000026560121,0.0000738651,0.0000011770094],"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":[0.000024611725,0.000026343185,0.000051052306,0.0000014645585,0.000048045244,8.541674e-8,0.000035401667,0.7896387,0.0000544243,0.20800106,0.00010159034,0.002017215],"study_design_scores_gemma":[0.0023279586,0.000113157876,0.00028076427,0.0000067058068,0.000054096705,0.000006800984,0.0000055022006,0.9946564,0.000024296238,0.0015573843,0.0008929339,0.000074016905],"about_ca_topic_score_codex":0.0000067247415,"about_ca_topic_score_gemma":0.0000047427297,"teacher_disagreement_score":0.76751024,"about_ca_system_score_codex":0.000016620952,"about_ca_system_score_gemma":0.000049693575,"threshold_uncertainty_score":0.37788212},"labels":[],"label_agreement":null},{"id":"W2008873983","doi":"10.1137/130913158","title":"Weak Convergence Methods for Approximation of the Evaluation of Path-Dependent Functionals","year":2013,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Stochastic processes and financial applications","field":"Economics, Econometrics and Finance","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":"Toronto Metropolitan University","funders":"","keywords":"Mathematics; Sequence (biology); Weak convergence; Convergence (economics); Applied mathematics; Markov chain; Projection (relational algebra); Path (computing); Mathematical optimization; Algorithm; Computer science; Queue","score_opus":0.037226767140566386,"score_gpt":0.28464414542037975,"score_spread":0.24741737827981336,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2008873983","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":[0.0015053798,0.001018616,0.9951548,0.0007932057,0.00026861025,0.0006728951,0.00003568805,0.00000305065,0.0005477421],"genre_scores_gemma":[0.9520464,0.000118892654,0.047431402,0.00009559921,0.000076825665,0.00017916059,0.0000053794847,0.0000077585655,0.00003856924],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991855,0.000024235835,0.00051513326,0.000121030265,0.0000747151,0.00007935382],"domain_scores_gemma":[0.9984298,0.00012582874,0.00077925733,0.00010150717,0.00053502014,0.00002861068],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012895719,0.000066683795,0.00019034477,0.00007335373,0.00011971548,0.000024727266,0.000087240405,0.00005274361,0.000098127486],"category_scores_gemma":[0.00051606825,0.00005296333,0.000070993316,0.00012715241,0.000035957943,0.00015532618,0.00000907094,0.00005957601,0.000002961019],"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":[0.0000611028,0.00011837226,0.00067723385,0.000044542492,0.0000601519,5.4423124e-9,0.00012309685,0.24773629,0.0005398856,0.71246886,0.00008070301,0.038089763],"study_design_scores_gemma":[0.0011163078,0.00008407876,0.0073550744,0.00001828083,0.000032070853,0.0000021532007,0.000039114137,0.7522708,0.00013725077,0.23874451,0.00014262024,0.000057710164],"about_ca_topic_score_codex":0.0000104288665,"about_ca_topic_score_gemma":5.3994944e-7,"teacher_disagreement_score":0.950541,"about_ca_system_score_codex":0.000031944546,"about_ca_system_score_gemma":0.000039466307,"threshold_uncertainty_score":0.21597819},"labels":[],"label_agreement":null},{"id":"W2011937790","doi":"10.1137/130918319","title":"Modeling and Stabilizability of Voltage-Actuated Piezoelectric Beams with Magnetic Effects","year":2014,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Stability and Controllability of Differential Equations","field":"Engineering","cited_by":107,"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":"Control theory (sociology); Piezoelectricity; Beam (structure); Lebesgue measure; Mathematics; Observable; Physics; Mathematical analysis; Acoustics; Control (management); Computer science; Lebesgue integration; Quantum mechanics","score_opus":0.003661041836993801,"score_gpt":0.17351020807412013,"score_spread":0.16984916623712631,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2011937790","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":[0.34915122,0.00041477534,0.65000653,0.00006803265,0.000048178877,0.00020831708,0.000002321994,0.00003528564,0.00006532034],"genre_scores_gemma":[0.9976516,0.00014437147,0.0020912455,0.000036887246,0.000042725816,0.000010165222,0.0000031118457,0.000016482994,0.0000034189081],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99907005,0.00010502929,0.00031124926,0.00015974339,0.00017813267,0.00017578134],"domain_scores_gemma":[0.9992174,0.00032267725,0.000055114866,0.00012923486,0.0001609306,0.00011465453],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035988307,0.0001576771,0.00031061296,0.00011031139,0.000117113894,0.00006458685,0.00005299693,0.00007228686,0.000019816565],"category_scores_gemma":[0.00025694945,0.000125194,0.000039706203,0.00014498249,0.0000615647,0.00014954315,0.000005779933,0.00018574952,3.6946938e-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":[0.00018745274,0.000048970338,0.00063799904,0.000094266994,0.000033254786,2.5488845e-7,0.00009748492,0.9538946,0.0006199408,0.0002130638,5.695739e-7,0.044172112],"study_design_scores_gemma":[0.002848293,0.0009401184,0.0016959242,0.000048441587,0.000087904096,0.0000069319235,0.000017318516,0.9932491,0.000058555324,0.0009126712,0.0000050472872,0.00012968786],"about_ca_topic_score_codex":0.0000066694683,"about_ca_topic_score_gemma":0.0000128194415,"teacher_disagreement_score":0.6485004,"about_ca_system_score_codex":0.000030369865,"about_ca_system_score_gemma":0.000018576668,"threshold_uncertainty_score":0.5105263},"labels":[],"label_agreement":null},{"id":"W2016886714","doi":"10.1137/s036301290342557x","title":"Optimal Solution of Investment Problems Via Linear Parabolic Equations Generated by Kalman Filter","year":2005,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Stochastic processes and financial applications","field":"Economics, Econometrics and Finance","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Kalman filter; Scalar (mathematics); Parabolic partial differential equation; Nonlinear system; Minification; Filtering problem; Optimization problem; Heat equation","score_opus":0.01697543559193517,"score_gpt":0.2124637998964451,"score_spread":0.19548836430450992,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2016886714","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":[0.002340202,0.0023174102,0.99245214,0.0020128477,0.00007726955,0.00023335221,0.00009232321,0.000013781024,0.0004606796],"genre_scores_gemma":[0.965146,0.0005503989,0.03283258,0.0008890822,0.00031067117,0.000057074314,0.000066454035,0.000018835326,0.00012888951],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99900776,0.00000818431,0.0005800558,0.00018515794,0.000050402425,0.00016842283],"domain_scores_gemma":[0.99920136,0.000032213666,0.0004683482,0.00009761648,0.00011099463,0.00008947664],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023479192,0.00011616842,0.00023815635,0.00013890861,0.00020331783,0.000043600157,0.000082041595,0.0000809919,0.000057219597],"category_scores_gemma":[0.0000610266,0.000116708536,0.000052961466,0.00017854058,0.000040143736,0.0002091569,0.000010299922,0.0001250152,0.000024927605],"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":[0.00003695715,0.00017051064,0.00008041153,0.000008284065,0.000036022593,1.6937577e-7,0.00011809541,0.90320826,0.0002390982,0.0938082,0.00028138998,0.0020125916],"study_design_scores_gemma":[0.0016323886,0.00018965348,0.00020723027,0.000015569482,0.000016173126,0.000006744414,0.0000055291657,0.98720896,0.00007701021,0.0058124573,0.004690586,0.00013766685],"about_ca_topic_score_codex":0.00001574156,"about_ca_topic_score_gemma":0.0000032012756,"teacher_disagreement_score":0.9628058,"about_ca_system_score_codex":0.000050372062,"about_ca_system_score_gemma":0.000023681963,"threshold_uncertainty_score":0.4759236},"labels":[],"label_agreement":null},{"id":"W2030637023","doi":"10.1137/s0363012900383090","title":"Efficient Solution of Optimal Control Problems Using Hybrid Systems","year":2005,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Advanced Control Systems Optimization","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 Toronto","funders":"","keywords":"Mathematics; Optimal control; Mathematical optimization; Control (management); Control theory (sociology); Applied mathematics; Computer science; Artificial intelligence","score_opus":0.006262641977567181,"score_gpt":0.19756197095754569,"score_spread":0.1912993289799785,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2030637023","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":[0.01538992,0.0030205043,0.9800282,0.000095521624,0.00053052645,0.0006190365,0.000029131153,0.00010994231,0.00017717594],"genre_scores_gemma":[0.98470783,0.00016310986,0.014539388,0.00003660767,0.0004605881,0.000018142493,0.0000065120066,0.00005051608,0.000017313532],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982701,0.000114286115,0.00076763995,0.00018877015,0.00032783567,0.00033137988],"domain_scores_gemma":[0.9989759,0.00008198363,0.00036206478,0.00014494773,0.00029008155,0.0001450759],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003880547,0.00025046896,0.00045373174,0.00025652556,0.00017626255,0.00010189421,0.00009727643,0.00009923491,0.000010366891],"category_scores_gemma":[0.000053479675,0.00023023355,0.00008777126,0.00014649081,0.00003917996,0.0002623517,0.0000071859563,0.00022678213,0.0000029413798],"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":[0.000113657086,0.000039769446,0.00003327522,0.000052752843,0.00009139587,0.0000027617862,0.00005570212,0.99365914,0.0044839443,0.00015123408,0.000023593848,0.0012928005],"study_design_scores_gemma":[0.0047110887,0.00014074234,0.000027600789,0.00018909948,0.0000890397,0.00017064498,0.000024748853,0.99416584,0.00008479756,0.000004967226,0.00017617723,0.00021523122],"about_ca_topic_score_codex":0.0000036481358,"about_ca_topic_score_gemma":7.427145e-7,"teacher_disagreement_score":0.9693179,"about_ca_system_score_codex":0.00022251986,"about_ca_system_score_gemma":0.00003189806,"threshold_uncertainty_score":0.9388652},"labels":[],"label_agreement":null},{"id":"W2053346490","doi":"10.1137/s0363012900366777","title":"Uniform Robust Performance Against Quasi-LTI Uncertainty in Sampled-Data Systems","year":2001,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Stability and Control of Uncertain 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":"Robustness (evolution); Mathematics; Sampled data systems; Control theory (sociology); Regular polygon; Context (archaeology); Robust control; Mathematical optimization; Applied mathematics; Control system; Computer science; Control (management); Engineering; Geometry; Artificial intelligence","score_opus":0.021705828695296202,"score_gpt":0.21508613922044573,"score_spread":0.19338031052514953,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2053346490","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":[0.26463395,0.0066706873,0.71824557,0.00092313485,0.0025113358,0.0012156096,0.00009278193,0.0002986379,0.0054082973],"genre_scores_gemma":[0.9958353,0.0031142698,0.0004049081,0.00012497006,0.00039289895,0.00001568623,0.000040944833,0.000026587097,0.00004445414],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984611,0.000103347666,0.0005853828,0.00022690227,0.0002693461,0.00035388983],"domain_scores_gemma":[0.99913824,0.0001649088,0.00012206045,0.00032196348,0.00010923871,0.00014360838],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00089456537,0.00022160345,0.00038618917,0.00019661617,0.0001605049,0.000207778,0.00026744304,0.00012830348,0.00001705756],"category_scores_gemma":[0.00008987334,0.00018792339,0.000042919284,0.0002393812,0.00003077395,0.00059201143,0.000017993372,0.00034882344,0.000005974381],"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":[0.0001934771,0.000040405317,0.0032092256,0.000050343093,0.00004087944,0.00001577367,0.00008178795,0.986815,0.000015918764,0.000089881076,0.00009387493,0.009353483],"study_design_scores_gemma":[0.0030472402,0.00014540434,0.0013439205,0.00019808032,0.000018360646,0.00007768016,0.00024246374,0.99154645,4.7437712e-7,0.00001037513,0.0031576324,0.00021192298],"about_ca_topic_score_codex":0.000036700443,"about_ca_topic_score_gemma":0.00008371609,"teacher_disagreement_score":0.7312013,"about_ca_system_score_codex":0.00018966632,"about_ca_system_score_gemma":0.0000435783,"threshold_uncertainty_score":0.76632935},"labels":[],"label_agreement":null},{"id":"W2059189829","doi":"10.1137/090759690","title":"A Note on the Paper by Eckstein and Svaiter on “General Projective Splitting Methods for Sums of Maximal Monotone Operators”","year":2009,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Optimization and Variational Analysis","field":"Computer Science","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Monotone polygon; Mathematics; Hilbert space; Pure mathematics; Zero (linguistics); Space (punctuation); Discrete mathematics; Combinatorics; Computer science","score_opus":0.009259546406006148,"score_gpt":0.2864467351643812,"score_spread":0.27718718875837506,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2059189829","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":[0.002136453,0.00009355206,0.9857833,0.011312597,0.00006724667,0.0003146128,0.0000081910985,0.000012669299,0.00027140533],"genre_scores_gemma":[0.53035545,0.00018515313,0.459759,0.009222536,0.00018543222,0.00002425481,0.000009665054,0.000013254791,0.0002452468],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988434,0.0002682593,0.0003165771,0.00023755313,0.00018621302,0.00014799676],"domain_scores_gemma":[0.9989489,0.00036875982,0.00024127297,0.0001225112,0.00024650476,0.00007210342],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008496347,0.00014339738,0.00022039076,0.00013249437,0.00029512373,0.00024164453,0.00014305678,0.00006180807,0.000012572358],"category_scores_gemma":[0.0001930324,0.000089338595,0.00007697945,0.00021093815,0.000022040758,0.0003233488,0.000013983228,0.00014209203,4.5934428e-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":[0.0005455543,0.00018229283,0.00006620854,0.000005748345,0.000114753806,0.0000011776619,0.00060831796,0.8353104,0.0036467463,0.10006549,0.0003346677,0.05911867],"study_design_scores_gemma":[0.001538466,0.00075297244,0.00041768048,0.000026685766,0.000031063733,0.0000061889464,0.00001533244,0.99477243,0.0007327876,0.0012349942,0.0003606826,0.000110688554],"about_ca_topic_score_codex":0.0000024181297,"about_ca_topic_score_gemma":3.6593482e-7,"teacher_disagreement_score":0.528219,"about_ca_system_score_codex":0.000030284818,"about_ca_system_score_gemma":0.000036030575,"threshold_uncertainty_score":0.36431223},"labels":[],"label_agreement":null},{"id":"W2068748263","doi":"10.1137/100809271","title":"Quadratic