{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":51,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":51,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"93a986166a8b","filters":{"venue":"SIAM Journal on Control and Optimization"}},"results":[{"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Dong Yang","is_ca":false},{"name":"Guangdeng Zong","is_ca":false},{"name":"Yang Shi","is_ca":true},{"name":"Peng Shi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008707116677026793,"gpt":0.1962662134426245,"spread":0.1875590967655977,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003076888,0.0003443084,0.0003165654,0.0001762104,0.0002583404,0.0004438673,0.0004398588,0.0003690158,0.00156201],"category_scores_gemma":[0.0006291869,0.0001203814,0.0003402815,0.0003345987,0.0004187865,0.0003097245,0.0005763414,0.0005382549,0.0001022595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003961082,"about_ca_system_score_gemma":0.0004188069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004861176,"about_ca_topic_score_gemma":0.002615268,"domain_scores_codex":[0.999844,0.00003225555,0.000007908122,0.00003901876,0.00005713882,0.00001972831],"domain_scores_gemma":[0.9997782,0.0001024817,0.00004574114,0.00001456465,0.00004805948,0.00001096203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007154112,0.0000328278,0.0006095545,0.0001880937,0.00004439429,0.0001827142,0.0001478395,0.8527409,0.01405555,0.05135676,0.0009251316,0.07964461],"study_design_scores_gemma":[0.000004781251,0.0000391605,0.0001547053,0.000004126864,0.000005960109,0.00001889789,0.000007228465,0.9943517,0.0006117516,0.004092218,0.0007058349,0.000003535976],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03553591,0.0007689119,0.9564991,0.0002042721,0.00008017741,0.00002567076,0.00003198717,0.0002220021,0.006631951],"genre_scores_gemma":[0.9765735,0.0004178742,0.01934742,0.00005420282,0.00003783223,0.00005907725,0.00004164801,0.000009930249,0.003458502],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004861176,"threshold_uncertainty_score":0.009665787,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Jianquan Lu","is_ca":false},{"name":"Jie Zhong","is_ca":false},{"name":"Daniel W. C. Ho","is_ca":true},{"name":"Yang Tang","is_ca":false},{"name":"Jinde Cao","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.002908776043114394,"gpt":0.1983080376842355,"spread":0.1953992616411211,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009810892,0.0008242041,0.0004743915,0.0007907158,0.000491727,0.001092996,0.0006888795,0.0005712724,0.003598373],"category_scores_gemma":[0.003868968,0.000232731,0.0006479977,0.000591303,0.001537445,0.001417328,0.0008286175,0.001194934,0.0001574996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001523399,"about_ca_system_score_gemma":0.000795175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005716234,"about_ca_topic_score_gemma":0.002753459,"domain_scores_codex":[0.9994007,0.0001408668,0.0000283432,0.000168775,0.0001513663,0.0001098304],"domain_scores_gemma":[0.9979264,0.00128895,0.000350184,0.0000703751,0.000268751,0.00009533945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001616114,0.00004450927,0.0008557998,0.0001986926,0.00003887158,0.0003099224,0.0001895726,0.4460372,0.01115451,0.522227,0.0006470471,0.01813532],"study_design_scores_gemma":[0.00002725412,0.00008557813,0.0002747114,0.0000185695,0.00001612965,0.0000704514,0.00003620673,0.8630406,0.001534643,0.1338043,0.001075429,0.00001611615],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07380094,0.0008882052,0.9121081,0.0003868845,0.00007186881,0.00005497351,0.0002431307,0.0001310293,0.01231486],"genre_scores_gemma":[0.9643345,0.001243022,0.02817047,0.0001420534,0.0000849432,0.000181949,0.0002282933,0.00004414396,0.005570671],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005716234,"threshold_uncertainty_score":0.01203769,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Marianne Akian","is_ca":false},{"name":"Stéphane Gaubert","is_ca":false},{"name":"Asma Lakhoua","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02752141153590171,"gpt":0.2681004881155758,"spread":0.2405790765796741,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001296602,0.0007306761,0.0005610965,0.0004629258,0.0003967917,0.0006486677,0.001147691,0.0007919333,0.003061491],"category_scores_gemma":[0.002079837,0.0003428652,0.0006755434,0.0004242896,0.001087638,0.001059735,0.001302272,0.001330795,0.0006811272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004515245,"about_ca_system_score_gemma":0.0007521843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001111544,"about_ca_topic_score_gemma":0.000874927,"domain_scores_codex":[0.9996723,0.0001056044,0.00001673474,0.00003582168,0.000150705,0.00001885137],"domain_scores_gemma":[0.9994474,0.0002876661,0.00005359363,0.00005997916,0.0001139801,0.00003728434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008184943,0.00004525633,0.0004600697,0.0002396342,0.00003750436,0.0000692866,0.000122631,0.6084252,0.006666235,0.3358867,0.001449563,0.04651616],"study_design_scores_gemma":[0.000004468233,0.00002332631,0.00004027182,0.00001372275,0.000003215586,0.00002420635,0.000005574978,0.9755198,0.001092618,0.02016727,0.003098435,0.000007102381],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002559842,0.0001631167,0.9940203,0.000123849,0.00003001905,0.00002201544,0.00003375687,0.00006830797,0.002978737],"genre_scores_gemma":[0.2311772,0.0006896413,0.756197,0.0002394614,0.00007923992,0.0003611443,0.0002001489,0.0002048093,0.01085135],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003061491,"threshold_uncertainty_score":0.01024175,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Kirsten Morris","is_ca":true},{"name":"Ahmet Özer","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003661041836993801,"gpt":0.1735102080741201,"spread":0.1698491662371263,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003066691,0.0003002371,0.0002715114,0.000229291,0.0001587332,0.0004357654,0.0005095109,0.0005268264,0.0006589793],"category_scores_gemma":[0.0005483883,0.0002326718,0.0003759314,0.0001249685,0.0005608959,0.000432879,0.000529002,0.000350089,0.00009926303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003120982,"about_ca_system_score_gemma":0.0003692069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00194543,"about_ca_topic_score_gemma":0.001444323,"domain_scores_codex":[0.9998738,0.00002977623,0.000006438954,0.00002676779,0.0000486601,0.00001456664],"domain_scores_gemma":[0.9998426,0.00007187639,0.00003556857,0.00001323381,0.00002977065,0.00000695935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006005193,0.00003731961,0.0007416835,0.00006101093,0.0000376065,0.0001326729,0.0001387052,0.8694631,0.08910506,0.02839178,0.0001633053,0.01166769],"study_design_scores_gemma":[0.00000586266,0.00002782218,0.0001570965,0.000002687808,0.00000412686,0.000009285171,0.000007157896,0.9953602,0.002390765,0.001861273,0.0001707421,0.000002955103],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2341591,0.0003066828,0.7576513,0.0002210728,0.00003169016,0.00003699144,0.00005074264,0.0001396285,0.007402869],"genre_scores_gemma":[0.9882309,0.0001610716,0.008835512,0.00002095332,0.000007601814,0.00005591657,0.0000235287,0.000009698603,0.002654739],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00194543,"threshold_uncertainty_score":0.003868222,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Peter E. Caines","is_ca":true},{"name":"Minyi Huang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01238057886635287,"gpt":0.2562974806998171,"spread":0.2439169018334642,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001026615,0.0007094631,0.0007861183,0.001135653,0.0007156347,0.001308472,0.001136928,0.002004634,0.004947387],"category_scores_gemma":[0.003891424,0.0002757133,0.0007867193,0.0006895876,0.001719829,0.002136408,0.001393693,0.001700671,0.0004870004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002109461,"about_ca_system_score_gemma":0.001240882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01039569,"about_ca_topic_score_gemma":0.006614198,"domain_scores_codex":[0.9995112,0.0001856409,0.00001798304,0.000082795,0.0001289884,0.0000733465],"domain_scores_gemma":[0.9990748,0.0005272433,0.000109625,0.0000394075,0.0001315566,0.0001172797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000006364793,0.000009757512,0.0001764672,0.00002115357,0.000008707992,0.0000408546,0.00006574362,0.02690737,0.0002063441,0.9690915,0.001799425,0.001666418],"study_design_scores_gemma":[0.00001928157,0.00001018796,0.0001760612,0.00001491474,0.000004509433,0.00003120992,0.00003172015,0.1957846,0.00006102964,0.8008499,0.003003333,0.000013197],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.149063,0.004504276,0.7030079,0.01055596,0.0006954754,0.0002441764,0.001034607,0.0002367855,0.1306578],"genre_scores_gemma":[0.8588669,0.003345373,0.06993832,0.002140403,0.0004680507,0.0006299783,0.0006203179,0.000102517,0.06388817],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01039569,"threshold_uncertainty_score":0.02067035,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Deming Yuan","is_ca":false},{"name":"Daniel W. C. Ho","is_ca":true},{"name":"Yiguang Hong","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0106527033334437,"gpt":0.2261616350650727,"spread":0.215508931731629,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007574771,0.001718142,0.00165151,0.001124064,0.0009619989,0.001466445,0.001888674,0.001882873,0.003064334],"category_scores_gemma":[0.0267205,0.0005026435,0.001206032,0.0009005865,0.002246282,0.002656575,0.002406807,0.003560435,0.0007490855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001549907,"about_ca_system_score_gemma":0.002415536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004465233,"about_ca_topic_score_gemma":0.002431889,"domain_scores_codex":[0.9973623,0.001290995,0.00009858948,0.0003491867,0.000659361,0.0002395817],"domain_scores_gemma":[0.9872411,0.009492967,0.0005005749,0.0005967203,0.001894832,0.0002738852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000344688,0.00009175858,0.001300818,0.0002511656,0.00009474908,0.0001276508,0.0002262875,0.8317003,0.003362583,0.1174795,0.002455367,0.04256519],"study_design_scores_gemma":[0.00001241072,0.00002742534,0.00005815726,0.0000148847,0.000006333392,0.00001650985,0.000009462076,0.9913474,0.0006149157,0.007495502,0.0003908901,0.00000611322],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009530894,0.0007844129,0.9851781,0.0004127188,0.00007960231,0.00005749638,0.00002136326,0.0002112066,0.003724267],"genre_scores_gemma":[0.5224141,0.001938159,0.4663336,0.0006115755,0.000192461,0.0006287083,0.0002406216,0.0007050139,0.006935745],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007574771,"threshold_uncertainty_score":0.04005969,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Rasha