Risk Minimization in a Regime-Switching Model with Portfolio Constraints","year":2012,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Stochastic processes and financial applications","field":"Economics, Econometrics and Finance","cited_by":29,"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":"Mathematics; Mathematical optimization; Portfolio; Geometric Brownian motion; Stochastic control; Utility maximization problem; Markov chain; Quadratic equation; Mathematical economics; Mathematical finance; Convex analysis; Optimal control; Regular polygon; Convex optimization; Economics; Utility maximization; Finance","score_opus":0.012338360988314314,"score_gpt":0.20454861147178025,"score_spread":0.19221025048346593,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2068748263","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":[0.007258387,0.00083018147,0.9893611,0.00041051078,0.00007506894,0.0002042864,0.000023803792,0.000013062451,0.0018235765],"genre_scores_gemma":[0.96698,0.00035855593,0.03218505,0.00027467438,0.0001222283,0.000025498271,0.0000061085702,0.00001668341,0.000031192576],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99907637,0.000009340946,0.00045768506,0.00017179394,0.00004785453,0.00023698797],"domain_scores_gemma":[0.9991682,0.000051755946,0.00051733933,0.00009494221,0.00005192889,0.00011579116],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042326242,0.00012581704,0.00025577136,0.00022814315,0.00018495401,0.00007969717,0.00006508053,0.00007493588,0.000028212133],"category_scores_gemma":[0.00014063272,0.0001155979,0.000032536245,0.00021624271,0.000035196914,0.0004006804,0.0000070080728,0.00021064848,0.000010059971],"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":[0.00010613121,0.00012286131,0.013548758,0.000008269016,0.000022153867,0.0000013944566,0.00038036748,0.712382,0.0000027101976,0.27063912,0.00001931606,0.0027669219],"study_design_scores_gemma":[0.0020122302,0.00010031451,0.0066473973,0.00004297027,0.00001895119,0.00003991079,0.00007562211,0.9616217,9.434449e-7,0.029167902,0.00009085848,0.0001812101],"about_ca_topic_score_codex":0.0000117089,"about_ca_topic_score_gemma":0.000004969356,"teacher_disagreement_score":0.9597216,"about_ca_system_score_codex":0.000052487954,"about_ca_system_score_gemma":0.00003551515,"threshold_uncertainty_score":0.47139454},"labels":[],"label_agreement":null},{"id":"W2069043331","doi":"10.1137/11084995x","title":"Energy Shaping for Systems with Two Degrees of Underactuation and More than Three Degrees of Freedom","year":2013,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Control and Stability of Dynamical 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 Waterloo","funders":"","keywords":"Underactuation; Degrees of freedom (physics and chemistry); Mathematics; Verifiable secret sharing; Energy (signal processing); Pendulum; Inverted pendulum; Control theory (sociology); Control (management); Computer science; Nonlinear system; Physics; Artificial intelligence","score_opus":0.009951988873838491,"score_gpt":0.19766862378418493,"score_spread":0.18771663491034643,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2069043331","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":[0.09753546,0.0014857149,0.9002739,0.00014533455,0.00010599236,0.00034935997,0.000012575224,0.000020251746,0.000071406415],"genre_scores_gemma":[0.9952772,0.00009727914,0.0044691903,0.0000056576273,0.00009680189,0.000025348869,0.0000053926246,0.000015476335,0.0000076327715],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992125,0.000030230201,0.00036524498,0.00010112462,0.00016071685,0.00013019159],"domain_scores_gemma":[0.99924797,0.00020608323,0.00017445562,0.000073136835,0.00022352136,0.000074805714],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017609079,0.00012678799,0.00032495894,0.00008906198,0.00006837021,0.00006968889,0.000050642557,0.0000575627,0.0000050377157],"category_scores_gemma":[0.000031006515,0.00009062498,0.000044569177,0.00005207706,0.000042799158,0.00022481383,0.000004785502,0.000066883724,7.851177e-8],"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":[0.00010862905,0.000015995101,0.0019857485,0.00010563781,0.00009704666,2.3396277e-7,0.00007532162,0.99161214,0.0006337646,0.0010118197,0.0000050133717,0.004348666],"study_design_scores_gemma":[0.0025447458,0.0002793735,0.010228289,0.00018776028,0.00004752177,0.0000152162565,0.00011681427,0.98637134,0.0000054604625,0.00009484651,0.000009789413,0.00009886258],"about_ca_topic_score_codex":0.00022589506,"about_ca_topic_score_gemma":0.00036132277,"teacher_disagreement_score":0.89774173,"about_ca_system_score_codex":0.000023807836,"about_ca_system_score_gemma":0.000012239396,"threshold_uncertainty_score":0.36955792},"labels":[],"label_agreement":null},{"id":"W2084841451","doi":"10.1137/s0363012902400622","title":"High-Order Variations for Families of Vector Fields","year":2004,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Control and Dynamics of Mobile Robots","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":"Controllability; Mathematics; Vector field; Order (exchange); Pure mathematics; Applied mathematics; Geometry","score_opus":0.003211159828724198,"score_gpt":0.18558609064544246,"score_spread":0.18237493081671827,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2084841451","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":[0.0038302331,0.00031979056,0.99442613,0.0006916994,0.0003698095,0.00016747403,0.000020217549,0.00003176496,0.00014290435],"genre_scores_gemma":[0.97032845,0.0004886487,0.028874703,0.000093034025,0.00016104721,0.00001493338,0.000008070144,0.000013196315,0.000017927881],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995395,0.000008515854,0.00020593018,0.00006262937,0.00007651306,0.000106936626],"domain_scores_gemma":[0.99962825,0.00008333963,0.00005553036,0.000056550693,0.00012871332,0.000047623722],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008838633,0.000085050975,0.00015799081,0.0000871336,0.00007736162,0.000032238622,0.000043292515,0.00006463683,0.0000108042905],"category_scores_gemma":[0.000055725213,0.000073892836,0.0000487456,0.000065577566,0.000011130696,0.00010997197,0.000002996814,0.000087511035,5.5081284e-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":[0.000045322482,0.00002200205,0.000011446538,0.000015026486,0.000049332953,5.8815624e-7,0.000045843528,0.9884011,0.00023027915,0.0074653816,0.00002303956,0.003690612],"study_design_scores_gemma":[0.0042488403,0.00022473623,0.0007249654,0.00003504686,0.000046896446,0.000006801425,0.000016302993,0.99189764,0.00004318763,0.002530735,0.00012588166,0.000098960816],"about_ca_topic_score_codex":0.0000047366,"about_ca_topic_score_gemma":0.000013113379,"teacher_disagreement_score":0.9664982,"about_ca_system_score_codex":0.000024828696,"about_ca_system_score_gemma":0.000022306282,"threshold_uncertainty_score":0.30132625},"labels":[],"label_agreement":null},{"id":"W2128808131","doi":"10.1137/060675794","title":"Primal-Dual Symmetric Intrinsic Methods for Finding Antiderivatives of Cyclically Monotone Operators","year":2007,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Optimization and Variational Analysis","field":"Computer Science","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 British Columbia","funders":"","keywords":"Mathematics; Monotone polygon; Operator (biology); Subderivative; Dual (grammatical number); Combinatorics; Graph; Pure mathematics; Discrete mathematics; Regular polygon; Convex optimization","score_opus":0.015367876671003823,"score_gpt":0.31557494244765805,"score_spread":0.30020706577665424,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2128808131","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":[0.0015983044,0.00017966084,0.99596316,0.0016612149,0.00015900661,0.0002030915,0.0000030631918,0.00002324751,0.00020926676],"genre_scores_gemma":[0.3368362,0.00015073018,0.6623707,0.00050875405,0.000087467306,0.0000036148153,0.0000042165398,0.0000073656656,0.00003102118],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99866164,0.0001503303,0.0005584847,0.00022110676,0.00021327252,0.00019515211],"domain_scores_gemma":[0.9980624,0.0007615831,0.0004114316,0.000115964285,0.000521678,0.00012699547],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017198029,0.00013330663,0.00029299397,0.0006205442,0.0002448631,0.00017171934,0.0001831276,0.00007312049,0.000013389776],"category_scores_gemma":[0.000660633,0.00010776515,0.00010521408,0.0009052139,0.000029811714,0.00065716833,0.000032624514,0.00012433504,5.527279e-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":[0.00015772053,0.00012757309,0.00069112715,0.000011844299,0.00015165718,0.0000022214008,0.00018138367,0.7803036,0.0011947814,0.13897614,0.000026772472,0.07817519],"study_design_scores_gemma":[0.0019356731,0.00029263485,0.0042438665,0.000020591582,0.000043017484,0.00001725398,0.00002228717,0.9909676,0.0011054071,0.0008955734,0.00031394116,0.00014215868],"about_ca_topic_score_codex":0.0000017463934,"about_ca_topic_score_gemma":4.2965007e-7,"teacher_disagreement_score":0.33523786,"about_ca_system_score_codex":0.00003960478,"about_ca_system_score_gemma":0.00006155069,"threshold_uncertainty_score":0.4394535},"labels":[],"label_agreement":null},{"id":"W2222636700","doi":"10.1137/16m1067263","title":"Computational Methods for Extremal Steklov Problems","year":2017,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Advanced Mathematical Modeling in Engineering","field":"Computer Science","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"National Science Foundation","keywords":"Mathematics; Eigenvalues and eigenvectors; Conjecture; Multiplicity (mathematics); Domain (mathematical analysis); Dirichlet eigenvalue; Pure mathematics; Eigenfunction; Symmetry (geometry); Maximum principle; Applied mathematics; Dirichlet distribution; Mathematical analysis; Combinatorics; Mathematical optimization; Optimal control; Geometry; Boundary value problem; Dirichlet's principle","score_opus":0.026966673935054253,"score_gpt":0.32345383460833754,"score_spread":0.2964871606732833,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2222636700","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":[0.00003191092,0.00011692421,0.9980614,0.001133412,0.0002688352,0.00018255707,9.999022e-7,0.000037901296,0.00016603537],"genre_scores_gemma":[0.07322109,0.000020528432,0.92647225,0.00012824242,0.00010064839,0.00001279408,6.1453466e-7,0.000008908977,0.00003489894],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993461,0.00003139668,0.00021098445,0.00015196008,0.00011353743,0.00014605148],"domain_scores_gemma":[0.9990811,0.0003007432,0.00019686899,0.00017301767,0.00016280587,0.00008548894],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00052300474,0.00009322022,0.00014890665,0.000055679142,0.00046296214,0.00043488294,0.0002878991,0.000037617767,0.0000020032078],"category_scores_gemma":[0.0003776886,0.00007589235,0.000044360495,0.000022857417,0.000022802695,0.0005816779,0.00003406755,0.00010849184,7.255428e-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":[0.000009741558,0.000015112959,0.0000039605957,0.0000120969435,0.0000113838105,7.216988e-7,0.000037168335,0.9256263,0.000036230223,0.040375266,0.000007261718,0.0338648],"study_design_scores_gemma":[0.0010713505,0.0000954268,0.00004452654,0.000046749046,0.0000073663473,0.000031953194,0.0000015970849,0.9416445,0.000009391059,0.056813985,0.00014762828,0.00008551873],"about_ca_topic_score_codex":1.08741446e-7,"about_ca_topic_score_gemma":5.457705e-8,"teacher_disagreement_score":0.07318918,"about_ca_system_score_codex":0.000020778658,"about_ca_system_score_gemma":0.000020928479,"threshold_uncertainty_score":0.4193586},"labels":[],"label_agreement":null},{"id":"W2242196695","doi":"10.1137/140986438","title":"Optimal Attitude Control with Two Rotation Axes","year":2019,"lang":"en","type":"preprint","venue":"SIAM Journal on Control and Optimization","topic":"Advanced Algebra and Geometry","field":"Mathematics","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Rotation (mathematics); Euler angles; Sequence (biology); Euler's rotation theorem; Mathematics; Control (management); Angle of rotation; Euler's formula; Decomposition; Spacecraft; Control theory (sociology); Optimal control; Geometry; Computer science; Mathematical analysis; Physics; Mathematical optimization; Artificial intelligence","score_opus":0.012928558235272485,"score_gpt":0.2817073107682244,"score_spread":0.2687787525329519,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2242196695","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":[0.041967586,0.00058863935,0.95468706,0.00068807014,0.00050938904,0.0008674929,0.00004783681,0.00007104552,0.0005728758],"genre_scores_gemma":[0.90414286,0.00037476805,0.09372237,0.0005297234,0.000702169,0.00004108179,0.0000380949,0.000079188256,0.0003697483],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99795544,0.00018305818,0.0005987719,0.0004235474,0.0005011415,0.00033802786],"domain_scores_gemma":[0.99772155,0.0004236604,0.00094698416,0.0003045572,0.00042776437,0.00017549345],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00051488145,0.00043794047,0.00075773045,0.0002952027,0.00022858514,0.00030772493,0.00019049674,0.00024572422,0.0000895541],"category_scores_gemma":[0.00025418575,0.00032392447,0.00014839244,0.00011774912,0.000059482703,0.00028168468,0.000048595775,0.0009916656,0.000011501445],"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":[0.000866671,0.00010965289,0.0007496325,0.00011328223,0.0003089249,0.000024542729,0.00010557786,0.9911213,0.000016081452,0.0050666416,0.000106198815,0.0014115291],"study_design_scores_gemma":[0.018815199,0.0010387751,0.0007494232,0.0009759122,0.00073560834,0.00022352593,0.00013235204,0.9514851,0.00003486362,0.024768146,0.00018744207,0.00085363537],"about_ca_topic_score_codex":0.0000012410142,"about_ca_topic_score_gemma":0.0000043059385,"teacher_disagreement_score":0.8621753,"about_ca_system_score_codex":0.000098312055,"about_ca_system_score_gemma":0.00014791374,"threshold_uncertainty_score":0.99992126},"labels":[],"label_agreement":null},{"id":"W2290618319","doi":"10.1137/140991820","title":"On