Al Jamal","is_ca":false},{"name":"Kirsten Morris","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01109755128015761,"gpt":0.2130582234266403,"spread":0.2019606721464827,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003517624,0.0005809797,0.000486035,0.0005067726,0.0004537355,0.0006783169,0.0003622247,0.000378861,0.001736933],"category_scores_gemma":[0.001011828,0.0001896107,0.000652153,0.0003096041,0.0007781839,0.0004582386,0.001272819,0.0007746876,0.0003012817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006008464,"about_ca_system_score_gemma":0.0005924188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003552715,"about_ca_topic_score_gemma":0.001413275,"domain_scores_codex":[0.9998503,0.00005564844,0.000008911201,0.00002164981,0.00005192573,0.00001146139],"domain_scores_gemma":[0.9997305,0.0001222589,0.00004969702,0.00001347626,0.00007429259,0.000009764434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006415024,0.00002032679,0.000701602,0.0002293924,0.00006288211,0.0002457378,0.0004165176,0.7184611,0.03189107,0.2201606,0.0011421,0.02660454],"study_design_scores_gemma":[0.000008139449,0.00003071597,0.0001587486,0.00001649988,0.00001068909,0.00003264722,0.00003337884,0.9687695,0.001953196,0.02745579,0.001516429,0.00001436419],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03983795,0.001789447,0.9363416,0.0006768826,0.00009586942,0.00006915457,0.00006389558,0.0003572725,0.02076795],"genre_scores_gemma":[0.9369866,0.002552917,0.04627541,0.000142872,0.0001238909,0.0002977166,0.0001101539,0.00008525551,0.0134253],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003552715,"threshold_uncertainty_score":0.007064044,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Eldar Akhmetgaliyev","is_ca":true},{"name":"Chiu‐Yen Kao","is_ca":true},{"name":"Braxton Osting","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02696667393505425,"gpt":0.3234538346083375,"spread":0.2964871606732833,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002426515,0.001204489,0.001245748,0.001695358,0.001149604,0.001430944,0.002010626,0.001826676,0.005478373],"category_scores_gemma":[0.009409064,0.0006308976,0.001434367,0.001020706,0.002184864,0.001805938,0.003527316,0.002819295,0.0009669113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001108592,"about_ca_system_score_gemma":0.001711957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002341216,"about_ca_topic_score_gemma":0.003076354,"domain_scores_codex":[0.9988559,0.0005414826,0.00005305622,0.0001054575,0.0003390597,0.0001050243],"domain_scores_gemma":[0.9957963,0.002974015,0.0002895684,0.0002891824,0.0004990661,0.0001519628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004790867,0.0000648297,0.0005372365,0.0002473326,0.00005601946,0.0001147248,0.0001466362,0.4304696,0.001597289,0.5416405,0.003185516,0.02189245],"study_design_scores_gemma":[0.0000100085,0.000008122126,0.00003862958,0.00001731262,0.000003109275,0.00001289806,0.00001701882,0.8850592,0.0002168915,0.1125191,0.002090942,0.000006827903],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003692934,0.0002948095,0.9896528,0.0003795566,0.00007168359,0.00004890547,0.00005787321,0.00009914862,0.005702188],"genre_scores_gemma":[0.2032472,0.0008451464,0.7822286,0.0004422654,0.0003151566,0.001154392,0.0003690904,0.000669491,0.01072874],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005478373,"threshold_uncertainty_score":0.018327,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Catherine Donnelly","is_ca":false},{"name":"Andrew J. Heunis","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01233836098831431,"gpt":0.2045486114717802,"spread":0.1922102504834659,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002300075,0.0008633059,0.001486927,0.0006340569,0.0003510323,0.00169853,0.001139558,0.001722615,0.00231584],"category_scores_gemma":[0.004827632,0.0007573759,0.0009006158,0.0007160075,0.001637682,0.001539709,0.001700028,0.0016409,0.0002071799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001368823,"about_ca_system_score_gemma":0.001208395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003991634,"about_ca_topic_score_gemma":0.002296252,"domain_scores_codex":[0.998845,0.0005420533,0.00003875434,0.0002141836,0.0002176632,0.0001424212],"domain_scores_gemma":[0.9974395,0.001867655,0.0003023203,0.00007741928,0.0001518337,0.0001611792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005689246,0.00006716561,0.000498428,0.0000687154,0.00005741747,0.0001091664,0.00005579803,0.8841444,0.0008907345,0.1087923,0.0007629723,0.004496071],"study_design_scores_gemma":[0.00001366195,0.0000218284,0.0001099518,0.000004439647,0.00000547033,0.000008344629,0.000006003491,0.9715424,0.00007080514,0.02802932,0.0001816132,0.000006121292],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1356209,0.0009393782,0.8505548,0.001767076,0.00007767354,0.00005664969,0.0001833828,0.0001143007,0.01068584],"genre_scores_gemma":[0.9445563,0.0006750718,0.04300095,0.0002297703,0.0001061145,0.0001505969,0.0002004702,0.00008727838,0.01099357],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003991634,"threshold_uncertainty_score":0.01216406,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Heinz H. Bauschke","is_ca":true},{"name":"Yves Lucet","is_ca":true},{"name":"Xianfu Wang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01536787667100382,"gpt":0.315574942447658,"spread":0.3002070657766542,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002082714,0.0008917272,0.0008302309,0.001106795,0.0005169057,0.0008665064,0.001260285,0.000952985,0.002537908],"category_scores_gemma":[0.005111573,0.0005183205,0.0008671861,0.0004725343,0.001592947,0.001474201,0.001887408,0.001817414,0.0004644354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009783035,"about_ca_system_score_gemma":0.001277952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007041895,"about_ca_topic_score_gemma":0.0009544166,"domain_scores_codex":[0.9994583,0.0002202362,0.00002164371,0.00008628473,0.0001703901,0.00004320822],"domain_scores_gemma":[0.9984602,0.0008496782,0.0001704684,0.0001776742,0.0002299812,0.000112055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001502418,0.000116918,0.0007936693,0.0002512587,0.00005657919,0.0001029162,0.0002386175,0.2470856,0.01132139,0.6404859,0.001855393,0.0975415],"study_design_scores_gemma":[0.0000175047,0.00007209135,0.0000853599,0.00001493174,0.000009679829,0.00005007547,0.00002085516,0.8995347,0.00292176,0.09539866,0.001859934,0.00001449273],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01028631,0.0001224962,0.987309,0.00006618548,0.00002019144,0.00002510283,0.00001617388,0.00006828272,0.002086231],"genre_scores_gemma":[0.2901073,0.0003692269,0.702153,0.0001274002,0.00007185921,0.0001846074,0.00009101119,0.0002105455,0.00668516],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002537908,"threshold_uncertainty_score":0.01101458,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Aymeric Maury","is_ca":true},{"name":"Grégoire Allaire","is_ca":false},{"name":"François Jouve","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01820718358368129,"gpt":0.2566429109477579,"spread":0.2384357273640766,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008202357,0.0006935377,0.001108638,0.0009542643,0.0003744399,0.001129593,0.0008753613,0.001074543,0.001980087],"category_scores_gemma":[0.001059445,0.0006052064,0.001087422,0.0007094192,0.001014252,0.0006467763,0.001363333,0.001135064,0.0006132956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008723364,"about_ca_system_score_gemma":0.001122646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001379026,"about_ca_topic_score_gemma":0.0009486281,"domain_scores_codex":[0.9995652,0.000146802,0.00001612824,0.00003607309,0.0002081813,0.00002770011],"domain_scores_gemma":[0.999655,0.0001776271,0.00003424033,0.00004158003,0.00006921125,0.00002236837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001855557,0.00001878311,0.00008709326,0.00004862059,0.00002237659,0.0000383511,0.00002271275,0.9523056,0.003596257,0.0321021,0.0003668736,0.01137277],"study_design_scores_gemma":[0.000003717976,0.000006422046,0.00002231107,0.000003651381,0.00000198148,0.00000830909,0.000001720102,0.9932932,0.0004536559,0.005713805,0.0004877454,0.000003583404],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008897753,0.0001837038,0.9855056,0.0001491143,0.00003086491,0.00003970616,0.00004645149,0.0001515754,0.004995264],"genre_scores_gemma":[0.3678216,0.0005658283,0.6220176,0.0001585899,0.00006646964,0.000469906,0.000259352,0.0004078716,0.008232839],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001980087,"threshold_uncertainty_score":0.006624103,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Heinz H. Bauschke","is_ca":true},{"name":"Warren Hare","is_ca":true},{"name":"Walaa M. Moursi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01276666762137121,"gpt":0.2418848945018569,"spread":0.2291182268804857,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002490104,0.001423216,0.0009728021,0.00130373,0.000666259,0.001957857,0.00125531,0.002141845,0.003725639],"category_scores_gemma":[0.005452196,0.0004867389,0.001457435,0.000678634,0.003341952,0.003023753,0.003463679,0.002527243,0.0004150063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009926732,"about_ca_system_score_gemma":0.001050499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006946364,"about_ca_topic_score_gemma":0.0005921684,"domain_scores_codex":[0.9985415,0.0005727694,0.00007153956,0.0002423552,0.0004059591,0.0001659412],"domain_scores_gemma":[0.9987707,0.0005716647,0.0001587658,0.0000976008,0.0002449758,0.0001563332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002857096,0.00002280562,0.0001877027,0.00009008889,0.00002648538,0.0001362107,0.0001548056,0.02341819,0.003745096,0.9629441,0.0008529254,0.008392821],"study_design_scores_gemma":[0.00002168896,0.00004859624,0.00009081467,0.00002856218,0.00001040987,0.0001404891,0.0001046706,0.2143324,0.0009530311,0.781947,0.002293411,0.00002892892],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0640457,0.0006855869,0.9175476,0.0009487324,0.0001757968,0.00008667998,0.00008854601,0.0001130973,0.0163081],"genre_scores_gemma":[0.583788,0.00114664,0.3905431,0.000663933,0.0003297129,0.0004039331,0.0002439012,0.0002187532,0.02266203],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003725639,"threshold_uncertainty_score":0.01316911,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Heinz H. Bauschke","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009259546406006148,"gpt":0.2864467351643812,"spread":0.2771871887583751,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006016238,0.001394374,0.0009866158,0.001151136,0.001908632,0.002542374,0.002874292,0.002884253,0.005787508],"category_scores_gemma":[0.01095723,0.0005139484,0.001484246,0.001537046,0.003387783,0.007993982,0.00355611,0.008553974,0.002567148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001431806,"about_ca_system_score_gemma":0.001343306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002301339,"about_ca_topic_score_gemma":0.002663859,"domain_scores_codex":[0.9969591,0.001021028,0.0001654326,0.0005729016,0.001104147,0.0001773218],"domain_scores_gemma":[0.9956274,0.002480659,0.0002198629,0.0003825831,0.0009617753,0.0003277957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001202547,0.0000863512,0.0004850582,0.0006686042,0.0001026265,0.0006042706,0.0006229049,0.001350409,0.003002568,0.4664548,0.4780601,0.04844196],"study_design_scores_gemma":[0.00004402225,0.00008526297,0.0007549635,0.0002358905,0.00005642206,0.0005170028,0.0001563916,0.004311184,0.003048056,0.3486381,0.6420318,0.0001208405],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007958101,0.06230736,0.3565573,0.3815944,0.130046,0.000213622,0.000838116,0.0008168507,0.05966821],"genre_scores_gemma":[0.1468184,0.06595236,0.3300615,0.2340634,0.1381215,0.000504042,0.001268257,0.001773216,0.08143742],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.006016238,"threshold_uncertainty_score":0.03181732,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Nevroz Şen","is_ca":false},{"name":"Peter E. Caines","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0123161132318218,"gpt":0.1826586952895353,"spread":0.1703425820577135,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003058139,0.001214743,0.001640199,0.0006398774,0.0006113918,0.001396135,0.001610075,0.002453998,0.003040457],"category_scores_gemma":[0.01083712,0.0006360232,0.001096173,0.0004671252,0.00229614,0.0026501,0.001794964,0.002130886,0.0003157266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00259015,"about_ca_system_score_gemma":0.001678163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007531906,"about_ca_topic_score_gemma":0.004204617,"domain_scores_codex":[0.9980109,0.0009814849,0.00006849506,0.0003972943,0.0002828896,0.0002588618],"domain_scores_gemma":[0.9931451,0.005316561,0.0007076609,0.0002735474,0.0002606785,0.0002964214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001959706,0.00007648078,0.0008922067,0.0001007304,0.00009334249,0.0003157996,0.0002684868,0.4304277,0.001367025,0.5556455,0.001731243,0.008885372],"study_design_scores_gemma":[0.00005354721,0.00004226957,0.0003118867,0.000009801758,0.00001499355,0.00002994785,0.00002912891,0.8371063,0.0002031877,0.1616139,0.0005620855,0.00002291924],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.172523,0.0002687519,0.8072208,0.003739354,0.00009000268,0.0001403312,0.0005068888,0.0002366244,0.01527437],"genre_scores_gemma":[0.956854,0.000220622,0.02855995,0.0003948515,0.00009586458,0.0004138651,0.0002366868,0.00003483717,0.01318946],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007531906,"threshold_uncertainty_score":0.01879293,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Yu Feng","is_ca":false},{"name":"Xiang Chen","is_ca":false},{"name":"Guoxiang Gu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008078723026379098,"gpt":0.1973578145584712,"spread":0.1892790915320921,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000683474,0.0006258744,0.0006810384,0.000373789,0.0002237758,0.001085703,0.0006991792,0.0007130685,0.000904358],"category_scores_gemma":[0.002683893,0.0002383119,0.0004328972,0.0003288475,0.0008197301,0.0008556291,0.0005897796,0.0007573359,0.000196912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006170465,"about_ca_system_score_gemma":0.000517707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001217892,"about_ca_topic_score_gemma":0.001447789,"domain_scores_codex":[0.9993008,0.0001220047,0.00005197461,0.0001229469,0.0003486628,0.00005356175],"domain_scores_gemma":[0.9989015,0.0004782291,0.0002433063,0.00009139007,0.0002620457,0.00002346051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001810309,0.00006981207,0.0006820577,0.0004113258,0.00008789426,0.000202647,0.0002516483,0.7671,0.05269951,0.1244766,0.001217981,0.05261957],"study_design_scores_gemma":[0.000007530963,0.00006397565,0.0001285442,0.000007768517,0.000008402686,0.00001668201,0.000008382805,0.9916289,0.003711759,0.003839848,0.0005706674,0.000007651696],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01321888,0.0003166741,0.9838346,0.00007511397,0.00004825349,0.00002378328,0.00002337048,0.0001224336,0.002336915],"genre_scores_gemma":[0.9587107,0.0005071055,0.03755596,0.00007622236,0.00006014231,0.00008992331,0.00009123214,0.00003118208,0.002877556],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001217892,"threshold_uncertainty_score":0.004476964,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Qingshuo Song","is_ca":true},{"name":"George Yin","is_ca":false},{"name":"Qing Zhang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03722676714056639,"gpt":0.2846441454203797,"spread":0.2474173782798134,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01023209,0.002753027,0.001556768,0.003471867,0.00103011,0.001909557,0.002109284,0.001894809,0.003314908],"category_scores_gemma":[0.0187852,0.000846225,0.003052762,0.001672686,0.003757503,0.003086286,0.004517551,0.006243205,0.0009103735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002333661,"about_ca_system_score_gemma":0.002418956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004160659,"about_ca_topic_score_gemma":0.002171782,"domain_scores_codex":[0.9972185,0.001592993,0.0001513767,0.0002388072,0.0006555,0.0001428464],"domain_scores_gemma":[0.991565,0.006356324,0.0003880945,0.0004276123,0.001003365,0.0002596782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009409802,0.00007551094,0.0009627534,0.0007876356,0.0001351797,0.0002004683,0.0003894428,0.1499584,0.004169601,0.8159707,0.0017616,0.0254946],"study_design_scores_gemma":[0.00001234604,0.00006385246,0.000138355,0.0001018172,0.00002311959,0.00005369819,0.00004290168,0.8679696,0.0009608829,0.1257391,0.004872342,0.00002178302],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002409887,0.00132104,0.9917459,0.0003001048,0.0001152604,0.0000552502,0.00002790997,0.00007330388,0.0039513],"genre_scores_gemma":[0.2576824,0.008709705,0.7063096,0.0007364122,0.0005169153,0.001486239,0.0004281559,0.0008181843,0.02331249],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01023209,"threshold_uncertainty_score":0.05411309,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Serdar Yüksel","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005883936205959426,"gpt":0.2189373121288085,"spread":0.2130533759228491,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004710545,0.001419583,0.001546682,0.0007828567,0.001026149,0.00221628,0.001610924,0.002915848,0.003206126],"category_scores_gemma":[0.01158807,0.0007552383,0.001767615,0.001026674,0.005775042,0.007697078,0.003390777,0.009442661,0.000676634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001857516,"about_ca_system_score_gemma":0.001478435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001947763,"about_ca_topic_score_gemma":0.001482413,"domain_scores_codex":[0.9969872,0.0009920641,0.0002455023,0.0006754175,0.0009029771,0.0001968017],"domain_scores_gemma":[0.9933026,0.004910897,0.0003675589,0.0008153375,0.0004520931,0.0001515508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001257721,0.00003513572,0.0001293816,0.0001682734,0.0000370262,0.0001567412,0.0001978433,0.02530287,0.001694373,0.9440205,0.005828561,0.02230368],"study_design_scores_gemma":[0.00004000768,0.0001270818,0.0002071483,0.00008896999,0.00002656071,0.00008378667,0.00003095422,0.1244522,0.001837292,0.85487,0.01818687,0.00004930132],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003238853,0.003549902,0.9692543,0.007463391,0.001695873,0.00003854724,0.0001269707,0.0000820843,0.01455001],"genre_scores_gemma":[0.4000317,0.01296049,0.5432152,0.009851948,0.0107009,0.0004478391,0.0003907085,0.0003205323,0.02208067],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004710545,"threshold_uncertainty_score":0.024912,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Mireille E. Broucke","is_ca":true},{"name":"Maria Domenica Di Benedetto","is_ca":false},{"name":"S. Di Gennaro","is_ca":false},{"name":"Alberto Sangiovanni‐Vincentelli","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006262641977567181,"gpt":0.1975619709575457,"spread":0.1912993289799785,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001232484,0.0008396067,0.0009673117,0.0004331667,0.0004983558,0.001214839,0.0008123829,0.001238391,0.002526959],"category_scores_gemma":[0.002612604,0.0005564958,0.0006054955,0.0004640805,0.001301087,0.0009655037,0.001663096,0.001103043,0.0002417965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008551808,"about_ca_system_score_gemma":0.0009642302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002654901,"about_ca_topic_score_gemma":0.002003083,"domain_scores_codex":[0.9995478,0.0001622915,0.0000254223,0.00008463454,0.000124131,0.0000557138],"domain_scores_gemma":[0.9989016,0.0008620953,0.0000728503,0.00005733484,0.00007510549,0.00003095491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004664869,0.00002161032,0.0001323778,0.00008270708,0.00002286352,0.00004831592,0.00006916376,0.9243448,0.001843188,0.05865842,0.000242797,0.01448697],"study_design_scores_gemma":[0.00001872055,0.00002271053,0.00002202476,0.000006508035,0.000003697023,0.000006256484,0.00001149567,0.9723074,0.0004601405,0.02660023,0.0005369603,0.000003914106],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01244878,0.0002353282,0.9842494,0.000160828,0.00002663213,0.00002953505,0.00001687841,0.000111546,0.002720976],"genre_scores_gemma":[0.7625358,0.000455308,0.2326747,0.00008027885,0.0000520336,0.0003106689,0.00008763365,0.00007463021,0.003728933],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002654901,"threshold_uncertainty_score":0.008453548,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Serdar