Controllability of Delayed Boolean Control Networks","year":2016,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Gene Regulatory Network Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":190,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"City University of Hong Kong","keywords":"Controllability; Trajectory; State (computer science); Mathematics; Control theory (sociology); Sequence (biology); Control (management); Computer science; Applied mathematics; Algorithm; Physics","score_opus":0.0029087760431143936,"score_gpt":0.19830803768423555,"score_spread":0.19539926164112115,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2290618319","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":[0.18893902,0.0010367885,0.8087044,0.00075954915,0.00016189487,0.00022079315,0.000019916686,0.000008163019,0.00014947997],"genre_scores_gemma":[0.99801624,0.0005546784,0.00033564595,0.0005971702,0.00035100093,0.0000059612753,0.000008268242,0.000018808183,0.000112219706],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99875045,0.00019045165,0.00040113064,0.00025471995,0.0001792781,0.00022396461],"domain_scores_gemma":[0.9989227,0.00010844199,0.00032673264,0.0002410292,0.0002549209,0.00014619192],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00051852973,0.0001759842,0.0003177858,0.00007115266,0.00011171531,0.00002339652,0.00010730986,0.00015629578,0.000042326505],"category_scores_gemma":[0.00017797328,0.000113685346,0.00017099876,0.00007262702,0.000086833774,0.0000074160694,0.000012201249,0.000091445654,0.0000014495001],"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":[0.0026875618,0.00007697709,0.0021060242,0.0000026699856,0.00034500426,0.0000022561446,0.0000035946675,0.9733971,0.015127626,0.00028291062,0.00045787598,0.00551042],"study_design_scores_gemma":[0.043735024,0.006976761,0.008957909,0.00017912454,0.00075950875,0.00008796718,0.000027289008,0.9304906,0.004743714,0.0011213697,0.0020710658,0.00084964256],"about_ca_topic_score_codex":9.5333627e-7,"about_ca_topic_score_gemma":0.0000049744153,"teacher_disagreement_score":0.8090772,"about_ca_system_score_codex":0.000023359748,"about_ca_system_score_gemma":0.000042575863,"threshold_uncertainty_score":0.46359536},"labels":[],"label_agreement":null},{"id":"W2297326145","doi":"10.1137/15m1009998","title":"Observer-Based Stabilizing Controllers for Discrete-Time Systems with Quantized Signal and Multiplicative Random Noise","year":2016,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Stability and Control of Uncertain Systems","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Control theory (sociology); Mathematics; Multiplicative noise; Multiplicative function; Observer (physics); Discrete time and continuous time; Quantization (signal processing); Controller (irrigation); Quadratic equation; Algebraic number; Control system; Noise (video); Control (management); Computer science; Algorithm; Signal transfer function; Statistics","score_opus":0.008078723026379098,"score_gpt":0.1973578145584712,"score_spread":0.1892790915320921,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2297326145","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":[0.02739293,0.0014477054,0.9685074,0.00074937096,0.00015391267,0.0014884096,0.00007605287,0.00010142112,0.00008280655],"genre_scores_gemma":[0.9976219,0.000095658936,0.0017943401,0.00006536131,0.00016270783,0.00017478262,0.0000050928084,0.000039921586,0.00004021169],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985833,0.00017614546,0.00047090018,0.00024890475,0.00021936437,0.00030135465],"domain_scores_gemma":[0.99765605,0.0015731712,0.00019952108,0.00013502884,0.00024343016,0.00019281516],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006711111,0.00026597484,0.0006194835,0.00010544482,0.0002229718,0.00018174057,0.000084567895,0.00010178117,0.000014506962],"category_scores_gemma":[0.0001488074,0.00015512398,0.00009974307,0.000073057934,0.0000863349,0.00028567988,0.0000042656247,0.00011219844,0.0000014415964],"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":[0.007421823,0.000027362234,0.00071683986,0.000075466676,0.00023432325,0.0000028567445,0.000082894534,0.98353237,0.0062615545,0.00012312476,0.000030194813,0.0014912081],"study_design_scores_gemma":[0.047300022,0.00059890596,0.00031460318,0.00032628566,0.000117212374,0.00001294897,0.000113963906,0.9506491,0.00008114254,0.000027715241,0.00020657101,0.00025154965],"about_ca_topic_score_codex":0.000005339641,"about_ca_topic_score_gemma":0.000004708693,"teacher_disagreement_score":0.97022897,"about_ca_system_score_codex":0.00009129117,"about_ca_system_score_gemma":0.000043887427,"threshold_uncertainty_score":0.63257724},"labels":[],"label_agreement":null},{"id":"W2340178867","doi":"10.1137/16m1068797","title":"On Small-Time Local Controllability","year":2020,"lang":"en","type":"preprint","venue":"SIAM Journal on Control and Optimization","topic":"Advanced Differential Equations and Dynamical Systems","field":"Mathematics","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":"Controllability; Affine transformation; Mathematics; Vector field; Polynomial; Order (exchange); Pure mathematics; Control theory (sociology); Applied mathematics; Control (management); Discrete mathematics; Mathematical analysis; Computer science; Geometry","score_opus":0.0239173298618824,"score_gpt":0.2717516410036473,"score_spread":0.2478343111417649,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2340178867","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":[0.00358794,0.00012029573,0.9918748,0.0021318526,0.0004956965,0.0007606643,0.00007238009,0.00008649626,0.0008698625],"genre_scores_gemma":[0.97824085,0.000088773566,0.020037284,0.00065327785,0.00061707344,0.00004126724,0.000052190928,0.000059239264,0.0002100298],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99774706,0.00037316696,0.0007925562,0.00044443388,0.0003872312,0.0002555662],"domain_scores_gemma":[0.9975119,0.0009676672,0.0006698807,0.00027742347,0.00027308217,0.00030001494],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004464041,0.000378998,0.0008340984,0.00011053272,0.00022821427,0.00023906212,0.00017992617,0.00033990713,0.00014860074],"category_scores_gemma":[0.0011286407,0.00028988943,0.0002421697,0.000079490754,0.00007199346,0.0000630928,0.000075681266,0.00094299705,0.000022581062],"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":[0.0009049173,0.00021790016,0.000010547052,0.000109356464,0.000169842,0.000014182258,0.00005500734,0.95700026,0.000037704845,0.0358932,0.00018623885,0.005400821],"study_design_scores_gemma":[0.0027992227,0.0003648887,0.000031047042,0.00022441168,0.0001312241,0.0000102515105,0.000013379907,0.78043014,0.0000029193566,0.21569791,0.00005456525,0.00024001341],"about_ca_topic_score_codex":0.000003590727,"about_ca_topic_score_gemma":0.0000036354293,"teacher_disagreement_score":0.97465295,"about_ca_system_score_codex":0.00016370576,"about_ca_system_score_gemma":0.0000931195,"threshold_uncertainty_score":0.9999553},"labels":[],"label_agreement":null},{"id":"W2539372614","doi":"10.1137/15m1048896","title":"On Convergence Rate of Distributed Stochastic Gradient Algorithm for Convex Optimization with Inequality Constraints","year":2016,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Distributed Control Multi-Agent Systems","field":"Computer Science","cited_by":63,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"Government of Jiangsu Province; Natural Science Foundation of Jiangsu Province; National Natural Science Foundation of China; City University of Hong Kong","keywords":"Mathematics; Rate of convergence; Convex function; Convergence (economics); Bounded function; Convex optimization; Mathematical optimization; Computation; Regular polygon; Constraint (computer-aided design); Optimization problem; Algorithm; Computer science; Mathematical analysis","score_opus":0.010652703333443697,"score_gpt":0.22616163506507267,"score_spread":0.21550893173162897,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2539372614","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":[0.00079493626,0.00004625329,0.996369,0.0011454059,0.0004667992,0.0007792132,0.00033252715,0.000052098207,0.000013745295],"genre_scores_gemma":[0.9621566,0.00003621636,0.037365943,0.00024070343,0.00007592841,0.00004992318,0.000039430033,0.000016595677,0.000018657087],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979875,0.00028158657,0.00065399235,0.00039981902,0.00033393427,0.00034314414],"domain_scores_gemma":[0.9972324,0.0007313162,0.000787021,0.0002525895,0.00076779333,0.00022888069],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008680612,0.00026150924,0.00045894668,0.00016010363,0.00020186327,0.00014122232,0.00029549064,0.00009553663,0.000023091761],"category_scores_gemma":[0.0003807027,0.00016605831,0.0000889172,0.00023600699,0.00015332724,0.00047327447,0.000021910328,0.00011473374,0.0000024301428],"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":[0.00043492301,0.00018375611,0.00006392328,0.000014732142,0.0001211757,0.000007629246,0.000040219267,0.97466916,0.0001299659,0.008212685,0.000061950515,0.016059902],"study_design_scores_gemma":[0.01001689,0.0014427004,0.00021946216,0.000252392,0.00004800955,0.00003871071,0.00001770118,0.98721945,0.00012164614,0.000377026,0.000018410346,0.00022760469],"about_ca_topic_score_codex":0.000002576404,"about_ca_topic_score_gemma":7.66422e-7,"teacher_disagreement_score":0.96136165,"about_ca_system_score_codex":0.00011015476,"about_ca_system_score_gemma":0.00012809507,"threshold_uncertainty_score":0.6771661},"labels":[],"label_agreement":null},{"id":"W2561272573","doi":"10.1137/140984154","title":"On Stochastic Stability of a Class of non-Markovian Processes and Applications in Quantization","year":2017,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Stochastic processes and financial applications","field":"Economics, Econometrics and Finance","cited_by":14,"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":"Mathematics; Ergodicity; Markov process; Exponential stability; Class (philosophy); Applied mathematics; Stochastic process; Stability (learning theory); Quantization (signal processing); Control theory (sociology); Measure (data warehouse); Statistical physics; Noise (video); Control (management); Computer science; Algorithm; Statistics; Nonlinear system","score_opus":0.014329233287927986,"score_gpt":0.23254194286428287,"score_spread":0.21821270957635489,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2561272573","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":[0.031182498,0.00037065116,0.967063,0.00032485224,0.00003490535,0.00033682128,0.00007131289,0.0000032127734,0.0006127394],"genre_scores_gemma":[0.9984179,0.00018101552,0.0012798981,0.00003188474,0.000034917142,0.000037584294,0.0000052066566,0.000007966337,0.0000036146168],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99919677,0.0000045849556,0.00047863188,0.00018188005,0.000041344952,0.00009676426],"domain_scores_gemma":[0.9986828,0.0001387474,0.00081803557,0.00017100328,0.0001416926,0.00004771608],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028666452,0.00008930967,0.00028835912,0.00016125258,0.00020430009,0.00005401909,0.00011311432,0.00006254707,0.0000070288056],"category_scores_gemma":[0.0006014099,0.00008728588,0.000025451474,0.00012172172,0.000097291595,0.0001708029,0.000014308637,0.00009747371,7.937726e-7],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00039395574,0.00055431784,0.021454804,0.0003193188,0.000039097526,4.5470046e-7,0.0004742239,0.14499302,0.00007448783,0.8264063,0.0000040404034,0.005285999],"study_design_scores_gemma":[0.0054527055,0.00091352884,0.15565516,0.00034028947,0.000042253654,0.000006984588,0.00021491559,0.5796841,0.000093024806,0.25711825,0.00007843166,0.00040036996],"about_ca_topic_score_codex":0.000025659892,"about_ca_topic_score_gemma":0.000023083217,"teacher_disagreement_score":0.9672354,"about_ca_system_score_codex":0.000020865858,"about_ca_system_score_gemma":0.000039542185,"threshold_uncertainty_score":0.35594147},"labels":[],"label_agreement":null},{"id":"W2726058428","doi":"10.1137/17m1128940","title":"Elasto-plastic Shape Optimization Using the Level Set Method","year":2018,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Topology Optimization in Engineering","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"Fonds Unique Interministériel","keywords":"Mathematics; von Mises yield criterion; Shape optimization; Set (abstract data type); Applied mathematics; Plasticity; Stress (linguistics); Mathematical analysis; Mathematical optimization; Finite element method; Structural engineering; Computer science","score_opus":0.018207183583681293,"score_gpt":0.25664291094775793,"score_spread":0.23843572736407664,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2726058428","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":[0.001494637,0.00019410024,0.996113,0.00021791161,0.0013887411,0.00016723057,0.000014225931,0.00013424334,0.0002759299],"genre_scores_gemma":[0.58502764,0.00027180603,0.41315368,0.00032278456,0.001070269,0.000010220679,0.000011804187,0.00008865609,0.00004312531],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99884015,0.0001141045,0.0003729567,0.00017812526,0.00020169023,0.00029295342],"domain_scores_gemma":[0.99917746,0.000226512,0.00011557873,0.00015565663,0.00020910492,0.000115665214],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041814442,0.00023230606,0.00021457803,0.00022028066,0.00043912904,0.00015984895,0.00014922116,0.00014306592,0.0002552317],"category_scores_gemma":[0.00019065198,0.0001843587,0.00005254105,0.00027736198,0.000090565976,0.00026014665,0.000017517086,0.00031805137,0.000005860353],"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":[0.000040149866,0.000007275942,0.000060761897,0.000007430304,0.00007030084,0.0000022619977,0.0001335698,0.9977438,0.000109915505,0.00015337406,0.00017117754,0.0014999845],"study_design_scores_gemma":[0.0010965454,0.00011538824,0.00012235683,0.00003885758,0.00007221053,0.00021814446,0.000057003737,0.997679,0.000045926092,0.00002548438,0.00033021744,0.00019886612],"about_ca_topic_score_codex":9.42882e-7,"about_ca_topic_score_gemma":0.00000140459,"teacher_disagreement_score":0.58353305,"about_ca_system_score_codex":0.000082121885,"about_ca_system_score_gemma":0.000029587702,"threshold_uncertainty_score":0.7517929},"labels":[],"label_agreement":null},{"id":"W2781946908","doi":"10.1137/140993417","title":"Linearized Stability of Partial Differential Equations with Application to Stabilization of the Kuramoto--Sivashinsky Equation","year":2018,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Stability and Controllability of Differential Equations","field":"Engineering","cited_by":44,"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":"Mathematics; Partial differential equation; First-order partial differential equation; Nonlinear system; Riccati equation; Mathematical analysis; Differential equation; Ordinary differential equation; Linearization; Stability theory; Stability (learning theory); Exponential stability; Applied mathematics; Physics","score_opus":0.011097551280157608,"score_gpt":0.2130582234266403,"score_spread":0.2019606721464827,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2781946908","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":[0.2257546,0.000019046121,0.7729101,0.00033346645,0.00017148232,0.0006868669,0.00002878891,0.000030357283,0.00006524378],"genre_scores_gemma":[0.9978956,0.00001071855,0.0018177122,0.00003731135,0.00016193913,0.000040914576,0.000014684454,0.000017177268,0.000003925749],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984923,0.0001732596,0.000604901,0.00018294781,0.00038414486,0.00016241937],"domain_scores_gemma":[0.99842066,0.0002760635,0.00024279834,0.00029531316,0.000670576,0.00009460992],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003531338,0.0001588973,0.00028639415,0.00010988806,0.00021519055,0.00005280689,0.00014415389,0.00008722041,0.000090463],"category_scores_gemma":[0.00045965606,0.00011287827,0.00008304311,0.0003734173,0.00017265682,0.00019731301,0.000016796132,0.00014612997,0.0000015128608],"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":[0.00060518435,0.00018165636,0.0020683212,0.000049359467,0.00007742091,3.0349643e-8,0.00069228065,0.97076434,0.01828346,0.002395991,0.0000034053678,0.0048785373],"study_design_scores_gemma":[0.002059492,0.0004931904,0.0074300016,0.000047301062,0.0001086642,9.717378e-7,0.0000851481,0.9823458,0.0069611026,0.00032438664,0.00002357631,0.000120357276],"about_ca_topic_score_codex":0.000010500786,"about_ca_topic_score_gemma":0.00007089229,"teacher_disagreement_score":0.77214104,"about_ca_system_score_codex":0.000065763415,"about_ca_system_score_gemma":0.00006669727,"threshold_uncertainty_score":0.4603042},"labels":[],"label_agreement":null},{"id":"W2785536324","doi":"10.1137/16m1066683","title":"Multiobjective $\\mathcal{H}_2$/$\\mathcal{H}_\\infty$ Control Design Subject to Multiplicative Input Dependent Noises","year":2018,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Stability and Control of Uncertain Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Science Foundation of Zhejiang Province; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Multiplicative function; Mathematics; Multiplicative noise; Diagonal; Bounded function; Nash equilibrium; Optimal control; Algebraic number; Matrix (chemical analysis); Algebraic Riccati equation; Riccati equation; Control (management); Applied mathematics; Discrete mathematics; Control theory (sociology); Mathematical optimization; Mathematical analysis; Computer science; Differential equation","score_opus":0.011103524569327842,"score_gpt":0.2258262904068089,"score_spread":0.21472276583748107,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2785536324","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":[0.012018868,0.0005652879,0.9836738,0.0006436425,0.0007240737,0.0013563938,0.000045260615,0.0002187556,0.00075393455],"genre_scores_gemma":[0.99073154,0.000111713656,0.0071248272,0.00087795017,0.0008792197,0.00015329664,0.0000034583443,0.00006176311,0.00005624504],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9975189,0.0003903523,0.0007012913,0.00041651021,0.0004399974,0.0005329267],"domain_scores_gemma":[0.9977206,0.00075784273,0.00020004572,0.0002914042,0.00062230503,0.000407813],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00096888444,0.00042135068,0.0006222488,0.00029573936,0.00042211628,0.0002757905,0.00024239896,0.00021234913,0.000056069795],"category_scores_gemma":[0.0005307363,0.00035727647,0.00014470286,0.00026612566,0.000105159736,0.00037317793,0.00001923616,0.00039264726,0.00007121702],"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":[0.0015590105,0.000090268666,0.0005007057,0.000022280297,0.00023712877,0.000014885852,0.0011222886,0.9844367,0.0031947955,0.00020997964,0.00022430341,0.008387645],"study_design_scores_gemma":[0.008178561,0.0012323733,0.002271319,0.00013488247,0.00011072375,0.00008486441,0.00029715276,0.98539037,0.0009416881,0.0002279474,0.0006353255,0.0004948],"about_ca_topic_score_codex":0.000020160838,"about_ca_topic_score_gemma":0.00003648171,"teacher_disagreement_score":0.9787127,"about_ca_system_score_codex":0.0002762305,"about_ca_system_score_gemma":0.0000716313,"threshold_uncertainty_score":0.99988794},"labels":[],"label_agreement":null},{"id":"W2795225257","doi":"10.1137/18m1178037","title":"Optimal Transport with Controlled Dynamics and Free End Times","year":2018,"lang":"en","type":"preprint","venue":"SIAM Journal on Control and Optimization","topic":"Geometric Analysis and Curvature Flows","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Optimal stopping; Duality (order theory); Mathematical optimization; Mathematics; Variational inequality; Optimal control; Pontryagin's minimum principle; Connection (principal bundle); Lagrangian; Free boundary problem; Boundary (topology); Dynamics (music); Applied mathematics; Mathematical analysis; Physics; Combinatorics","score_opus":0.00803738059914035,"score_gpt":0.22821008463182046,"score_spread":0.2201727040326801,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2795225257","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":[0.04012343,0.0014302214,0.9533675,0.0015286113,0.00028507476,0.0008023679,0.00010162447,0.000054195618,0.0023070083],"genre_scores_gemma":[0.9028085,0.0014847628,0.09334732,0.00025990896,0.0007244984,0.000037649075,0.000086567285,0.0000778045,0.0011729775],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978587,0.00014650515,0.00071017875,0.00043178847,0.0005536138,0.00029920685],"domain_scores_gemma":[0.9977207,0.00034164693,0.00085006567,0.00035767842,0.0005004485,0.00022946218],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009446966,0.00046207692,0.0012374413,0.00042371987,0.0002701023,0.00031850065,0.00023283369,0.00039664502,0.00028101733],"category_scores_gemma":[0.00030056853,0.0003047285,0.0002308716,0.00019351013,0.00012749998,0.00015435339,0.000056064422,0.00082918414,0.0000012550228],"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":[0.0055647795,0.0005259694,0.0026915248,0.00029225703,0.0040683467,0.00014471434,0.0004946274,0.97022367,0.0000043909267,0.010334932,0.0018864174,0.0037683828],"study_design_scores_gemma":[0.016575389,0.00077145675,0.00056692754,0.00031751918,0.002134814,0.00014448175,0.00015549695,0.9728548,0.0000018667968,0.005857008,0.00011944955,0.00050076866],"about_ca_topic_score_codex":0.000006613251,"about_ca_topic_score_gemma":0.00004652884,"teacher_disagreement_score":0.8626851,"about_ca_system_score_codex":0.00006777997,"about_ca_system_score_gemma":0.00012437001,"threshold_uncertainty_score":0.99994045},"labels":[],"label_agreement":null},{"id":"W2917426533","doi":"10.1137/17m1127016","title":"A Note on the Separation of Optimal Quantization and Control Policies in Networked Control","year":2019,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Stability and Control of Uncertain Systems","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Linear-quadratic-Gaussian control; Optimal control; Mathematics; Quadratic equation; Confusion; Quantization (signal processing); Gaussian; Control theory (sociology); Control (management); Linear-quadratic regulator; Formalism (music); Stochastic control; Separation principle; Mathematical optimization; Applied mathematics; Discrete mathematics; Computer science; Algorithm; Artificial intelligence; Nonlinear system","score_opus":0.005883936205959426,"score_gpt":0.21893731212880854,"score_spread":0.21305337592284912,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2917426533","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":[0.42006943,0.0013400916,0.57289875,0.0025645967,0.0005404823,0.0013710286,0.00002510976,0.000055469533,0.0011350518],"genre_scores_gemma":[0.9989659,0.00023039845,0.0001261863,0.0004566855,0.00015571313,0.000019731693,0.0000031382892,0.000018807612,0.000023432363],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99867994,0.00022542496,0.00050443824,0.00014703211,0.00022698882,0.00021615888],"domain_scores_gemma":[0.99886817,0.0006327433,0.00018663717,0.00013341047,0.00011575424,0.00006328252],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00073303847,0.00018408848,0.0003974177,0.00015547626,0.00009224684,0.0001038166,0.00008223952,0.00011616542,0.000020477784],"category_scores_gemma":[0.000107669235,0.00013071742,0.00006226667,0.00015273503,0.00004546553,0.0002101297,0.000003923266,0.00024092647,0.000002891091],"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":[0.000759546,0.000025076994,0.0034748954,0.000022513417,0.000054189884,0.000001066627,0.00026768318,0.99153423,0.0009996379,0.0016222508,0.00002609341,0.0012128173],"study_design_scores_gemma":[0.0068148267,0.0003822318,0.006131577,0.00012050109,0.00003681217,0.000010783213,0.000122008656,0.985985,0.000029809109,0.00006536351,0.00017019894,0.00013091459],"about_ca_topic_score_codex":0.000010129405,"about_ca_topic_score_gemma":0.000015663643,"teacher_disagreement_score":0.57889646,"about_ca_system_score_codex":0.000054511824,"about_ca_system_score_gemma":0.000024312541,"threshold_uncertainty_score":0.5330502},"labels":[],"label_agreement":null},{"id":"W2949454710","doi":"10.1137/17m1140133","title":"Mean Field Games with Partial Observation","year":2019,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Economic theories and models","field":"Economics, Econometrics and Finance","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Air Force Office of Scientific Research; Natural Sciences and Engineering Research Council of Canada","keywords":"Mathematics; Population; Nonlinear system; Action (physics); State (computer science); Nash equilibrium; Mean field theory; Applied mathematics; Mathematical optimization; Mathematical economics; Algorithm","score_opus":0.012316113231821803,"score_gpt":0.18265869528953527,"score_spread":0.17034258205771347,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2949454710","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":[0.43342555,0.00086244865,0.54762214,0.0043101483,0.0007664217,0.0003177637,0.000024065816,0.000028988807,0.012642444],"genre_scores_gemma":[0.9949162,0.0003222361,0.0025063325,0.0012685294,0.00017925391,0.0000041490084,0.000004930013,0.000012991044,0.0007853671],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993637,0.000011696034,0.00029675086,0.0001675183,0.0000229078,0.00013739958],"domain_scores_gemma":[0.99948245,0.000052315496,0.0002688218,0.00010261151,0.00003175017,0.00006202302],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027702755,0.00009133812,0.00021553294,0.000075439246,0.00008533933,0.00012100778,0.000058875543,0.00005675699,0.00036707002],"category_scores_gemma":[0.000023715984,0.00008014882,0.000040041887,0.000043437274,0.0000124098315,0.00032287755,0.000006372902,0.000116445204,0.000044233337],"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":[0.0003788343,0.0000321459,0.026892494,0.0000084188105,0.000061939434,0.0000018589285,0.00021965824,0.58635235,0.0000066406433,0.3843303,0.00015593295,0.0015594325],"study_design_scores_gemma":[0.00685519,0.0014993802,0.004884804,0.00006413169,0.000022757251,0.00003984362,0.00015081765,0.93792826,0.000055250435,0.021192735,0.026869785,0.00043702527],"about_ca_topic_score_codex":0.000008955183,"about_ca_topic_score_gemma":0.0000036196952,"teacher_disagreement_score":0.56149065,"about_ca_system_score_codex":0.000027033682,"about_ca_system_score_gemma":0.000011555576,"threshold_uncertainty_score":0.40191594},"labels":[],"label_agreement":null},{"id":"W2953828662","doi":"10.1137/19m1270513","title":"Optimal Brownian Stopping When the Source and Target Are Radially Symmetric Distributions","year":2020,"lang":"en","type":"preprint","venue":"SIAM Journal on Control and Optimization","topic":"Stochastic processes and statistical mechanics","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Seventh Framework Programme; University of British Columbia; Alfred P. Sloan Foundation; ShanghaiTech University; Austrian Science Fund; Natural Sciences and Engineering Research Council of Canada; European Commission","keywords":"Brownian motion; Optimal stopping; Dimension (graph theory); Order (exchange); Duality (order theory); Stopping time; Combinatorics; Mathematics; Symmetry (geometry); Physics; Distribution (mathematics); Mathematical analysis; Mathematical optimization; Quantum