Yüksel","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01432923328792799,"gpt":0.2325419428642829,"spread":0.2182127095763549,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002222544,0.000658275,0.001002422,0.00115891,0.0008139105,0.001340132,0.0007347661,0.001102944,0.002092131],"category_scores_gemma":[0.008990602,0.0002487905,0.0008818003,0.001056425,0.003186984,0.00196934,0.001294332,0.001536465,0.0001735359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001148432,"about_ca_system_score_gemma":0.0009117798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002358001,"about_ca_topic_score_gemma":0.001051105,"domain_scores_codex":[0.9991444,0.0003166942,0.0000540569,0.0001640791,0.0002376032,0.00008310717],"domain_scores_gemma":[0.9937567,0.004507083,0.0007095596,0.0001979709,0.0006298723,0.0001988424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003007694,0.00002734711,0.0006045389,0.0001272752,0.00003661608,0.0001514469,0.0002522467,0.09841394,0.003078805,0.8881852,0.0006543444,0.008438317],"study_design_scores_gemma":[0.00001116692,0.00003352391,0.0004306721,0.0000392219,0.00001085146,0.0000634766,0.00005560975,0.5059677,0.0005556827,0.4917243,0.001086159,0.00002158749],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1098099,0.007456367,0.8568112,0.002456072,0.0002822636,0.00006877904,0.0001237624,0.0001186863,0.02287289],"genre_scores_gemma":[0.9661874,0.00455384,0.02425793,0.0002044929,0.0003971747,0.00009446357,0.00009562586,0.00005933225,0.004149821],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002358001,"threshold_uncertainty_score":0.01175404,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01697543559193517,"gpt":0.2124637998964451,"spread":0.1954883643045099,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001277989,0.0007945297,0.001037755,0.0004357456,0.0003230402,0.001318501,0.0007136355,0.001737778,0.001372546],"category_scores_gemma":[0.003516927,0.0006552637,0.0008183292,0.0005326878,0.001069804,0.001471625,0.00137817,0.001034426,0.0002080771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001110298,"about_ca_system_score_gemma":0.001736996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007885286,"about_ca_topic_score_gemma":0.003239572,"domain_scores_codex":[0.9995947,0.0001460418,0.00002180655,0.00009345447,0.0000941913,0.0000498275],"domain_scores_gemma":[0.9993075,0.000419901,0.0001112995,0.00002270856,0.00009722052,0.00004135322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003509056,0.00002397724,0.0005161829,0.0000609909,0.00003203276,0.00007328225,0.00008296233,0.8976496,0.002035593,0.09069666,0.0005032129,0.00829031],"study_design_scores_gemma":[0.00001554968,0.00001525781,0.00007279954,0.000004929747,0.000005483279,0.000006093593,0.000007435246,0.9816526,0.0002551079,0.01767871,0.0002784242,0.000007606183],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03246915,0.0004178617,0.9628269,0.0006935691,0.0000441898,0.00003395159,0.00006030643,0.00006926752,0.003384794],"genre_scores_gemma":[0.8409888,0.001259277,0.1388498,0.0002387857,0.0001204757,0.0003666017,0.0002651468,0.00009178885,0.01781926],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007885286,"threshold_uncertainty_score":0.01567876,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Serdar Yüksel","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0113731402645077,"gpt":0.2178235857690464,"spread":0.2064504455045387,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008074188,0.001591292,0.002531576,0.002062752,0.00139039,0.003593746,0.002668502,0.002985814,0.01272106],"category_scores_gemma":[0.03400766,0.001401876,0.002587958,0.001599831,0.005290061,0.01075788,0.00449313,0.005794093,0.0006590899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002155048,"about_ca_system_score_gemma":0.001459031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001960641,"about_ca_topic_score_gemma":0.001125793,"domain_scores_codex":[0.9970868,0.001560666,0.0001276875,0.000508918,0.0003678362,0.0003480593],"domain_scores_gemma":[0.9670718,0.02537287,0.002213648,0.001653496,0.001873186,0.001815044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006787751,0.00002517245,0.0001381873,0.00004308882,0.00001927651,0.0000496113,0.0001429211,0.01250513,0.0003736134,0.983957,0.0006045326,0.00207359],"study_design_scores_gemma":[0.0000380786,0.00005488346,0.000279285,0.00002965547,0.00001431719,0.00004155147,0.00008117193,0.09213068,0.0001785577,0.9062815,0.0008438565,0.00002643616],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.159863,0.00214803,0.7801715,0.005808876,0.0002798871,0.0001224828,0.0006857724,0.0001713035,0.05074917],"genre_scores_gemma":[0.8909209,0.002834884,0.07926885,0.001502504,0.0005789925,0.0003248476,0.0007237269,0.0002800522,0.02356525],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01272106,"threshold_uncertainty_score":0.04270095,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Wai Man Ng","is_ca":true},{"name":"Dong Eui Chang","is_ca":true},{"name":"George Labahn","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009951988873838491,"gpt":0.1976686237841849,"spread":0.1877166349103464,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007414183,0.0004890509,0.0004604351,0.0004588801,0.0004757434,0.0007088725,0.0004392739,0.0005156831,0.00163266],"category_scores_gemma":[0.001840748,0.0001883905,0.0006726137,0.0001809183,0.002015555,0.0008439694,0.001636779,0.0005887056,0.0001289748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004279375,"about_ca_system_score_gemma":0.0003888076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005327538,"about_ca_topic_score_gemma":0.000395254,"domain_scores_codex":[0.9997646,0.00006688688,0.00001650437,0.00004414153,0.00005549371,0.00005232183],"domain_scores_gemma":[0.9994001,0.0002723229,0.0001294346,0.0001034929,0.0000460688,0.00004858133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001375463,0.00005654011,0.001487989,0.0001205627,0.00004983731,0.0005553435,0.0004595844,0.458281,0.03862393,0.4780511,0.0002455749,0.02193093],"study_design_scores_gemma":[0.00001830951,0.0001034664,0.0003361872,0.00001090428,0.000008632895,0.00005946821,0.00007375362,0.8319966,0.003816444,0.1629896,0.0005665187,0.00002012552],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4540823,0.0001568613,0.534855,0.0003394781,0.00004631309,0.00004635485,0.00003484817,0.0001652764,0.01027346],"genre_scores_gemma":[0.9865828,0.00006048506,0.01194829,0.00002607973,0.0000110325,0.00003463696,0.00001606548,0.00001738903,0.001303228],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00163266,"threshold_uncertainty_score":0.005461812,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Karine Beauchard","is_ca":false},{"name":"Horst Lange","is_ca":false},{"name":"Holger Teismann","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05184543653929975,"gpt":0.3007883849986896,"spread":0.2489429484593899,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005402996,0.000433449,0.0004924182,0.0003160055,0.0004002537,0.0007789217,0.0005830081,0.0004908738,0.00122758],"category_scores_gemma":[0.001731581,0.0001841326,0.0003735018,0.0001325175,0.001594982,0.001060673,0.001233992,0.0006847829,0.00008021037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006240651,"about_ca_system_score_gemma":0.0004370491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002444319,"about_ca_topic_score_gemma":0.001090494,"domain_scores_codex":[0.9997718,0.00007270587,0.000008337092,0.00005197145,0.00005157084,0.00004357361],"domain_scores_gemma":[0.9993107,0.0003405381,0.0001527831,0.00004590964,0.000068126,0.00008181687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003724592,0.0001452985,0.002402053,0.0001592553,0.00009142333,0.0008980437,0.0005623479,0.4234197,0.06143792,0.5021985,0.0005153018,0.007797505],"study_design_scores_gemma":[0.00003436074,0.00008697948,0.0003818203,0.000006180891,0.000009997676,0.00004243163,0.00005080644,0.9551345,0.002233926,0.0418083,0.0001939233,0.00001683281],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8166593,0.0001982069,0.1715027,0.0005690572,0.00002842839,0.00003132173,0.0000850384,0.0001347576,0.01079126],"genre_scores_gemma":[0.9960264,0.00004721174,0.00247071,0.00003004684,0.00001055381,0.00002189355,0.00001986372,0.00000898207,0.001364295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002444319,"threshold_uncertainty_score":0.004860222,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Yu Feng","is_ca":false},{"name":"Xiang Chen","is_ca":false},{"name":"Guoxiang Gu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01110352456932784,"gpt":0.2258262904068089,"spread":0.2147227658374811,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001687386,0.001952787,0.001042616,0.0006300618,0.0003467143,0.001376319,0.001072499,0.001263373,0.0009085737],"category_scores_gemma":[0.002027049,0.0005356736,0.0007679021,0.0004694866,0.0009647328,0.0007493758,0.001434014,0.0007647258,0.0001462977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008193053,"about_ca_system_score_gemma":0.0008575786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002785502,"about_ca_topic_score_gemma":0.00199547,"domain_scores_codex":[0.9990952,0.0003003633,0.0000385256,0.0002373098,0.0002223682,0.0001062833],"domain_scores_gemma":[0.9990215,0.0005174212,0.0002170238,0.00004374965,0.0001612922,0.00003910329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004989506,0.00002884245,0.0002140348,0.0001008175,0.00005905181,0.0000648211,0.00003509548,0.9797474,0.003549186,0.008748881,0.0001226348,0.007279371],"study_design_scores_gemma":[0.000006257975,0.00007489112,0.00008603301,0.000005091372,0.0000101336,0.000008216646,0.000006709724,0.9976038,0.0006102857,0.001438203,0.0001455855,0.00000481038],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02180607,0.0002529176,0.9744022,0.0001156675,0.00003190987,0.0000572876,0.0000261123,0.00005892578,0.003248888],"genre_scores_gemma":[0.950875,0.0003135307,0.04442674,0.0001103,0.00004439709,0.0002206724,0.00005569727,0.00003062273,0.003922928],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002785502,"threshold_uncertainty_score":0.008923888,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Junyi Yang","is_ca":false},{"name":"Feng Xiao","is_ca":false},{"name":"Tongwen Chen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02512359858716672,"gpt":0.2390213723110528,"spread":0.2138977737238861,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000365684,0.000480761,0.0004263869,0.0003133289,0.0003286006,0.0004976392,0.0005700326,0.0003385706,0.0006267901],"category_scores_gemma":[0.0004784042,0.0001462719,0.0004227035,0.0003257819,0.0006977598,0.0006259779,0.000715941,0.0003276771,0.0001072584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003324616,"about_ca_system_score_gemma":0.0003660865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003067768,"about_ca_topic_score_gemma":0.001615707,"domain_scores_codex":[0.9998345,0.00004786897,0.000009549347,0.00004288901,0.00003863603,0.00002647009],"domain_scores_gemma":[0.999706,0.00006387027,0.0001158335,0.00003110939,0.00004863138,0.00003455948],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009209863,0.00003463462,0.0007836532,0.00006322648,0.00003072067,0.0003528145,0.0002091162,0.9227201,0.01055343,0.03834878,0.000350398,0.02646095],"study_design_scores_gemma":[0.00001065249,0.0001007443,0.00021269,0.00000250434,0.000008477836,0.00003822734,0.00005162441,0.9924294,0.001254834,0.005479602,0.0004054291,0.000005835055],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2011581,0.00023166,0.7931921,0.0001338323,0.00003526888,0.00004542026,0.00002643246,0.0001616304,0.005015478],"genre_scores_gemma":[0.9815647,0.0001054424,0.01685583,0.00001537974,0.000008913714,0.00002735404,0.00002477262,0.000007689805,0.00138994],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003067768,"threshold_uncertainty_score":0.00609982,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Bolin