mechanics; Geometry; Statistics","score_opus":0.02697243343853348,"score_gpt":0.26338062178958943,"score_spread":0.23640818835105595,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2953828662","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":[0.00025605602,0.0012991102,0.98919237,0.008090613,0.00031742672,0.00042595717,0.00025440563,0.000044227887,0.00011984737],"genre_scores_gemma":[0.5959696,0.001439873,0.3990063,0.0016473199,0.0015217828,0.00006824575,0.0000854122,0.00010589924,0.00015555845],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984038,0.00014792371,0.00050271023,0.0003305712,0.00034383606,0.00027119988],"domain_scores_gemma":[0.99770594,0.0009994473,0.00060158665,0.00016834556,0.0002569081,0.00026775198],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045727083,0.00029873213,0.00050945056,0.00011444064,0.000534185,0.0004992761,0.00021498564,0.00021284677,0.000047299873],"category_scores_gemma":[0.0033929234,0.0002091778,0.00009977777,0.00013687278,0.00006449118,0.00007478513,0.00015240387,0.0010199036,0.000001682986],"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":[0.000506459,0.00016896825,0.00004026389,0.00054172304,0.0005277542,0.000070874725,0.00087325263,0.75811875,0.000011075508,0.22504346,0.0034942175,0.010603184],"study_design_scores_gemma":[0.0010947345,0.0001796853,0.000059267917,0.0002619657,0.0002915279,0.00008926436,0.00012543268,0.8452262,0.0000016846573,0.1519164,0.00052346743,0.0002303432],"about_ca_topic_score_codex":0.0000023526272,"about_ca_topic_score_gemma":0.0000012032791,"teacher_disagreement_score":0.59571356,"about_ca_system_score_codex":0.00006638538,"about_ca_system_score_gemma":0.00012334612,"threshold_uncertainty_score":0.8530023},"labels":[],"label_agreement":null},{"id":"W3042176121","doi":"10.1137/20m135296x","title":"A Stochastic Control Problem with Linearly Bounded Control Rates in a Brownian Model","year":2021,"lang":"en","type":"preprint","venue":"SIAM Journal on Control and Optimization","topic":"Probability and Risk Models","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Stochastic control; Bounded function; Dividend; Brownian motion; Control (management); Bellman equation; Mathematical optimization; Mathematics; Value (mathematics); Diffusion process; Payment; Optimal control; Mathematical economics; Economics; Applied mathematics; Control theory (sociology); Computer science; Mathematical analysis; Finance; Statistics; Economy","score_opus":0.037819970091215044,"score_gpt":0.30799982267610254,"score_spread":0.2701798525848875,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3042176121","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":[0.020858698,0.0013679567,0.97036386,0.005283993,0.00027074976,0.0015520712,0.000105772844,0.000039172675,0.00015772211],"genre_scores_gemma":[0.9715751,0.00020970227,0.026262647,0.0013643795,0.00022316449,0.00012298275,0.000016952714,0.000044000517,0.00018106542],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99377865,0.0010881217,0.0017630907,0.0011181631,0.0016457814,0.0006062084],"domain_scores_gemma":[0.9947052,0.0013035584,0.0013017488,0.0006237079,0.0016550833,0.00041068674],"candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0044973604,0.0005953503,0.0015189014,0.0007076217,0.0004167367,0.0027425748,0.00067088986,0.0005458847,0.00006195866],"category_scores_gemma":[0.0015247117,0.0003909389,0.0002910188,0.00046289107,0.00022199705,0.0007417577,0.00010216828,0.0018342839,0.0000058621026],"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":[0.0025823058,0.0002585842,0.0006858317,0.000024604538,0.00014855409,0.00005702711,0.0005962434,0.993026,0.00002099157,0.0004798146,0.00003374208,0.0020862846],"study_design_scores_gemma":[0.013438093,0.00046712699,0.000451997,0.00050295045,0.0001589312,0.00009683661,0.0001349747,0.9509312,0.0000016883832,0.033359222,0.000012874799,0.00044414058],"about_ca_topic_score_codex":0.000035081768,"about_ca_topic_score_gemma":0.0002517683,"teacher_disagreement_score":0.95071644,"about_ca_system_score_codex":0.00020167911,"about_ca_system_score_gemma":0.0013582963,"threshold_uncertainty_score":0.99985427},"labels":[],"label_agreement":null},{"id":"W3090885087","doi":"10.1137/20m1370525","title":"A Finite Memory Interacting Pólya Contagion Network and Its Approximating Dynamical Systems","year":2022,"lang":"en","type":"preprint","venue":"SIAM Journal on Control and Optimization","topic":"Stochastic processes and statistical mechanics","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Alexander von Humboldt-Stiftung","keywords":"Stochastic matrix; Markov process; Markov chain; Statistical physics; Mathematics; Applied mathematics; Physics; Statistics","score_opus":0.027094747000246156,"score_gpt":0.29056192468127695,"score_spread":0.2634671776810308,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3090885087","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":[0.0011452584,0.0019050522,0.9940059,0.00027118434,0.0015434375,0.0006441473,0.00005802006,0.00005347232,0.00037352854],"genre_scores_gemma":[0.92460656,0.0007298832,0.07276133,0.0002942248,0.0011598497,0.00013038762,0.00005260117,0.00009567925,0.00016946346],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977631,0.0002849766,0.00085760053,0.00037648625,0.0003949219,0.00032294358],"domain_scores_gemma":[0.99564743,0.0027841285,0.0010190577,0.00013605811,0.00022733536,0.0001859937],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0011546572,0.00032456723,0.0006951826,0.000115127885,0.00048218705,0.00042244483,0.00014754852,0.00021294232,0.000057793124],"category_scores_gemma":[0.003377969,0.0002817712,0.00008179992,0.000084225154,0.00001895768,0.00011086796,0.00023193663,0.0014173876,7.7047906e-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":[0.00029396013,0.000053022653,0.000006179107,0.00061771314,0.00013566608,0.00004437967,0.0002546951,0.94387347,0.00000393909,0.052707482,0.00007008397,0.0019394314],"study_design_scores_gemma":[0.0012900557,0.00024752592,0.0000027149695,0.0010578474,0.00020993705,0.00018694157,0.0003253275,0.9637038,3.384857e-7,0.032679778,0.000028804263,0.00026693588],"about_ca_topic_score_codex":0.0000027132296,"about_ca_topic_score_gemma":0.0000012105849,"teacher_disagreement_score":0.9234613,"about_ca_system_score_codex":0.00011897887,"about_ca_system_score_gemma":0.000078666504,"threshold_uncertainty_score":0.99996346},"labels":[],"label_agreement":null},{"id":"W3106705281","doi":"10.1137/20m1381873","title":"Continuous-Time Convergence Rates in Potential and Monotone Games","year":2022,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Game Theory and Applications","field":"Decision Sciences","cited_by":7,"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":"Monotone polygon; Mathematics; Monotonic function; Convergence (economics); Nash equilibrium; Dual (grammatical number); Descent (aeronautics); Space (punctuation); Characterization (materials science); Mathematical economics; Combinatorics; Applied mathematics; Mathematical analysis; Computer science; Geometry","score_opus":0.01393125534008791,"score_gpt":0.28772056245212557,"score_spread":0.27378930711203764,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3106705281","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":[0.83515096,0.0008635701,0.15629855,0.0061557726,0.0002792801,0.00040341448,0.000035047633,0.000023089251,0.00079033786],"genre_scores_gemma":[0.9977973,0.00015487558,0.0006113621,0.00051387964,0.000053933578,0.000020975125,0.0000026798523,0.0000060750995,0.0008389175],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99845535,0.0003819756,0.00040493044,0.00022433691,0.0003900742,0.00014332402],"domain_scores_gemma":[0.99906206,0.00038689177,0.00023595357,0.00011455476,0.000107910426,0.00009263328],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0018433086,0.00009150968,0.00021280657,0.00020709987,0.00042635348,0.00021453558,0.00017761177,0.000027965796,0.0010382615],"category_scores_gemma":[0.00027697545,0.00007248366,0.000037371177,0.0002667092,0.00007237164,0.00022675123,0.00004961018,0.00021381161,0.000016318472],"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":[0.0004529311,0.00009920883,0.0033641427,9.626165e-7,0.000014525196,0.00002017571,0.00028045068,0.9786513,0.002193408,0.0039722454,0.0005386299,0.010412059],"study_design_scores_gemma":[0.0032356256,0.0003604158,0.011307238,0.00000994046,0.000021495924,0.00017701567,0.00091056764,0.95353466,0.00009369102,0.027094422,0.0030637493,0.00019116577],"about_ca_topic_score_codex":0.0000025479887,"about_ca_topic_score_gemma":8.704277e-7,"teacher_disagreement_score":0.16264637,"about_ca_system_score_codex":0.000018339482,"about_ca_system_score_gemma":0.00003048592,"threshold_uncertainty_score":0.99987495},"labels":[],"label_agreement":null},{"id":"W3191892035","doi":"10.1137/20m1328130","title":"Formation Tracking of Nonholonomic Systems on the Special Euclidean Group under Fixed and Switching Topologies: An Affine Formation Strategy","year":2021,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Distributed Control Multi-Agent Systems","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Mathematics; Affine transformation; Network topology; Group (periodic table); Euclidean geometry; Nonholonomic system; Euclidean group; Pure mathematics; Topology (electrical circuits); Combinatorics; Affine space; Geometry; Computer science; Robot; Artificial intelligence","score_opus":0.025123598587166715,"score_gpt":0.23902137231105283,"score_spread":0.21389777372388613,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3191892035","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":[0.06631819,0.00021719682,0.930752,0.0015940634,0.00050668995,0.00029352054,0.000008969438,0.000031443644,0.00027796585],"genre_scores_gemma":[0.9982794,0.00012765841,0.0009096927,0.00019580298,0.00044590054,0.0000075368325,0.00001706674,0.000007957252,0.000008992712],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983903,0.0003972113,0.00056749786,0.00019677203,0.0002540791,0.00019413822],"domain_scores_gemma":[0.99869674,0.00025517825,0.00055891735,0.00020869811,0.00020259425,0.00007787827],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008529856,0.00015478839,0.00026008478,0.00011885998,0.00033364637,0.0007979192,0.00021197084,0.00008186393,0.0000071197783],"category_scores_gemma":[0.00010863706,0.0001113115,0.000051864798,0.00014275798,0.000021437841,0.0016979217,0.000027820492,0.00020414188,0.0000014453792],"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":[0.00010613714,0.000069078684,0.000048498106,0.00002827654,0.00004042219,0.00001001555,0.0005315763,0.9335377,0.002337445,0.046719488,0.00005133408,0.01651999],"study_design_scores_gemma":[0.0020157185,0.00034528621,0.0014993245,0.00012219817,0.000022453969,0.00016009511,0.00107955,0.9939294,0.00019162173,0.00045101176,0.000059852857,0.0001234769],"about_ca_topic_score_codex":0.0000070003694,"about_ca_topic_score_gemma":0.000017097198,"teacher_disagreement_score":0.9319612,"about_ca_system_score_codex":0.00008777291,"about_ca_system_score_gemma":0.000039295177,"threshold_uncertainty_score":0.7694353},"labels":[],"label_agreement":null},{"id":"W3196938335","doi":"10.1137/21m1444588","title":"An Algorithm for Local Transverse Feedback Linearization","year":2023,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Advanced Vision and Imaging","field":"Computer Science","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":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Feedback linearization; Mathematics; Submanifold; Control theory (sociology); Linearization; Invariant manifold; Invariant (physics); Manifold (fluid mechanics); LTI system theory; Nonlinear system; Affine transformation; Transverse plane; System dynamics; Coordinate system; Center manifold; Linear system; Mathematical analysis; Control (management); Computer science; Geometry; Artificial intelligence","score_opus":0.009189935720971674,"score_gpt":0.2664010806080988,"score_spread":0.25721114488712715,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3196938335","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":[0.000027998292,0.000041088886,0.99847466,0.0008494461,0.0002997704,0.00014252288,0.000003938069,0.00010570465,0.000054879834],"genre_scores_gemma":[0.12392802,0.0003372726,0.87440467,0.00091401226,0.0002472612,0.00001024151,0.000021164271,0.000019873423,0.000117460695],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992605,0.00005814042,0.0001797877,0.00017928504,0.00015077788,0.00017151165],"domain_scores_gemma":[0.9994743,0.00007323403,0.00008107965,0.000101135134,0.0001461557,0.000124131],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003095625,0.00008936853,0.00011003206,0.00014867439,0.00026880263,0.00022520804,0.00013168674,0.000039296036,0.000006592709],"category_scores_gemma":[0.00003908451,0.00007573696,0.00004134275,0.0002554199,0.00001981159,0.0008042077,0.0000062766467,0.00009762235,0.0000058552823],"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":[0.000012816822,0.000015738267,0.0000038005608,0.0000015631983,0.000004118834,0.0000029544055,0.00006523295,0.5923766,0.00006597308,0.001353655,0.000047526617,0.40605003],"study_design_scores_gemma":[0.002119443,0.00025769603,0.000061875624,0.000016968697,0.0000064343167,0.00002126262,0.00005460903,0.9947344,0.00008191275,0.0009665912,0.0015836959,0.000095079435],"about_ca_topic_score_codex":2.8235334e-7,"about_ca_topic_score_gemma":2.39392e-7,"teacher_disagreement_score":0.40595493,"about_ca_system_score_codex":0.000018405488,"about_ca_system_score_gemma":0.000034667442,"threshold_uncertainty_score":0.30884638},"labels":[],"label_agreement":null},{"id":"W3200962980","doi":"10.1137/22m1480707","title":"Continuity Properties of Value Functions in Information Structures for Zero-Sum and General Games and Stochastic Teams","year":2023,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Economic theories and models","field":"Economics, Econometrics and Finance","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":"Mathematics; Convergence (economics); Zero-sum game; Sequence (biology); Zero (linguistics); Function (biology); Weak convergence; Bounded function; Convergence of random variables; Total variation; Mathematical optimization; Mathematical economics; Game theory; Random variable; Computer science; Mathematical