Gao","is_ca":true},{"name":"Lacra Pavel","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01393125534008791,"gpt":0.2877205624521256,"spread":0.2737893071120376,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006277109,0.001824987,0.001212226,0.001213948,0.0008824588,0.002076267,0.001895173,0.001563361,0.004581247],"category_scores_gemma":[0.03818861,0.0005856686,0.001129831,0.0005206473,0.002985468,0.004152474,0.002477272,0.00341161,0.0006133228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002621314,"about_ca_system_score_gemma":0.00169073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001860131,"about_ca_topic_score_gemma":0.00123769,"domain_scores_codex":[0.9980574,0.0009162083,0.00008351544,0.0002690002,0.0004360624,0.0002377786],"domain_scores_gemma":[0.9844496,0.01125534,0.0009795623,0.0006512434,0.001950916,0.0007133076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001739969,0.00008140504,0.001331054,0.0003083327,0.00006271565,0.0002289119,0.000408268,0.3291173,0.003963464,0.6472301,0.001458822,0.01563572],"study_design_scores_gemma":[0.00001852389,0.00008284456,0.0001850425,0.00005470278,0.00001369112,0.00009324472,0.0000645204,0.8921351,0.001063529,0.1052119,0.001055305,0.00002151003],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05801441,0.001012232,0.9235517,0.0008510557,0.00008714623,0.0001567008,0.00008482538,0.0002563956,0.01598563],"genre_scores_gemma":[0.8898147,0.001132174,0.1009178,0.0003025552,0.00007488838,0.0003381411,0.0001081597,0.0002264334,0.007085264],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006277109,"threshold_uncertainty_score":0.03319693,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Controllability; Mathematics; Vector field; Order (exchange); Pure mathematics; Applied mathematics; Geometry","authors":[{"name":"Ronald M. Hirschorn","is_ca":true},{"name":"Andrew D. Lewis","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003211159828724198,"gpt":0.1855860906454425,"spread":0.1823749308167183,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001025419,0.0005906677,0.00043719,0.0008154301,0.0008811237,0.0009072048,0.0005463577,0.0007263868,0.003754359],"category_scores_gemma":[0.004265894,0.0003324458,0.0007084996,0.0003893425,0.001683711,0.001734824,0.001385966,0.001441555,0.0003216051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007792959,"about_ca_system_score_gemma":0.0004432274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004147935,"about_ca_topic_score_gemma":0.0005320185,"domain_scores_codex":[0.9993241,0.0001723434,0.00003319272,0.0001317408,0.0002364269,0.0001021194],"domain_scores_gemma":[0.9978547,0.0009438059,0.0004329178,0.0002625363,0.000278991,0.0002271415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002558767,0.00001663696,0.0003348532,0.00002917517,0.00001105681,0.0001970242,0.0001561227,0.02798854,0.008923159,0.95609,0.0005810629,0.005646711],"study_design_scores_gemma":[0.00002245032,0.00007190093,0.0005155937,0.00001823945,0.000009956836,0.0002930542,0.0001105622,0.3519613,0.007474822,0.6356744,0.00381295,0.00003474727],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.147845,0.0003156025,0.8297384,0.0003266974,0.00007940298,0.00007019046,0.000100148,0.0002441277,0.02128052],"genre_scores_gemma":[0.9501941,0.0002337955,0.04297664,0.00008041674,0.00007434538,0.000148512,0.0001055588,0.0001153821,0.006071283],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003754359,"threshold_uncertainty_score":0.01255953,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Ian Hogeboom-Burr","is_ca":true},{"name":"Serdar Yüksel","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01156106517045236,"gpt":0.1916479200117941,"spread":0.1800868548413418,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009190381,0.0009875825,0.001422488,0.002398948,0.001146103,0.004039238,0.002180099,0.002188358,0.0031005],"category_scores_gemma":[0.04076043,0.0007519829,0.00185794,0.001479801,0.005557881,0.00854994,0.003065772,0.00368538,0.0002909232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003253352,"about_ca_system_score_gemma":0.001393551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001335082,"about_ca_topic_score_gemma":0.0005717397,"domain_scores_codex":[0.9958771,0.002016832,0.0002330332,0.0007051414,0.000766012,0.0004018481],"domain_scores_gemma":[0.9700922,0.02221837,0.002617636,0.00143466,0.002125344,0.00151196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005565968,0.00005679704,0.0009072585,0.00008995331,0.00004337091,0.0001831035,0.0004425681,0.05071671,0.00117184,0.9398724,0.0003751445,0.006085222],"study_design_scores_gemma":[0.00001870972,0.00006637121,0.0005470766,0.00003917545,0.00001497242,0.00009356513,0.0001511738,0.2532357,0.0007654066,0.744513,0.000531901,0.00002299348],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2003219,0.0006069588,0.7844537,0.001535424,0.00005097147,0.0001413176,0.0001646466,0.00009440791,0.01263062],"genre_scores_gemma":[0.9342589,0.0006048823,0.05959474,0.0001819823,0.00007460091,0.0002577149,0.0001746231,0.0000711821,0.004781297],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009190381,"threshold_uncertainty_score":0.04860395,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Rollen S. D’Souza","is_ca":true},{"name":"Christopher Nielsen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009189935720971674,"gpt":0.2664010806080988,"spread":0.2572111448871272,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003727331,0.0007225265,0.00050039,0.0007156917,0.0005471206,0.0007741791,0.001006225,0.0007434078,0.01209921],"category_scores_gemma":[0.001042789,0.0003204874,0.0006515923,0.0004263025,0.0005613505,0.0009228218,0.002022692,0.001160375,0.002981522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005404681,"about_ca_system_score_gemma":0.001056585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00167161,"about_ca_topic_score_gemma":0.002010603,"domain_scores_codex":[0.9996839,0.00003963061,0.00002339843,0.00008881879,0.0001219047,0.00004247703],"domain_scores_gemma":[0.9997763,0.00004925002,0.00002005292,0.00004680832,0.00008942068,0.00001822805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002730057,0.0001282544,0.0007007034,0.0002226123,0.00004841954,0.0002603152,0.0003629233,0.2119849,0.03441978,0.116208,0.008600715,0.6267904],"study_design_scores_gemma":[0.00007774493,0.000198698,0.0001781059,0.00002652605,0.00001878444,0.0001696611,0.00009030473,0.934046,0.01287267,0.03480846,0.01748642,0.00002663066],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002059888,0.00001847837,0.9949726,0.00003393679,0.00001834841,0.00004760609,0.00002531486,0.0007898483,0.0020341],"genre_scores_gemma":[0.1274361,0.00006123248,0.8648171,0.00006906255,0.00002437968,0.0002952341,0.0002659083,0.0003001618,0.006730697],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01209921,"threshold_uncertainty_score":0.0404759,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Yunus Emre Demirci","is_ca":true},{"name":"Ali̇ Devran Kara","is_ca":false},{"name":"Serdar Yüksel","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07192745471939384,"gpt":0.3343259066051525,"spread":0.2623984518857587,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006255041,0.002142007,0.004004829,0.001524037,0.0009436358,0.003448817,0.002510269,0.00413421,0.003643973],"category_scores_gemma":[0.04712997,0.002064241,0.002231353,0.001309883,0.003828932,0.005382053,0.004243078,0.004229715,0.0002791907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003273999,"about_ca_system_score_gemma":0.003810333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008163562,"about_ca_topic_score_gemma":0.004398893,"domain_scores_codex":[0.9978301,0.000909113,0.0001341311,0.0005150852,0.0003109163,0.000300597],"domain_scores_gemma":[0.9570605,0.03727366,0.002231804,0.0009236824,0.001772636,0.0007377059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001226437,0.00005974043,0.0005636936,0.0001978349,0.00008329149,0.0001095303,0.0001791633,0.8816535,0.0007917355,0.1090769,0.0007544961,0.006407428],"study_design_scores_gemma":[0.00001101145,0.00002558967,0.0001102185,0.00002390576,0.00001112366,0.00001821713,0.00002705862,0.9567989,0.0002540634,0.04253001,0.0001786077,0.00001134677],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03385787,0.0004027253,0.9603482,0.001304107,0.00005073155,0.00006127768,0.0001935837,0.00007532727,0.003706172],"genre_scores_gemma":[0.8522044,0.001206613,0.1344609,0.0004354288,0.0001777393,0.0004750345,0.0005004495,0.0002460567,0.01029341],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008163562,"threshold_uncertainty_score":0.03308022,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Regina S. Burachik","is_ca":false},{"name":"Bethany I. Caldwell","is_ca":false},{"name":"C. Yalçın Kaya","is_ca":false},{"name":"Walaa M. Moursi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003317402142729236,"gpt":0.2016031090693784,"spread":0.1982857069266492,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003310751,0.0007058373,0.001017449,0.0009797576,0.000604425,0.001417785,0.001179557,0.001462929,0.002990242],"category_scores_gemma":[0.005757604,0.0003664287,0.0006443678,0.0007554819,0.002128581,0.001594998,0.001606669,0.001331961,0.0003470168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001307115,"about_ca_system_score_gemma":0.001459094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002072947,"about_ca_topic_score_gemma":0.001299817,"domain_scores_codex":[0.9989196,0.0005821821,0.00003358281,0.0001195142,0.0002349986,0.0001102264],"domain_scores_gemma":[0.9988073,0.0006302982,0.0001337847,0.0001045659,0.0002585658,0.00006538878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004977088,0.0000385211,0.0002335905,0.00005728854,0.00001638068,0.00005190922,0.0000668385,0.1832501,0.00110639,0.7967196,0.0009420568,0.0174674],"study_design_scores_gemma":[0.00001836949,0.00005607966,0.000104551,0.00002776195,0.000004745295,0.00004056337,0.00002248761,0.7676756,0.0008044507,0.2290763,0.00215556,0.0000135017],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01264674,0.0003627186,0.976732,0.0003733677,0.00005178956,0.00002530256,0.00001769961,0.00003409784,0.009756291],"genre_scores_gemma":[0.6106272,0.000749905,0.3763961,0.0003604322,0.0001398633,0.0001773032,0.00009062942,0.000114937,0.0113436],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003310751,"threshold_uncertainty_score":0.01750916,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Yuly Billig","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01292855823527249,"gpt":0.2817073107682244,"spread":0.2687787525329519,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003728816,0.0007500162,0.0007016861,0.0003488583,0.0002974277,0.0006780328,0.0003094153,0.0004654974,0.001937215],"category_scores_gemma":[0.0008834578,0.0003951582,0.0004670548,0.0004006457,0.0008878527,0.0005854322,0.0008827691,0.0006505722,0.0002963713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004790906,"about_ca_system_score_gemma":0.0004609118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001209481,"about_ca_topic_score_gemma":0.000719132,"domain_scores_codex":[0.9996492,0.00009814066,0.00001565649,0.00006827098,0.0001011213,0.00006767899],"domain_scores_gemma":[0.9998282,0.00004661451,0.00004103865,0.0000252572,0.00003496317,0.00002395353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004386055,0.00006008325,0.0005270227,0.0001091681,0.00004624239,0.00005864621,0.0000977017,0.7839093,0.01333924,0.1285719,0.002000046,0.07084223],"study_design_scores_gemma":[0.0001280249,0.0002339762,0.0003199881,0.0000198621,0.00001343245,0.00002203631,0.00002789234,0.9288896,0.002245529,0.06443141,0.00364831,0.00002005562],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1136392,0.000768652,0.8690227,0.0003812764,0.0001405026,0.00004339057,0.00008696791,0.0001832283,0.01573403],"genre_scores_gemma":[0.8889837,0.0004511708,0.1042571,0.00007354051,0.00009038446,0.0001357128,0.0001106957,0.00006386459,0.005833759],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001937215,"threshold_uncertainty_score":0.006480634,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Gürdal Arslan","is_ca":false},{"name":"Serdar Yüksel","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01677751500981801,"gpt":0.2251545433991697,"spread":0.2083770283893517,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006224489,0.001288916,0.001903967,0.001429029,0.001146203,0.006418845,0.001935338,0.002763528,0.007698696],"category_scores_gemma":[0.03854642,0.001126279,0.001421773,0.001256742,0.003826902,0.008320376,0.003180016,0.003357903,0.0007151095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002662393,"about_ca_system_score_gemma":0.001790724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003528195,"about_ca_topic_score_gemma":0.002769443,"domain_scores_codex":[0.9963982,0.001915582,0.0002256994,0.0004587303,0.0005114166,0.0004903253],"domain_scores_gemma":[0.9706455,0.02236582,0.003139792,0.00103686,0.001595568,0.001216466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007485964,0.00005800615,0.0003778058,0.00006688294,0.00005463775,0.00008673649,0.0003521139,0.02255228,0.0003665779,0.9725744,0.0007461542,0.002689596],"study_design_scores_gemma":[0.00004886979,0.00002191236,0.0001952539,0.00002100344,0.00001713156,0.00002373001,0.0001315357,0.1133777,0.00009787292,0.885752,0.000293685,0.00001918275],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2259776,0.0006504976,0.7286545,0.004562217,0.0001033354,0.0002224237,0.0005244416,0.0001743998,0.03913049],"genre_scores_gemma":[0.961781,0.0007639268,0.0265966,0.0003215189,0.0001838735,0.000313668,0.0002899531,0.00006820808,0.009681191],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007698696,"threshold_uncertainty_score":0.03291863,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Qiaoling Chen","is_ca":false},{"name":"Jun Zheng","is_ca":true},{"name":"Guchuan Zhu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006735929740390333,"gpt":0.2019049434192553,"spread":0.1951690136788649,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003407235,0.0007089759,0.000605823,0.0003217014,0.0003092725,0.0009010423,0.0006378596,0.0007245595,0.0008549283],"category_scores_gemma":[0.0009336139,0.0002119834,0.0005548222,0.000238072,0.000850438,0.000504808,0.0009491651,0.0007297341,0.00008661471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00048232,"about_ca_system_score_gemma":0.0008034076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004839132,"about_ca_topic_score_gemma":0.00215799,"domain_scores_codex":[0.9998624,0.00003044073,0.000006582001,0.00003194444,0.00004559761,0.00002294432],"domain_scores_gemma":[0.9996825,0.0001224575,0.00005934218,0.000023615,0.00007252861,0.00003945016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002273067,0.0002394262,0.00114721,0.0002072428,0.0001024245,0.0003703345,0.0002369913,0.8194797,0.03884627,0.106086,0.001138752,0.03191841],"study_design_scores_gemma":[0.000005441363,0.00003594853,0.00008363156,0.000001909386,0.000003417474,0.00001118602,0.000006072884,0.9967172,0.0006621457,0.00232396,0.0001458726,0.000003183914],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2477807,0.0004347065,0.7435793,0.0002903724,0.0001096125,0.00006480425,0.00005702785,0.0001947106,0.00748876],"genre_scores_gemma":[0.9857897,0.0001819868,0.009843123,0.00002775868,0.00001646292,0.00003298456,0.00003261287,0.00001645162,0.00405887],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004839132,"threshold_uncertainty_score":0.009621918,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Hao Yu","is_ca":false},{"name":"Tongwen Chen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02485591456811023,"gpt":0.2588376262888252,"spread":0.233981711720715,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007386931,0.000846104,0.001172703,0.0005677639,0.0005970283,0.001451302,0.001247326,0.002003255,0.003173005],"category_scores_gemma":[0.03009739,0.0004495399,0.001274972,0.0004401342,0.002073487,0.002216062,0.002158563,0.002460213,0.0003127452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001162705,"about_ca_system_score_gemma":0.001638489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006107117,"about_ca_topic_score_gemma":0.003265428,"domain_scores_codex":[0.998418,0.0005710027,0.00007418945,0.0002323067,0.0006064977,0.00009805681],"domain_scores_gemma":[0.9861758,0.009597125,0.0005524984,0.0006018215,0.002972797,0.00009995156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000540333,0.0001403854,0.002321258,0.0009921418,0.0001802991,0.0003329108,0.0005636148,0.7532203,0.01345348,0.1386427,0.001600562,0.088012],"study_design_scores_gemma":[0.000008249852,0.00004301288,0.0002527786,0.00002843447,0.00001094325,0.00003232339,0.00001355667,0.9932285,0.001030177,0.00506636,0.0002783928,0.000007267095],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01610484,0.0005927347,0.9779429,0.0005165301,0.00006203846,0.00006059481,0.00003847459,0.0001061189,0.004575721],"genre_scores_gemma":[0.9023402,0.001027321,0.08956113,0.0001741248,0.0001007265,0.0002090087,0.0001658227,0.0001481534,0.006273578],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007386931,"threshold_uncertainty_score":0.03906631,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Yueyang Zheng","is_ca":false},{"name":"Yaozhong Hu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01732406834945543,"gpt":0.2295293424628326,"spread":0.2122052741133771,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003065857,0.001065006,0.0008807606,0.0007194332,0.0006660565,0.001485219,0.001139352,0.001744658,0.002571676],"category_scores_gemma":[0.003970787,0.0005059232,0.001566065,0.0004979444,0.003137838,0.002393878,0.002186116,0.002456398,0.0002787354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001436161,"about_ca_system_score_gemma":0.001547128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001044542,"about_ca_topic_score_gemma":0.0006871675,"domain_scores_codex":[0.9990695,0.0003547965,0.00003714204,0.0001778567,0.0002880858,0.00007254956],"domain_scores_gemma":[0.9988983,0.0006400656,0.0001718027,0.00006557784,0.0001390424,0.00008515702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001942094,0.00001749428,0.0002037848,0.0001342191,0.00006906781,0.0000674222,0.00008421162,0.03621003,0.002527514,0.9526162,0.0009891023,0.007061538],"study_design_scores_gemma":[0.00002312019,0.00007198405,0.0003430072,0.00003893208,0.00002399547,0.000095558,0.00003528986,0.2759307,0.0007992223,0.7188431,0.003772367,0.00002271871],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02333012,0.003142652,0.9562336,0.002276864,0.0002175249,0.00006496142,0.0001134055,0.00008585628,0.01453498],"genre_scores_gemma":[0.8600018,0.003897178,0.1201742,0.0006769535,0.0006011637,0.0003620228,0.0001915015,0.0001426407,0.01395263],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003065857,"threshold_uncertainty_score":0.01621395,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Sina Sanjari","is_ca":true},{"name":"Naci Saldı","is_ca":false},{"name":"Serdar Yüksel","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009835540891625994,"gpt":0.206241476319101,"spread":0.196405935427475,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004257095,0.001148848,0.001838916,0.002426523,0.00201024,0.004290138,0.003130788,0.003519476,0.007255201],"category_scores_gemma":[0.01817503,0.0009263787,0.001760823,0.001235608,0.004747081,0.006754974,0.00311916,0.003146034,0.0005937446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003065418,"about_ca_system_score_gemma":0.00201495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004370849,"about_ca_topic_score_gemma":0.003937086,"domain_scores_codex":[0.9981899,0.0008636285,0.00008209138,0.00024486,0.0002988602,0.0003206464],"domain_scores_gemma":[0.986985,0.009049597,0.001435835,0.0004272014,0.0007769673,0.001325355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004576161,0.00005836694,0.0002042179,0.00004215809,0.00002912615,0.00006622342,0.0001389767,0.02478142,0.0003139031,0.9718984,0.001072661,0.001348648],"study_design_scores_gemma":[0.00004968816,0.00002072736,0.0001369313,0.00002038864,0.00001107234,0.00003311079,0.000068156,0.1707977,0.00008786762,0.8283515,0.0004001104,0.00002275994],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4524623,0.001718264,0.4743212,0.006379296,0.0002711674,0.0002136967,0.0004198771,0.0003391829,0.06387496],"genre_scores_gemma":[0.9597802,0.0008996166,0.02024595,0.0004351459,0.0001994749,0.0002964673,0.0001629332,0.00009641394,0.01788389],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007255201,"threshold_uncertainty_score":0.02427107,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Xinhui Liu","is_ca":false},{"name":"Kaikai Zheng","is_ca":false},{"name":"Dawei Shi","is_ca":false},{"name":"Tongwen