analysis; Statistics","score_opus":0.011561065170452365,"score_gpt":0.19164792001179415,"score_spread":0.1800868548413418,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3200962980","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":[0.6626198,0.00097154593,0.3351055,0.0004540157,0.00024200333,0.00031745678,0.000121117235,0.000011468247,0.00015702301],"genre_scores_gemma":[0.99865085,0.0003769813,0.0006977151,0.00009812075,0.000051338287,0.000013998776,0.00000987371,0.000006333142,0.00009478196],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99937195,0.000010814841,0.00039064314,0.000097420496,0.00001581938,0.00011333346],"domain_scores_gemma":[0.9995891,0.0000402727,0.00024534838,0.000045033397,0.000038749644,0.000041510644],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036193331,0.00007786472,0.00022912827,0.00021671188,0.000101127356,0.000091246744,0.00002863519,0.000052546024,0.000004732393],"category_scores_gemma":[0.00010885501,0.00007067693,0.00002653676,0.00005457284,0.00004469029,0.00039543773,0.000012211379,0.000069199705,7.6304804e-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":[0.00021689424,0.000009478993,0.0023140823,0.000038111557,0.000032983975,1.1789187e-7,0.0006716325,0.84958345,0.000030829913,0.14471598,0.000057728324,0.0023287027],"study_design_scores_gemma":[0.003271347,0.00020962469,0.010586269,0.0000366671,0.000013341972,0.00000979566,0.00030809047,0.94115704,0.000013098252,0.043970387,0.00029013422,0.00013421058],"about_ca_topic_score_codex":0.000022173275,"about_ca_topic_score_gemma":0.000006202431,"teacher_disagreement_score":0.33603102,"about_ca_system_score_codex":0.00002067415,"about_ca_system_score_gemma":0.00001246247,"threshold_uncertainty_score":0.28821215},"labels":[],"label_agreement":null},{"id":"W3214559626","doi":"10.1137/20m136373x","title":"Graphon Mean Field Games and Their Equations","year":2021,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Advanced Graph Theory Research","field":"Computer Science","cited_by":67,"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; McGill University","funders":"Air Force Office of Scientific Research; Natural Environment Research Council; Natural Sciences and Engineering Research Council of Canada","keywords":"Mathematics; Field (mathematics); Mathematical economics; Applied mathematics; Calculus (dental); Mathematical analysis; Pure mathematics","score_opus":0.012380578866352868,"score_gpt":0.25629748069981706,"score_spread":0.2439169018334642,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3214559626","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":[0.0012323522,0.001179041,0.9924572,0.0044844938,0.00011784541,0.00006278795,0.0000015331381,0.00002221182,0.0004425012],"genre_scores_gemma":[0.96910864,0.001286315,0.02811115,0.0012615717,0.000079041805,0.0000046091445,0.0000016982484,0.0000069804546,0.00014001351],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99924624,0.00015512838,0.00014306443,0.0001747945,0.00013016735,0.00015060186],"domain_scores_gemma":[0.99903554,0.0004567569,0.000067496745,0.00014598384,0.00018289308,0.00011131611],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030357236,0.000083659725,0.00011471326,0.00012518415,0.00027097363,0.00027297653,0.00012555782,0.00003853316,0.000019026753],"category_scores_gemma":[0.0002145648,0.00006329591,0.00003787096,0.00023440918,0.00003064894,0.00041273583,0.000041104726,0.0001888282,0.0000010771986],"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":[0.00015574234,0.00013520419,0.00056358025,0.000016561275,0.00012117612,0.000081981496,0.0015843853,0.3590059,0.0024546506,0.36750233,0.00024282979,0.26813564],"study_design_scores_gemma":[0.0014599003,0.0002831289,0.00026548476,0.000039965897,0.0000071892086,0.00015068875,0.00013938325,0.9412454,0.0010759195,0.05474299,0.00045252685,0.00013744456],"about_ca_topic_score_codex":5.5119966e-7,"about_ca_topic_score_gemma":0.0000038619733,"teacher_disagreement_score":0.96787626,"about_ca_system_score_codex":0.000009533436,"about_ca_system_score_gemma":0.000041185034,"threshold_uncertainty_score":0.26323187},"labels":[],"label_agreement":null},{"id":"W4323833140","doi":"10.1137/21m1442036","title":"Adaptive Tracking Control of Hybrid Switching Markovian Systems with Its Applications","year":2023,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Stability and Control of Uncertain Systems","field":"Engineering","cited_by":200,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Mathematics; Control theory (sociology); Markov process; Tracking (education); Adaptive control; Control (management); Mathematical optimization; Computer science; Artificial intelligence; Statistics","score_opus":0.008707116677026793,"score_gpt":0.19626621344262446,"score_spread":0.18755909676559768,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323833140","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":[0.006336775,0.0015682458,0.99021864,0.00018454778,0.00021879101,0.0007105769,0.000037640155,0.00015437785,0.00057040295],"genre_scores_gemma":[0.99909765,0.00022271834,0.00025028945,0.00003909599,0.00024096559,0.00008847011,0.000005128733,0.00003160417,0.000024103103],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99879706,0.000095401236,0.00044628614,0.00015732707,0.00026586806,0.00023806418],"domain_scores_gemma":[0.9990087,0.00033031753,0.000187827,0.00012646208,0.00022967736,0.00011702198],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00051635306,0.0001753383,0.0003745218,0.00019973566,0.00017532149,0.00011366337,0.00010215055,0.000050561808,0.0000061377928],"category_scores_gemma":[0.000043412474,0.0001407311,0.00006430978,0.00023527112,0.000021207741,0.00025189496,0.000004077362,0.00021937069,0.000004791561],"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":[0.000233202,0.000015319727,0.00022703274,0.00007160606,0.00015607325,0.000010486518,0.00009565678,0.99385077,0.0004561266,0.0005283792,0.000023298515,0.0043320633],"study_design_scores_gemma":[0.0030672054,0.00020128135,0.00035056175,0.0001871742,0.000071874434,0.00007756102,0.00033122994,0.9951676,0.000031314685,0.000040731404,0.0003183227,0.00015514137],"about_ca_topic_score_codex":0.0000038200888,"about_ca_topic_score_gemma":0.000002601081,"teacher_disagreement_score":0.99276084,"about_ca_system_score_codex":0.000057648653,"about_ca_system_score_gemma":0.00003098346,"threshold_uncertainty_score":0.57388484},"labels":[],"label_agreement":null},{"id":"W4376115059","doi":"10.1137/22m1475946","title":"Subjective Equilibria Under Beliefs of Exogenous Uncertainty for Dynamic Games","year":2023,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Economic theories and models","field":"Economics, Econometrics and Finance","cited_by":4,"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":"Mathematics; Mathematical economics; Sequential game; Mathematical optimization; Game theory","score_opus":0.016777515009818014,"score_gpt":0.2251545433991697,"score_spread":0.20837702838935168,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4376115059","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":[0.27717224,0.0017678672,0.7155035,0.0018545811,0.00082430034,0.0005188889,0.00044766738,0.000044010347,0.001866907],"genre_scores_gemma":[0.9968197,0.001173834,0.0011124859,0.00020176117,0.00010927142,0.0000150247915,0.000023487246,0.000022329104,0.0005221195],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990927,0.000015616688,0.0004681505,0.00019391233,0.00002220211,0.00020739659],"domain_scores_gemma":[0.9992127,0.00015704091,0.00039630962,0.00010316428,0.00006565236,0.000065140426],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005548264,0.000109921275,0.00033926585,0.00020693455,0.00013409126,0.00005690728,0.00008498352,0.000074626114,0.000057919242],"category_scores_gemma":[0.00007944918,0.00011022242,0.00011092838,0.00010677328,0.0000426491,0.00016444044,0.000014255455,0.00008288881,0.000010291598],"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":[0.00019531693,0.000025115869,0.00031478866,0.000013796255,0.00008912584,6.898485e-7,0.00023272664,0.84642595,0.000040225288,0.15177204,0.00006247525,0.00082773925],"study_design_scores_gemma":[0.0025523307,0.0003590218,0.0019485118,0.000020867537,0.00001361375,0.000008344726,0.00017910483,0.8563602,0.000009751817,0.13777477,0.00062274135,0.00015074592],"about_ca_topic_score_codex":0.000010898225,"about_ca_topic_score_gemma":0.000007686997,"teacher_disagreement_score":0.71964747,"about_ca_system_score_codex":0.000069727976,"about_ca_system_score_gemma":0.000026587111,"threshold_uncertainty_score":0.44947398},"labels":[],"label_agreement":null},{"id":"W4385807399","doi":"10.1137/22m1508315","title":"Unilateral Orthogonal Nonnegative Matrix Factorization","year":2023,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Sparse and Compressive Sensing Techniques","field":"Engineering","cited_by":1,"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 Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mathematics; Nonnegative matrix; Matrix (chemical analysis); Orthogonal matrix; Combinatorics; Factorization; Matrix decomposition; Pure mathematics; Algebra over a field; Symmetric matrix; Orthogonal basis; Algorithm; Eigenvalues and eigenvectors","score_opus":0.007919085647999972,"score_gpt":0.22573900322419888,"score_spread":0.2178199175761989,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385807399","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":[0.061682135,0.000119947275,0.93562245,0.00031524475,0.00055976486,0.00014746297,0.0000102349995,0.0006686458,0.0008741288],"genre_scores_gemma":[0.9970413,0.0004986127,0.002050972,0.000074292155,0.00021082559,0.0000028084849,0.000019224679,0.00002159394,0.000080381404],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99946177,0.00003273589,0.0001587576,0.00008179799,0.0001238466,0.00014109818],"domain_scores_gemma":[0.9997146,0.00004527024,0.000046164747,0.000053806252,0.00007954547,0.000060624476],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000909514,0.00010589252,0.000117924465,0.000164687,0.00011831849,0.000094511604,0.000042877764,0.00006055104,0.00002218045],"category_scores_gemma":[0.000020980042,0.0000911731,0.000034235123,0.00018004964,0.00001345448,0.00017031268,0.0000065069175,0.00014785693,0.00000944535],"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":[0.000025908366,0.0000045802603,0.00030848995,0.0000028786092,0.000028020979,0.000014409961,0.000069432084,0.99546695,0.0010954597,0.00052203523,0.0006131356,0.0018486852],"study_design_scores_gemma":[0.00059961015,0.00007613462,0.0025310076,0.000045194603,0.000014627517,0.000026564201,0.000017669294,0.99470997,0.0004634137,0.0008411561,0.00055739435,0.00011728721],"about_ca_topic_score_codex":4.7533746e-7,"about_ca_topic_score_gemma":5.5505734e-7,"teacher_disagreement_score":0.9353592,"about_ca_system_score_codex":0.000025164427,"about_ca_system_score_gemma":0.0000087551825,"threshold_uncertainty_score":0.37179312},"labels":[],"label_agreement":null},{"id":"W4390954246","doi":"10.1137/22m1539204","title":"State Estimation with Event Sensors: Observability Analysis and Multi-sensor Fusion","year":2024,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Fault Detection and 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":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Observability; Mathematics; Event (particle physics); Estimator; State vector; Bounded function; Algorithm; State (computer science); Control theory (sociology); Computer science; Applied mathematics; Artificial intelligence; Statistics","score_opus":0.006150199932268042,"score_gpt":0.21888964327634602,"score_spread":0.212739443344078,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390954246","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":[0.15371907,0.0007786191,0.8446601,0.00026460725,0.00020089555,0.00018796467,0.000011363766,0.0001462766,0.000031075368],"genre_scores_gemma":[0.9925704,0.00036843555,0.006843708,0.000035950692,0.000054994594,0.000009560571,0.0000059360277,0.000018893696,0.00009214823],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991644,0.00008206129,0.0002799647,0.00016834296,0.00016877131,0.000136468],"domain_scores_gemma":[0.99961007,0.00007694554,0.00004975088,0.00008073202,0.00007005093,0.00011247872],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029490917,0.00014826609,0.00022681587,0.00023713234,0.000121230056,0.00027390555,0.000025147485,0.000055083223,0.000018373055],"category_scores_gemma":[0.000026427422,0.00010722741,0.00006275939,0.00030787324,0.000019169534,0.00022825817,0.0000034880356,0.00018045394,0.0000031752184],"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":[0.00009305215,0.000012355735,0.0005126881,0.00004640269,0.00030051277,0.000012640074,0.00014082278,0.9819034,0.0003805671,0.000009364243,0.00000782576,0.01658039],"study_design_scores_gemma":[0.0011704642,0.00012793297,0.0047173635,0.00007402232,0.00024200525,0.000059273923,0.00005010523,0.9932321,0.000039092887,0.000016362255,0.00014236209,0.00012895263],"about_ca_topic_score_codex":0.0000092944365,"about_ca_topic_score_gemma":0.000031664174,"teacher_disagreement_score":0.8388513,"about_ca_system_score_codex":0.0000608222,"about_ca_system_score_gemma":0.000013813677,"threshold_uncertainty_score":0.4372607},"labels":[],"label_agreement":null},{"id":"W4391568448","doi":"10.1137/22m1543203","title":"The Global Maximum Principle for Optimal Control of Partially Observed Stochastic Systems Driven by Fractional Brownian Motion","year":2024,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Stochastic processes and financial applications","field":"Economics, Econometrics and Finance","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":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council; University of Alberta","keywords":"Mathematics; Fractional Brownian motion; Brownian motion; Optimal control; Geometric Brownian motion; Motion (physics); Stochastic control; Maximum principle; Applied mathematics; Mathematical analysis; Mathematical economics; Mathematical optimization; Diffusion process; Classical mechanics; Computer