Chen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006150199932268042,"gpt":0.218889643276346,"spread":0.212739443344078,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001006723,0.0006007742,0.0004259796,0.0003933071,0.0002543853,0.0007712028,0.000667359,0.0005853488,0.001191284],"category_scores_gemma":[0.005157101,0.0002574052,0.0004493852,0.0004611217,0.0007230606,0.001450055,0.001112278,0.0008123458,0.0001406605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007697399,"about_ca_system_score_gemma":0.0005629323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002743999,"about_ca_topic_score_gemma":0.001618913,"domain_scores_codex":[0.999343,0.0001810769,0.00003043757,0.0001500333,0.0002497253,0.00004580721],"domain_scores_gemma":[0.9983584,0.001034918,0.0002574526,0.0001415337,0.00018196,0.00002569354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001345836,0.00003048901,0.001335773,0.0001001087,0.00004904427,0.00007904297,0.00008154631,0.8926625,0.005722832,0.04185117,0.0003936236,0.05755933],"study_design_scores_gemma":[0.000002178367,0.00001180228,0.0001922758,0.000003518525,0.000003658963,0.000008543198,0.000005410981,0.9930783,0.0009537355,0.005567594,0.0001703287,0.000002661513],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007696397,0.0001024416,0.9914343,0.00005403665,0.00001000045,0.00001411073,0.00001990659,0.00004618289,0.0006226509],"genre_scores_gemma":[0.9017171,0.0003835889,0.09603988,0.0000603848,0.00005104223,0.00008030476,0.0001651396,0.00003223036,0.001470434],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002743999,"threshold_uncertainty_score":0.005584836,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Bora Yongacoglu","is_ca":true},{"name":"Gürdal Arslan","is_ca":false},{"name":"Serdar Yüksel","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0234439653790888,"gpt":0.3643506722537654,"spread":0.3409067068746766,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002460985,0.000510626,0.00112677,0.0006028391,0.0006900145,0.00193896,0.00171154,0.00156385,0.00693202],"category_scores_gemma":[0.01888804,0.0004889878,0.000669937,0.0006001413,0.002186446,0.003655124,0.002769469,0.002044449,0.0004051644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001207286,"about_ca_system_score_gemma":0.001488595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001730253,"about_ca_topic_score_gemma":0.0008314339,"domain_scores_codex":[0.9992148,0.0002347571,0.00003385963,0.0001715249,0.0001687498,0.0001763471],"domain_scores_gemma":[0.9908718,0.005945513,0.0009763039,0.001025317,0.0007185309,0.0004624916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002535395,0.0001242868,0.001843445,0.0001859479,0.00008346481,0.0001948201,0.0003041618,0.3000317,0.003549466,0.6614775,0.003777011,0.02817466],"study_design_scores_gemma":[0.00002712832,0.00003662866,0.0005247972,0.00001164787,0.00001448028,0.00003327586,0.00004099009,0.8680086,0.000261589,0.1305406,0.0004841335,0.000016054],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1543244,0.0008511849,0.823953,0.003063055,0.0001875736,0.00007870961,0.0001802611,0.0004099252,0.01695197],"genre_scores_gemma":[0.9832675,0.0002661484,0.010687,0.000209177,0.0001128935,0.00006095239,0.00003773671,0.00009407238,0.005264477],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00693202,"threshold_uncertainty_score":0.0231899,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Siva Athreya","is_ca":false},{"name":"Vivek S. Borkar","is_ca":false},{"name":"Nitya Gadhiwala","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0112486231127805,"gpt":0.1942110647530261,"spread":0.1829624416402456,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002689737,0.000980649,0.001417541,0.001720559,0.00113498,0.003345601,0.001565852,0.002894341,0.006242504],"category_scores_gemma":[0.01495205,0.0008442364,0.001317637,0.001167575,0.004032698,0.003967652,0.002148599,0.002653786,0.0003876211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001937151,"about_ca_system_score_gemma":0.001896943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002626238,"about_ca_topic_score_gemma":0.001681106,"domain_scores_codex":[0.9989707,0.0005300615,0.00004833019,0.0001371922,0.000203366,0.0001102683],"domain_scores_gemma":[0.9912888,0.0065559,0.0008909107,0.0002519314,0.0004627855,0.00054976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001467874,0.00002221248,0.00008709511,0.0000196128,0.00001069743,0.00003316032,0.00004499154,0.0154736,0.0001345716,0.9826523,0.0005786773,0.0009283484],"study_design_scores_gemma":[0.00002714011,0.00002297533,0.0001229456,0.00001720837,0.000009023374,0.00003696469,0.00002787523,0.1777406,0.00009566958,0.8209851,0.0008981187,0.00001633031],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2310545,0.004434997,0.6767807,0.005889791,0.0007332017,0.0002148389,0.0004374333,0.0002523068,0.0802022],"genre_scores_gemma":[0.909756,0.002406814,0.03930231,0.0008484488,0.0004758504,0.0004524577,0.0003048668,0.0001331456,0.04632006],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006242504,"threshold_uncertainty_score":0.02088326,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"S.E. Bourdon","is_ca":true},{"name":"Geir E. Dullerud","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0217058286952962,"gpt":0.2150861392204457,"spread":0.1933803105251495,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00366904,0.001142129,0.001101703,0.0004856648,0.0004355737,0.001820642,0.0007917152,0.001079435,0.0012614],"category_scores_gemma":[0.01555245,0.0003816519,0.0004721862,0.0004672013,0.001999832,0.001634327,0.001685794,0.0008756212,0.0002775376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008960245,"about_ca_system_score_gemma":0.0006094598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001853112,"about_ca_topic_score_gemma":0.000718501,"domain_scores_codex":[0.9981773,0.0006665747,0.0001498347,0.0003321877,0.0004382035,0.0002359442],"domain_scores_gemma":[0.9923331,0.004793257,0.001081963,0.0008359306,0.0008130904,0.0001428488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006327473,0.00004203683,0.0007425378,0.0002460116,0.00007689137,0.000151631,0.0001666736,0.9415145,0.01180074,0.02301753,0.0004730124,0.02113568],"study_design_scores_gemma":[0.00001359184,0.0001780951,0.0003714047,0.00001185334,0.00001033022,0.0000193018,0.00001704329,0.989511,0.003846512,0.005900252,0.0001074692,0.00001318426],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.121171,0.0006223599,0.8738635,0.0002946559,0.00009723988,0.0000369609,0.0001453983,0.0006473315,0.003121434],"genre_scores_gemma":[0.993573,0.000162487,0.005680016,0.00002663932,0.00003076343,0.00002786824,0.00005935933,0.00003402312,0.0004059572],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00366904,"threshold_uncertainty_score":0.01940393,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Hanchao Liu","is_ca":true},{"name":"Dena Firoozi","is_ca":true},{"name":"Michèle Breton","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009578398101985361,"gpt":0.2061105312015241,"spread":0.1965321330995388,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004596328,0.002415029,0.003614048,0.001533564,0.001036701,0.004081936,0.002939795,0.005181283,0.004763618],"category_scores_gemma":[0.0133032,0.001557327,0.002236506,0.001013343,0.004976569,0.003227378,0.005314062,0.003467484,0.0004017035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003715924,"about_ca_system_score_gemma":0.003643706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01387789,"about_ca_topic_score_gemma":0.006890735,"domain_scores_codex":[0.9985631,0.0007047151,0.00004978861,0.000285545,0.0001902982,0.0002066046],"domain_scores_gemma":[0.9936963,0.003911182,0.0006699499,0.0001911162,0.0008132272,0.0007182697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006457188,0.00007763566,0.0005251316,0.0001319089,0.0001011074,0.0001933833,0.0001677989,0.5883533,0.0008675124,0.4048058,0.001951728,0.002760101],"study_design_scores_gemma":[0.00001187963,0.00001930851,0.0001025673,0.00001164907,0.00001328897,0.00002165934,0.00002810722,0.9399386,0.00004898784,0.05941271,0.0003748076,0.00001643174],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03247496,0.001382038,0.9443609,0.003070177,0.0002658303,0.0001311037,0.0002869671,0.0001010293,0.01792713],"genre_scores_gemma":[0.8964214,0.001531585,0.06248939,0.000974917,0.0004214498,0.0003659699,0.0003207984,0.0002426707,0.03723196],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01387789,"threshold_uncertainty_score":0.02759427,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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)","authors":[{"name":"Hanchao Liu","is_ca":true},{"name":"Dena Firoozi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00981145560566247,"gpt":0.2265062185902935,"spread":0.216694762984631,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002779773,0.00129484,0.001084799,0.0008000702,0.0007062511,0.001755347,0.001293449,0.001604,0.002815923],"category_scores_gemma":[0.006038786,0.0004418401,0.001034123,0.000540337,0.00346358,0.003596807,0.001914298,0.002375598,0.0002470257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002305181,"about_ca_system_score_gemma":0.001343447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003200251,"about_ca_topic_score_gemma":0.001434679,"domain_scores_codex":[0.9988262,0.0006324905,0.00004258371,0.000137465,0.0002432534,0.0001179522],"domain_scores_gemma":[0.9973442,0.001599959,0.0003228573,0.0001107545,0.0003505785,0.0002716417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001136488,0.00002902976,0.0002621249,0.00005138114,0.00002462512,0.00007026271,0.0001025422,0.07670417,0.0005900745,0.9198073,0.000591042,0.001755937],"study_design_scores_gemma":[0.000009335981,0.00003188599,0.0001873555,0.00001809089,0.000007125188,0.00002759094,0.00004856633,0.5899922,0.0001357466,0.4084247,0.001102039,0.00001537863],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05796236,0.001281355,0.9168098,0.001973878,0.0001130462,0.00006249869,0.0001025669,0.00006069649,0.02163379],"genre_scores_gemma":[0.9175855,0.001839974,0.06299406,0.0006189278,0.0003791555,0.0003764131,0.0001512852,0.00006433266,0.01599027],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003200251,"threshold_uncertainty_score":0.0167253,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Jun Shang","is_ca":false},{"name":"Tongwen Chen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007919085647999972,"gpt":0.2257390032241989,"spread":0.2178199175761989,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007556659,0.001196646,0.0007998678,0.0005648093,0.0004630498,0.001178534,0.0006010795,0.0009279448,0.00903658],"category_scores_gemma":[0.003475842,0.0003162596,0.0006114035,0.0007660529,0.001076862,0.00151967,0.001600096,0.001340058,0.002258649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002756478,"about_ca_system_score_gemma":0.001224796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008409923,"about_ca_topic_score_gemma":0.001481754,"domain_scores_codex":[0.9991121,0.0002236574,0.0000381445,0.0001789348,0.0003550679,0.00009221418],"domain_scores_gemma":[0.9990294,0.0002764771,0.0001104641,0.0002406879,0.0002628996,0.00008002324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001377919,0.00009932199,0.000314141,0.0002579823,0.00005483946,0.0002415634,0.00008742177,0.07641268,0.0185082,0.6765851,0.01952399,0.2077769],"study_design_scores_gemma":[0.00002230572,0.00009306814,0.0002650493,0.00004108527,0.00002707358,0.0003222313,0.00005989959,0.7285913,0.007502756,0.247042,0.0159993,0.00003396675],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003640984,0.0002088587,0.9859328,0.0002616946,0.0002861315,0.0000411691,0.0001753446,0.000139624,0.009313352],"genre_scores_gemma":[0.3971271,0.002135729,0.5534713,0.0008589281,0.000906396,0.0003096916,0.001202313,0.0002846387,0.04370385],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00903658,"threshold_uncertainty_score":0.03023034,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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)","authors":[{"name":"Michel