science; Statistics","score_opus":0.017324068349455435,"score_gpt":0.22952934246283258,"score_spread":0.21220527411337714,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391568448","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":[0.0004849613,0.005732609,0.9898422,0.0018522263,0.00067250227,0.0005353564,0.0007734369,0.000021908752,0.00008479809],"genre_scores_gemma":[0.9975913,0.00016109388,0.0015977813,0.00008334782,0.00033726805,0.00013562442,0.000028969807,0.000015959242,0.00004863243],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988677,0.000010986314,0.0006158188,0.00022746417,0.00007392658,0.00020413367],"domain_scores_gemma":[0.9990412,0.00022619568,0.0003896192,0.00009843508,0.00015819572,0.00008634747],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043628455,0.00012879257,0.00026798566,0.00005748468,0.00036210415,0.00028081582,0.0001220729,0.00009060704,0.00000867479],"category_scores_gemma":[0.0001953579,0.000107182605,0.00010567149,0.00014881017,0.0000518835,0.0001943318,0.000008745479,0.00012962779,0.000007297549],"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":[0.00015976062,0.0000379377,0.00013898787,0.000022621525,0.000073895004,3.6071071e-7,0.000014131879,0.63328844,0.000008176802,0.36517859,0.00007901941,0.0009980617],"study_design_scores_gemma":[0.0014883322,0.00022859943,0.0006927983,0.000042819607,0.000038073907,0.000017950435,0.000018525536,0.9703586,0.0000010215533,0.02242772,0.004571388,0.00011418539],"about_ca_topic_score_codex":0.00001039771,"about_ca_topic_score_gemma":0.0000033952151,"teacher_disagreement_score":0.9971064,"about_ca_system_score_codex":0.000101924685,"about_ca_system_score_gemma":0.000058282927,"threshold_uncertainty_score":0.43707797},"labels":[],"label_agreement":null},{"id":"W4391748408","doi":"10.1137/23m1558549","title":"Optimal Control Duality and the Douglas–Rachford Algorithm","year":2024,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of Waterloo; Natural Sciences and Engineering Research Council of Canada; University of South Australia","keywords":"Mathematics; Optimal control; Certificate; Duality (order theory); Mathematical optimization; Operator (biology); Point (geometry); Control (management); Fixed point; Quadratic equation; Dual (grammatical number); Algorithm; Computer science; Discrete mathematics","score_opus":0.003317402142729236,"score_gpt":0.20160310906937845,"score_spread":0.1982857069266492,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391748408","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":[0.00039985523,0.010414528,0.9852429,0.0014533325,0.0011433063,0.00049092795,0.000028383178,0.00023023602,0.0005965147],"genre_scores_gemma":[0.97400296,0.0032349634,0.020691235,0.00046786008,0.0012473144,0.0000667864,0.00001118657,0.00007748639,0.00020019099],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986009,0.000184175,0.00047593814,0.00021621255,0.00024679943,0.0002759468],"domain_scores_gemma":[0.99910676,0.000421051,0.000088705994,0.00013854064,0.00010983766,0.00013512764],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008120464,0.0002531564,0.0003733227,0.0001370269,0.00027249692,0.00053106743,0.00009382596,0.0001166245,0.0000220737],"category_scores_gemma":[0.00008839698,0.00016884736,0.00009235836,0.00016385563,0.000104102925,0.0005254737,0.000011340978,0.00042952402,0.00000576183],"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":[0.00019180197,0.000007228901,0.000011054672,0.000029654173,0.00017057336,0.000016307991,0.00015174552,0.9717318,0.000022374323,0.0018010904,0.00014943647,0.025716934],"study_design_scores_gemma":[0.0068848087,0.0000833331,0.00005124711,0.000087010936,0.00012665967,0.00023212627,0.00005274492,0.98892283,0.000004583839,0.00033496087,0.0030313085,0.00018839605],"about_ca_topic_score_codex":0.000002866067,"about_ca_topic_score_gemma":0.000001232181,"teacher_disagreement_score":0.9736031,"about_ca_system_score_codex":0.00007065519,"about_ca_system_score_gemma":0.000023275665,"threshold_uncertainty_score":0.6885395},"labels":[],"label_agreement":null},{"id":"W4396964917","doi":"10.1137/22m1534055","title":"Nash Equilibria for Exchangeable Team-Against-Team Games, Their Mean-Field Limit, and the Role of Common Randomness","year":2024,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Stochastic processes and financial applications","field":"Economics, Econometrics and Finance","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; Royal Military College of Canada","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Randomness; Mathematics; Limit (mathematics); Mathematical economics; Nash equilibrium; Mean field theory; Field (mathematics); Combinatorics; Mathematical optimization; Statistics; Pure mathematics; Mathematical analysis","score_opus":0.009835540891625994,"score_gpt":0.20624147631910103,"score_spread":0.19640593542747503,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396964917","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":[0.004172125,0.034056943,0.9547679,0.0020301272,0.00024278522,0.0005826571,0.000107672044,0.000019658855,0.0040201303],"genre_scores_gemma":[0.994564,0.0033009471,0.0012516155,0.00042140376,0.00026389697,0.00009794644,0.000008393508,0.000018352384,0.00007342046],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991934,0.000010644661,0.00042979818,0.00018167435,0.00003424466,0.00015026974],"domain_scores_gemma":[0.99903905,0.00050145213,0.0002392852,0.00010482694,0.00006326051,0.000052131454],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00065332314,0.000116923875,0.0003651089,0.000112596616,0.0001910721,0.00016267144,0.00010584449,0.00007769051,0.000008894936],"category_scores_gemma":[0.00013711957,0.000083316474,0.000095215015,0.00013446323,0.000059146067,0.00016724922,0.000019598961,0.00014103844,0.0000020236073],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001156216,0.000075225355,0.00014021258,0.00008702739,0.00012846541,4.1159004e-7,0.00094618124,0.011224578,0.00006526169,0.9470803,0.00029448347,0.038801648],"study_design_scores_gemma":[0.004607164,0.000196126,0.000058032765,0.000079447535,0.000032527005,0.000012960112,0.0001759545,0.7457109,0.0000626729,0.23738699,0.011552328,0.00012491735],"about_ca_topic_score_codex":0.00001448769,"about_ca_topic_score_gemma":0.000006640354,"teacher_disagreement_score":0.9903919,"about_ca_system_score_codex":0.00001699041,"about_ca_system_score_gemma":0.000022912958,"threshold_uncertainty_score":0.33975473},"labels":[],"label_agreement":null},{"id":"W4400059824","doi":"10.1137/23m1595035","title":"RBFNN Adaptive Sampled-Data Control for Nonlinear Plants: A Validity Analysis","year":2024,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":3,"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 Alberta","funders":"Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Mathematics; Nonlinear system; Control theory (sociology); Adaptive control; Statistics; Control (management); Artificial intelligence; Computer science","score_opus":0.024855914568110232,"score_gpt":0.25883762628882523,"score_spread":0.233981711720715,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400059824","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":[0.00019563206,0.0026466458,0.99381,0.00032173135,0.0007066869,0.00061733264,0.0013152295,0.0002644135,0.00012231371],"genre_scores_gemma":[0.94114137,0.0010586097,0.05572534,0.00020731322,0.0011828393,0.000066642424,0.0004688991,0.00008629951,0.000062690495],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983822,0.00010781675,0.00055511674,0.0003715015,0.0002552768,0.0003280905],"domain_scores_gemma":[0.99861413,0.00061336136,0.00012656499,0.00029978596,0.00017928252,0.0001668787],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006474558,0.00028164624,0.00053665467,0.00043223935,0.00019776703,0.0003376989,0.00021291254,0.00014227795,0.000029083812],"category_scores_gemma":[0.00017296665,0.0002436965,0.00016659,0.00037587632,0.000025642408,0.00073200004,0.000014447071,0.00027963295,0.000005369919],"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":[0.00030283848,0.000018952434,0.00004329383,0.000035967532,0.0012689704,0.000012077267,0.000047750716,0.9929493,0.000053202624,0.00027262437,0.00040307554,0.0045919195],"study_design_scores_gemma":[0.0030493464,0.0002010983,0.00004949506,0.00008448829,0.00096632674,0.000034478544,0.000034550543,0.9918934,0.0000062465324,0.00018158923,0.0032427742,0.00025617093],"about_ca_topic_score_codex":0.0000030978613,"about_ca_topic_score_gemma":0.000015811707,"teacher_disagreement_score":0.94094574,"about_ca_system_score_codex":0.000119714496,"about_ca_system_score_gemma":0.000045545454,"threshold_uncertainty_score":0.9937655},"labels":[],"label_agreement":null},{"id":"W4401522498","doi":"10.1137/23m1571940","title":"On Borkar and Young Relaxed Control Topologies and Continuous Dependence of Invariant Measures on Control Policy","year":2024,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Stochastic processes and financial applications","field":"Economics, Econometrics and Finance","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":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mathematics; Network topology; Invariant (physics); Control theory (sociology); Control (management); Topology (electrical circuits); Computer science; Combinatorics; Mathematical physics; Artificial intelligence","score_opus":0.011373140264507697,"score_gpt":0.2178235857690464,"score_spread":0.2064504455045387,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401522498","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":[0.0075552673,0.009408183,0.9748043,0.005682859,0.0002897686,0.00043043838,0.00022490951,0.000035525667,0.0015687603],"genre_scores_gemma":[0.99599785,0.002266058,0.0006296498,0.0007971683,0.0002021052,0.000031789907,0.0000026385621,0.000018940216,0.000053813652],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99879247,0.000022007716,0.00054968096,0.00033562374,0.00008198593,0.00021820252],"domain_scores_gemma":[0.9989707,0.00037676076,0.00032664108,0.00012326015,0.000093630326,0.00010901321],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005376782,0.00018782841,0.00047902632,0.00032261803,0.00022402534,0.0002165519,0.000094807496,0.00013372717,0.000011654165],"category_scores_gemma":[0.0007637532,0.00016457276,0.000061349245,0.0001716882,0.0001174884,0.00017522632,0.000012702961,0.00026779532,0.0000060510206],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005101258,0.00006459278,0.0009224544,0.00003310983,0.000108440334,0.000011323698,0.00016672588,0.019450936,0.00005138128,0.9733212,0.00006820822,0.005291496],"study_design_scores_gemma":[0.01401131,0.003474142,0.026950987,0.0005552269,0.0001889927,0.0002908132,0.00021819916,0.5166928,0.00004075218,0.43508494,0.001687142,0.0008046761],"about_ca_topic_score_codex":0.00006179891,"about_ca_topic_score_gemma":0.00001135068,"teacher_disagreement_score":0.98844254,"about_ca_system_score_codex":0.000048307644,"about_ca_system_score_gemma":0.00005493613,"threshold_uncertainty_score":0.67110825},"labels":[],"label_agreement":null},{"id":"W4402810352","doi":"10.1137/23m1598428","title":"Controlled Martingale Problems and Their Markov Mimics","year":2024,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Stochastic processes and financial applications","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mathematics; Martingale (probability theory); Doob's martingale inequality; Markov chain; Local martingale; Martingale difference sequence; Mathematical economics; Mathematical optimization; Markov process; Calculus (dental); Applied mathematics; Statistics","score_opus":0.011248623112780503,"score_gpt":0.19421106475302607,"score_spread":0.18296244164024558,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402810352","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":[0.0015080804,0.014503929,0.9774666,0.0033948915,0.00026745565,0.00030668653,0.000053187116,0.000035099085,0.0024640628],"genre_scores_gemma":[0.99314004,0.0020428607,0.0036100743,0.0005504901,0.00032118,0.000057734927,0.0000063681505,0.00002382326,0.000247428],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991316,0.0000066224325,0.00044169425,0.00022911413,0.000026606678,0.00016432865],"domain_scores_gemma":[0.99947476,0.00013011177,0.00018731129,0.00007295233,0.00004823468,0.00008661896],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045136074,0.00012977813,0.00031831604,0.00015815363,0.00021524726,0.00032731236,0.000060270864,0.00007203738,0.000036301793],"category_scores_gemma":[0.00011713199,0.00010547254,0.00006690656,0.00014108732,0.000037735146,0.0001789228,0.00001263284,0.00018191566,0.000015337439],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037107745,0.000115347895,0.0005299842,0.00012404704,0.00020893222,0.000007284706,0.00070147775,0.043940462,0.00006657255,0.9250133,0.00036518055,0.028556338],"study_design_scores_gemma":[0.003064097,0.00018011362,0.00043437013,0.000078751706,0.000020064646,0.0000646689,0.00003849073,0.85968775,0.0000023802215,0.12763388,0.008610334,0.0001851136],"about_ca_topic_score_codex":0.0000042256997,"about_ca_topic_score_gemma":0.0000017259963,"teacher_disagreement_score":0.991632,"about_ca_system_score_codex":0.00002627184,"about_ca_system_score_gemma":0.000018778908,"threshold_uncertainty_score":0.43010452},"labels":[],"label_agreement":null},{"id":"W4404047414","doi":"10.1137/24m1643736","title":"Average Cost Optimality of Partially Observed MDPs: Contraction of Nonlinear Filters and Existence of Optimal Solutions and Approximations","year":2024,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Advanced Optimization Algorithms Research","field":"Mathematics","cited_by":5,"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":"Mathematics; Contraction (grammar); Nonlinear system; Approximations of π; Applied mathematics; Mathematical optimization; Mathematical economics","score_opus":0.07192745471939384,"score_gpt":0.3343259066051525,"score_spread":0.26239845188575867,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404047414","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":[0.01255936,0.0007744017,0.9853299,0.0005002235,0.00008137229,0.00048442624,0.00013060647,0.000022495906,0.000117213356],"genre_scores_gemma":[0.55469185,0.0022992576,0.4427828,0.000022259275,0.000058684047,0.000018831,0.00002236314,0.000025351073,0.00007860974],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983873,0.0001721802,0.00071951497,0.00020407588,0.00032978875,0.00018714115],"domain_scores_gemma":[0.9980539,0.00074741594,0.00040571572,0.00013333176,0.000536345,0.00012327566],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008255883,0.00015081855,0.00038847124,0.00022317724,0.00015351552,0.00007377823,0.00007270824,0.00009598329,0.00003648849],"category_scores_gemma":[0.00076080457,0.00013269891,0.00006754853,0.0002343872,0.00024277336,0.0004937728,0.00003450107,0.0002480122,2.1385493e-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":[0.00028791503,0.00016518592,0.00009246633,0.00033249796,0.00012670533,0.0000050081458,0.00039721144,0.98519325,0.0012258614,0.008134506,0.000016248903,0.0040231333],"study_design_scores_gemma":[0.0016267339,0.00029034237,0.0002781292,0.00027963446,0.00008781574,0.000055977507,0.00018506632,0.99554104,0.0003651424,0.0011329495,0.000049072154,0.00010811509],"about_ca_topic_score_codex":0.0000046737523,"about_ca_topic_score_gemma":0.0000035975117,"teacher_disagreement_score":0.5425471,"about_ca_system_score_codex":0.000036562218,"about_ca_system_score_gemma":0.000101978214,"threshold_uncertainty_score":0.5411305},"labels":[],"label_agreement":null},{"id":"W4404191918","doi":"10.1137/23m1556836","title":"Backstepping