C. Delfour","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008797795198145109,"gpt":0.2305834751119903,"spread":0.2217856799138452,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00678672,0.002007525,0.001870624,0.002958989,0.0006545148,0.003654976,0.002054836,0.001864372,0.006283578],"category_scores_gemma":[0.01751299,0.000960578,0.00148555,0.001082998,0.004019234,0.004753517,0.004148485,0.004464491,0.0006093845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002247655,"about_ca_system_score_gemma":0.001920972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007027452,"about_ca_topic_score_gemma":0.0008370218,"domain_scores_codex":[0.9982857,0.0008270436,0.00009286011,0.0003237797,0.0003673165,0.0001033047],"domain_scores_gemma":[0.9926978,0.004215872,0.0009011326,0.000426341,0.001099367,0.0006595047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001415343,0.0001030834,0.0008079785,0.0004123701,0.0001140966,0.0001117915,0.0004358438,0.06068331,0.00521701,0.8980743,0.002680491,0.03121823],"study_design_scores_gemma":[0.00003298498,0.0002250617,0.0007555524,0.0001575698,0.00002967367,0.0002484243,0.0001075874,0.4303089,0.001994293,0.5619814,0.004094106,0.00006437552],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06033064,0.001847249,0.9213772,0.001445857,0.0002459807,0.0001054592,0.0003069837,0.0001729255,0.01416769],"genre_scores_gemma":[0.7176716,0.003301698,0.2349477,0.0007140246,0.0005449631,0.0005657728,0.0009234196,0.0009192324,0.04041161],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00678672,"threshold_uncertainty_score":0.03589201,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Somya Singh","is_ca":false},{"name":"Fady Alajaji","is_ca":false},{"name":"Bahman Gharesifard","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02709474700024616,"gpt":0.290561924681277,"spread":0.2634671776810308,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006409184,0.0007273476,0.0008871238,0.0007786237,0.0006755498,0.00153367,0.001528546,0.001860918,0.002353129],"category_scores_gemma":[0.002573098,0.0003758803,0.0007363257,0.0006417643,0.001719304,0.001862835,0.00115853,0.001368222,0.0003019212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001260138,"about_ca_system_score_gemma":0.0006679682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009489284,"about_ca_topic_score_gemma":0.004211937,"domain_scores_codex":[0.9996188,0.0001292167,0.00001445643,0.0001034277,0.00007331088,0.00006081455],"domain_scores_gemma":[0.9989752,0.0004559219,0.0002480498,0.00006858636,0.0001401377,0.0001120956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004120772,0.00004993238,0.001552762,0.00005347213,0.00004064645,0.0003332842,0.0001706672,0.7504674,0.002302438,0.2413201,0.0006318838,0.003036226],"study_design_scores_gemma":[0.000003909315,0.000007287963,0.0001217698,0.000003061991,0.000004170487,0.00002096102,0.00001393276,0.9840817,0.00006329456,0.01545023,0.0002226836,0.000007010022],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2370922,0.001071465,0.7414614,0.001264516,0.0001388292,0.0000969481,0.000383197,0.0002367784,0.01825466],"genre_scores_gemma":[0.9605957,0.0006523905,0.02789024,0.0001348971,0.00007158801,0.0001783261,0.0001718098,0.00003344611,0.0102716],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009489284,"threshold_uncertainty_score":0.01886815,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Tian Xia","is_ca":true},{"name":"Luca Scardovi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01133297945079023,"gpt":0.2580160389743312,"spread":0.246683059523541,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001877104,0.001802435,0.001278502,0.0008042039,0.0007954267,0.001935757,0.001934987,0.001439457,0.005221091],"category_scores_gemma":[0.003604966,0.0004646208,0.001148492,0.0008381711,0.00138337,0.002247611,0.002313225,0.002017695,0.0008938011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001137641,"about_ca_system_score_gemma":0.001256451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003640068,"about_ca_topic_score_gemma":0.004052985,"domain_scores_codex":[0.9990897,0.0004150699,0.00004216499,0.0001708953,0.0002089229,0.00007328886],"domain_scores_gemma":[0.9989139,0.0005654069,0.0001258153,0.00008464179,0.0002520778,0.0000581643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006973604,0.00008357517,0.000281994,0.000157458,0.0001113216,0.000201879,0.0001465333,0.6671245,0.004025311,0.3120354,0.001428166,0.01433414],"study_design_scores_gemma":[0.000006520005,0.00002329308,0.00005429704,0.000008858745,0.00001288442,0.00000915095,0.00001164665,0.9587203,0.0001858739,0.04034015,0.0006209933,0.000005981056],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003165175,0.0002267172,0.9901834,0.0002008418,0.00005330371,0.00002548859,0.00008169436,0.00008442688,0.005979002],"genre_scores_gemma":[0.8282008,0.001200429,0.1501629,0.0002973649,0.0004393094,0.0005971165,0.0003799817,0.0002470278,0.01847497],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005221091,"threshold_uncertainty_score":0.01746631,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Nassif Ghoussoub","is_ca":false},{"name":"Young‐Heon Kim","is_ca":false},{"name":"Aaron Zeff Palmer","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00803738059914035,"gpt":0.2282100846318205,"spread":0.2201727040326801,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001122181,0.001270293,0.0008419778,0.0009256908,0.0009618046,0.001985852,0.001259856,0.001983599,0.003580971],"category_scores_gemma":[0.003646983,0.000561796,0.0009411599,0.0007124932,0.002969842,0.003236306,0.002159801,0.001515108,0.000336272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002382136,"about_ca_system_score_gemma":0.00157632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003921508,"about_ca_topic_score_gemma":0.00249828,"domain_scores_codex":[0.9994045,0.0002118778,0.00002460852,0.0001391381,0.0001082958,0.0001114973],"domain_scores_gemma":[0.9988804,0.0005153122,0.0002226624,0.0000719686,0.0001213892,0.0001882072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005451959,0.00004181179,0.000282918,0.00006614466,0.00002708701,0.000126202,0.00005709878,0.3045479,0.001173388,0.6898046,0.0007412073,0.003077236],"study_design_scores_gemma":[0.00002051012,0.0000462372,0.0001101145,0.00002221064,0.00001307287,0.00002769483,0.00003405632,0.6785336,0.0005025541,0.3189638,0.001709326,0.00001686312],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1090811,0.001431994,0.8618456,0.002282675,0.0002058956,0.00007420324,0.0003109639,0.0001513144,0.0246162],"genre_scores_gemma":[0.9093068,0.001006278,0.07036352,0.0002096253,0.000159184,0.0001873436,0.000275853,0.0001335433,0.01835779],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003921508,"threshold_uncertainty_score":0.01728362,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Nassif Ghoussoub","is_ca":false},{"name":"Young‐Heon Kim","is_ca":false},{"name":"Tongseok Lim","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02697243343853348,"gpt":0.2633806217895894,"spread":0.236408188351056,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002182148,0.0008827132,0.001045814,0.0006070892,0.0004486091,0.001543524,0.001102173,0.001535582,0.002455354],"category_scores_gemma":[0.006291875,0.0006492918,0.0008705565,0.0004367197,0.001798706,0.00198176,0.001226631,0.001317776,0.0003020902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001825794,"about_ca_system_score_gemma":0.001435806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002000091,"about_ca_topic_score_gemma":0.001393171,"domain_scores_codex":[0.9992929,0.0003131607,0.00003598699,0.0001435438,0.00007510898,0.0001393213],"domain_scores_gemma":[0.9977939,0.001370659,0.0003002188,0.0001046094,0.000163062,0.0002675557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002707044,0.0000789893,0.0005872123,0.00009964236,0.00004031679,0.0001596987,0.0001229999,0.4189252,0.004275441,0.5656882,0.001140928,0.00861073],"study_design_scores_gemma":[0.0000427454,0.00006724917,0.0001811198,0.00001564372,0.00001262581,0.00002707263,0.00004094688,0.8521866,0.001014918,0.1458668,0.0005261371,0.00001808617],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2676224,0.0006393876,0.716235,0.001207807,0.00009218247,0.00008275194,0.0001895212,0.0002134969,0.01371747],"genre_scores_gemma":[0.9014168,0.0004504664,0.08679229,0.0001780935,0.0000442883,0.0001598457,0.0002075932,0.0001942551,0.01055634],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002455354,"threshold_uncertainty_score":0.01324713,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Saber Jafarpour","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0239173298618824,"gpt":0.2717516410036473,"spread":0.2478343111417649,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008616162,0.0004580886,0.000413255,0.0003656055,0.0003291329,0.0004672957,0.0004873995,0.0003546466,0.002105728],"category_scores_gemma":[0.004031712,0.0001166691,0.0005145905,0.0001857411,0.002195982,0.001581847,0.0009161613,0.0009522915,0.00009747409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006195788,"about_ca_system_score_gemma":0.0002521415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001210964,"about_ca_topic_score_gemma":0.0004847178,"domain_scores_codex":[0.9996505,0.00009085338,0.000009976611,0.000106935,0.00008791713,0.00005374396],"domain_scores_gemma":[0.9974782,0.00160382,0.0003966624,0.0001940291,0.0001664558,0.0001608524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002181587,0.00006226449,0.002233123,0.0002870916,0.00007648241,0.0007170343,0.0007350203,0.354493,0.04738076,0.5781682,0.0006144939,0.01501456],"study_design_scores_gemma":[0.00003961796,0.0003119351,0.002023438,0.00002160605,0.00002325052,0.0001599844,0.000159014,0.7774625,0.007486529,0.2104884,0.001799387,0.00002428634],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.3946824,0.001438765,0.5843905,0.0008209193,0.00009409782,0.00007118745,0.00008937228,0.0002575676,0.01815518],"genre_scores_gemma":[0.9944359,0.0002614112,0.003666569,0.00004592218,0.00004365208,0.00004117784,0.00002397756,0.00002378799,0.001457516],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.002105728,"threshold_uncertainty_score":0.007044435,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}