Control of a Class of Space-Time-Varying Linear Parabolic PDEs via Time Invariant Kernel Functions","year":2024,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Stability and Controllability of Differential Equations","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Mathematics; Backstepping; Invariant (physics); Kernel (algebra); Class (philosophy); Mathematical analysis; Applied mathematics; Control theory (sociology); Control (management); Pure mathematics; Adaptive control; Computer science; Artificial intelligence","score_opus":0.006735929740390333,"score_gpt":0.20190494341925527,"score_spread":0.19516901367886494,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404191918","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":[0.01770564,0.0020448107,0.97796565,0.00083654816,0.00033231027,0.0003485367,0.00007045596,0.00010482332,0.0005912049],"genre_scores_gemma":[0.99789995,0.0001737111,0.0015245636,0.000047766804,0.0002104068,0.000012073472,0.000012773625,0.000027599192,0.00009114016],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986371,0.00013035916,0.0006158886,0.00017602685,0.00023440037,0.00020622263],"domain_scores_gemma":[0.9989099,0.0005082807,0.00012364428,0.00014825449,0.00019750124,0.00011244193],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044293675,0.00018975434,0.00046463206,0.00024887908,0.00012610464,0.000087106404,0.00008585947,0.000121800025,0.0002811916],"category_scores_gemma":[0.00017459343,0.00016977395,0.0001734409,0.00024841586,0.000074696014,0.0002766892,0.000009019391,0.00027443285,0.00002115648],"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":[0.00018424925,0.00006337016,0.00007480048,0.00011810689,0.0003209788,0.000002041695,0.00016707342,0.9762933,0.018201351,0.0005051767,0.000024891038,0.0040446417],"study_design_scores_gemma":[0.0022475894,0.00018079084,0.0003079943,0.00021874301,0.00023311845,0.00001679455,0.000023453416,0.99589247,0.0002036297,0.0003668691,0.0001629063,0.00014564513],"about_ca_topic_score_codex":0.0000068792638,"about_ca_topic_score_gemma":0.0000025585994,"teacher_disagreement_score":0.98019433,"about_ca_system_score_codex":0.000052117815,"about_ca_system_score_gemma":0.00006422341,"threshold_uncertainty_score":0.6923181},"labels":[],"label_agreement":null},{"id":"W4406091674","doi":"10.1137/23m1576098","title":"An Input-Output Framework for Stability and Synchronization Analysis of Networks of Infinite-Dimensional Linear Systems","year":2025,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Distributed Control Multi-Agent Systems","field":"Computer Science","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":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mathematics; Synchronization (alternating current); Stability (learning theory); Control theory (sociology); Applied mathematics; Topology (electrical circuits); Computer science; Control (management); Combinatorics; Artificial intelligence","score_opus":0.01133297945079023,"score_gpt":0.25801603897433123,"score_spread":0.246683059523541,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406091674","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":[0.009632819,0.00088141265,0.9883924,0.00020856004,0.00037298468,0.00042935845,0.000048268266,0.000021774265,0.000012385391],"genre_scores_gemma":[0.9737361,0.00006620321,0.02597191,0.00009911908,0.00006787452,0.000012938048,0.000035379515,0.0000059873064,0.0000044732624],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982946,0.00028000836,0.00073050166,0.00027732976,0.00024876086,0.00016882924],"domain_scores_gemma":[0.9975163,0.0007030866,0.00061712833,0.0002877655,0.00077409885,0.000101657],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010147284,0.00014758605,0.00054164825,0.0004217064,0.0001486144,0.00014667444,0.00021393927,0.00015329232,0.0000025680663],"category_scores_gemma":[0.00034043603,0.00012660293,0.00010192473,0.0008281461,0.000052306186,0.00035461446,0.000028452243,0.00014229762,5.4483657e-8],"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":[0.00015498562,0.000096313444,0.005052856,0.000048002035,0.0004552918,5.6419634e-7,0.0000669236,0.97507524,0.000057100555,0.016614657,0.000007194789,0.0023708919],"study_design_scores_gemma":[0.001599887,0.0002670397,0.0041224305,0.00014345071,0.00036436672,0.0000021318606,0.000029876317,0.99310964,0.000016675735,0.00023140677,0.0000175851,0.00009552596],"about_ca_topic_score_codex":0.0000110587935,"about_ca_topic_score_gemma":0.0000031033042,"teacher_disagreement_score":0.9641033,"about_ca_system_score_codex":0.0000476176,"about_ca_system_score_gemma":0.00009263094,"threshold_uncertainty_score":0.51627177},"labels":[],"label_agreement":null},{"id":"W4408945734","doi":"10.1137/24m1631572","title":"Semidifferential of Minimax of Lagrangians with Respect to Parameters, Controls, or Geometric Variables","year":2025,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Advanced Mathematical Modeling in Engineering","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mathematics; Minimax; Applied mathematics; Mathematical economics; Mathematical optimization; Calculus (dental)","score_opus":0.008797795198145109,"score_gpt":0.23058347511199032,"score_spread":0.2217856799138452,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408945734","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":[0.0038228293,0.00014459227,0.9953189,0.0003121415,0.000093192946,0.00016650095,0.0000031218788,0.00001961369,0.00011911111],"genre_scores_gemma":[0.56711024,0.000041205374,0.43271148,0.00008171643,0.0000122928695,0.000003669511,2.4864255e-7,0.0000046709324,0.000034478744],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99917555,0.00003570298,0.000325153,0.0001382086,0.00018891538,0.00013644411],"domain_scores_gemma":[0.9989979,0.00045855547,0.00015017475,0.00014980831,0.00017778683,0.00006572353],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022292737,0.000102539125,0.00029917835,0.00038831413,0.000045162422,0.000048743572,0.00019693052,0.00003915377,0.0000033747576],"category_scores_gemma":[0.00036096884,0.000067591565,0.000035520592,0.0005826037,0.000019434929,0.00014463854,0.00002487941,0.00009861716,1.6727262e-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":[0.00032193706,0.000050846178,0.000024345343,0.000039928706,0.000055862936,0.0000031294474,0.000048278143,0.9880951,0.0005644457,0.008011889,0.000013202919,0.002771056],"study_design_scores_gemma":[0.0019972054,0.00059967313,0.000102634986,0.00029483685,0.000043719596,0.00001506324,0.00001252478,0.9948853,0.0007477509,0.0011969877,0.00001924504,0.000085029875],"about_ca_topic_score_codex":0.0000011707009,"about_ca_topic_score_gemma":6.616963e-7,"teacher_disagreement_score":0.5632874,"about_ca_system_score_codex":0.000021834074,"about_ca_system_score_gemma":0.00004656708,"threshold_uncertainty_score":0.2756304},"labels":[],"label_agreement":null},{"id":"W4411921768","doi":"10.1137/23m1592559","title":"Unsynchronized Decentralized Q-Learning: Two Timescale Analysis by Persistence","year":2025,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Advanced Bandit Algorithms Research","field":"Decision Sciences","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; University of Toronto","funders":"","keywords":"Persistence (discontinuity); Mathematics; Q-learning; Artificial intelligence; Computer science; Engineering; Geotechnical engineering","score_opus":0.023443965379088803,"score_gpt":0.36435067225376544,"score_spread":0.3409067068746766,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411921768","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":[0.0017662259,0.0018463791,0.99220186,0.0028581412,0.00015806385,0.00017186391,0.000009416698,0.000025668352,0.00096234947],"genre_scores_gemma":[0.97603124,0.0012888585,0.011595421,0.0006262615,0.000081649145,0.000010093372,0.000016879445,0.0000138682535,0.010335741],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9969326,0.00061166554,0.0005983423,0.00041128113,0.0010967602,0.00034930164],"domain_scores_gemma":[0.9973791,0.0011893888,0.00030521586,0.00022334246,0.00068621384,0.00021669483],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019849706,0.00016444114,0.00046614945,0.0007814349,0.00059906364,0.00067438895,0.0003794504,0.00007540995,0.00081575516],"category_scores_gemma":[0.0025084403,0.00011747927,0.00022009204,0.0020669424,0.0001193307,0.0003996379,0.000042905212,0.0004180418,0.00002317717],"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":[0.00030521012,0.00005096601,0.0029848898,0.00000124606,0.00024481417,0.000008384911,0.00004974774,0.9751493,0.00009550466,0.00006430805,0.0016378859,0.019407755],"study_design_scores_gemma":[0.0046969904,0.00013441441,0.0010189803,0.000015954283,0.00019009024,0.000008490541,0.00018407218,0.9846611,0.000059197377,0.0008716692,0.008030058,0.0001289929],"about_ca_topic_score_codex":0.000004018386,"about_ca_topic_score_gemma":0.0000051119946,"teacher_disagreement_score":0.9806065,"about_ca_system_score_codex":0.00011629365,"about_ca_system_score_gemma":0.00011510824,"threshold_uncertainty_score":0.89319474},"labels":[],"label_agreement":null},{"id":"W4411921778","doi":"10.1137/23m1595734","title":"LQG Risk-Sensitive Single-Agent and Major-Minor Mean-Field Game Systems: A Variational Framework","year":2025,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Stochastic processes and financial applications","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"HEC Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mathematics; Minor (academic); Linear-quadratic-Gaussian control; Mathematical optimization; Applied mathematics; Control theory (sociology); Mathematical economics; Optimal control; Control (management); Computer science; Artificial intelligence","score_opus":0.009578398101985361,"score_gpt":0.20611053120152412,"score_spread":0.19653213309953876,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411921778","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":[0.0011746237,0.0030169056,0.99125654,0.001990332,0.00040004132,0.00024049194,0.00007993154,0.000016221553,0.0018249411],"genre_scores_gemma":[0.9871059,0.0006862823,0.010770585,0.0009971812,0.00026023912,0.00003072847,0.0000062747904,0.000010601302,0.00013222439],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990691,0.000014263304,0.00046050237,0.00024873274,0.000047811045,0.0001595716],"domain_scores_gemma":[0.9989487,0.0003170629,0.0004332747,0.000098903285,0.00012343194,0.00007863256],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032430692,0.00012840815,0.00028317797,0.00020107075,0.00028802635,0.00022018224,0.00006570562,0.00013237979,0.000017149952],"category_scores_gemma":[0.0004947785,0.00012912665,0.000048037917,0.0001964775,0.000028849607,0.0001385074,0.000018393717,0.00024259216,0.00001029887],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013209195,0.000081294595,0.0011101831,0.000021024674,0.00009559007,0.0000022118181,0.00020235938,0.047998667,0.0000031614795,0.9458118,0.00008336976,0.004458212],"study_design_scores_gemma":[0.0023689568,0.00034675913,0.008343821,0.00018766113,0.000087172135,0.00003610171,0.00016485313,0.73519766,0.0000045979355,0.2504007,0.002562839,0.00029886738],"about_ca_topic_score_codex":0.00003981491,"about_ca_topic_score_gemma":0.000004093846,"teacher_disagreement_score":0.9859313,"about_ca_system_score_codex":0.00006310916,"about_ca_system_score_gemma":0.000030320429,"threshold_uncertainty_score":0.52656317},"labels":[],"label_agreement":null},{"id":"W4414134425","doi":"10.1137/24m1675096","title":"Hilbert Space-Valued LQ Mean Field Games: An Infinite-Dimensional Analysis","year":2025,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Stochastic processes and financial applications","field":"Economics, Econometrics and Finance","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; HEC Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; Institut de Valorisation des Données","keywords":"Hilbert space; Field (mathematics); Mean field theory; Sequence (biology)","score_opus":0.00981145560566247,"score_gpt":0.22650621859029346,"score_spread":0.216694762984631,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414134425","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":[0.003001171,0.0010523632,0.9887211,0.0037546323,0.00018293712,0.00013234584,0.000033974444,0.00001966431,0.00310182],"genre_scores_gemma":[0.9847823,0.00020090549,0.01136348,0.003153453,0.00015854585,0.00002145161,0.00002133329,0.000010897663,0.0002876297],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990295,0.0000107496735,0.00046795685,0.00027030142,0.000049988143,0.00017147536],"domain_scores_gemma":[0.99920887,0.00011808233,0.0002897934,0.00016706613,0.0001138659,0.000102323465],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003212929,0.0001297404,0.00035125986,0.00050614163,0.00028202965,0.00014127126,0.00011577326,0.00013723469,0.00012864142],"category_scores_gemma":[0.00019638792,0.00012847979,0.00011523167,0.0006253966,0.000026849984,0.0001929258,0.000015972728,0.00023872065,0.000014386625],"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":[0.00013557717,0.00011647677,0.0022291716,0.000007275078,0.00027121595,0.0000018168639,0.000089971,0.2960264,0.000005345194,0.6991695,0.00019416542,0.0017530335],"study_design_scores_gemma":[0.0018714688,0.00027076446,0.007392358,0.000028096218,0.00019521413,0.000005180991,0.000040218038,0.9076436,0.000008246624,0.07928486,0.0030177291,0.00024227248],"about_ca_topic_score_codex":0.000040903677,"about_ca_topic_score_gemma":0.00002235095,"teacher_disagreement_score":0.9817811,"about_ca_system_score_codex":0.00003944285,"about_ca_system_score_gemma":0.00003821431,"threshold_uncertainty_score":0.5239254},"labels":[],"label_agreement":null}]}