{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":21,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":21,"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":"a90a39b2051c","filters":{"venue":"ESAIM Mathematical Modelling and Numerical Analysis"}},"results":[{"id":"W1660572054","doi":"10.1051/m2an/2015033","title":"Numerical methods for matching for teams and Wasserstein barycenters","year":2015,"lang":"en","type":"article","venue":"ESAIM Mathematical Modelling and Numerical Analysis","topic":"Geometric Analysis and Curvature Flows","field":"Mathematics","cited_by":91,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"Agence Nationale de la Recherche; Institut national de recherche en informatique et en automatique (INRIA)","keywords":"Matching (statistics); Convergence (economics); Mathematics; Mathematical optimization; Linear programming; Population; Computer science; Applied mathematics; Statistics","authors":[{"name":"Guillaume Carlier","is_ca":false},{"name":"Adam M. Oberman","is_ca":true},{"name":"Édouard Oudet","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07819214140428939,"gpt":0.3681187796123893,"spread":0.2899266382080999,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003189224,0.0009852505,0.001115379,0.001765916,0.0008338793,0.001613987,0.001814754,0.002234611,0.005464675],"category_scores_gemma":[0.01331258,0.0005939784,0.001097671,0.001474795,0.002173732,0.002384061,0.003170101,0.002193997,0.0009910441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001746513,"about_ca_system_score_gemma":0.001751348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004878289,"about_ca_topic_score_gemma":0.003718928,"domain_scores_codex":[0.9990244,0.0004590706,0.00005772977,0.0001327274,0.0002547385,0.0000712648],"domain_scores_gemma":[0.9967567,0.001975852,0.0003782787,0.0002214746,0.0004730003,0.0001945667],"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":[0.00004525671,0.00003698955,0.0005164811,0.0001293903,0.00003600384,0.00005172542,0.00009128716,0.6377122,0.0009834744,0.3267823,0.001888121,0.03172674],"study_design_scores_gemma":[0.000006721861,0.000007134833,0.00004200646,0.00001391924,0.000002724916,0.00001074708,0.00001006975,0.9339866,0.0001432448,0.06431432,0.001455407,0.000007167466],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001853729,0.0003287918,0.9952759,0.0002197907,0.0000777423,0.00002764904,0.00002651082,0.0000816805,0.00210831],"genre_scores_gemma":[0.2087348,0.001029164,0.7741457,0.0002943684,0.0002121116,0.0005321566,0.0002185337,0.0003996795,0.01443354],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005464675,"threshold_uncertainty_score":0.01828116,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2941750299","doi":"10.1051/m2an/2020007","title":"A Banach spaces-based analysis of a new fully-mixed finite element method for the Boussinesq problem","year":2020,"lang":"en","type":"article","venue":"ESAIM Mathematical Modelling and Numerical Analysis","topic":"Advanced Numerical Methods in Computational Mathematics","field":"Engineering","cited_by":52,"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":"","keywords":"Mathematics; Banach space; Finite element method; Mathematical analysis; Applied mathematics; Hilbert space; Linear subspace; Bernoulli's principle; Heat equation; Pure mathematics","authors":[{"name":"Eligio Colmenares","is_ca":false},{"name":"Gabriel N. Gatica","is_ca":false},{"name":"Sebastián Moraga","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05299520246499128,"gpt":0.3167473776742556,"spread":0.2637521752092643,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002216337,0.001015006,0.000994856,0.0007519047,0.0004283563,0.001212336,0.001414827,0.001855464,0.002199459],"category_scores_gemma":[0.002790566,0.0005722334,0.001156974,0.0003008526,0.001497554,0.00143687,0.002223024,0.001659698,0.0005024471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006555339,"about_ca_system_score_gemma":0.00137799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001448726,"about_ca_topic_score_gemma":0.0009738365,"domain_scores_codex":[0.9992828,0.0003086929,0.00003542262,0.00008619309,0.0002445859,0.00004240293],"domain_scores_gemma":[0.9992123,0.0003597724,0.00008041109,0.00005827947,0.0002233767,0.00006590144],"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":[0.0001154213,0.00008729607,0.0009133308,0.0003936629,0.00009648576,0.000131891,0.0002131565,0.7382148,0.02209338,0.2034225,0.0007905727,0.03352751],"study_design_scores_gemma":[0.000005422404,0.00003201414,0.00004501855,0.00001657416,0.000004273208,0.00002385669,0.000008483147,0.9923223,0.000743713,0.005232096,0.001557952,0.000008414851],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004059636,0.0001388408,0.9946182,0.0001045952,0.00003576471,0.00003234452,0.00001478368,0.00002629325,0.0009694633],"genre_scores_gemma":[0.1876742,0.0004622835,0.8035828,0.0002213061,0.0000929353,0.000507402,0.0001610907,0.0001475378,0.007150396],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002216337,"threshold_uncertainty_score":0.01172125,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2090784278","doi":"10.1051/m2an:2003051","title":"Simulation of Electrophysiological Waves with an Unstructured Finite Element Method","year":2003,"lang":"en","type":"article","venue":"ESAIM Mathematical Modelling and Numerical Analysis","topic":"Cardiac electrophysiology and arrhythmias","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Unstructured grid; Finite element method; Bidomain model; Grid; Mathematics; Applied mathematics; Mathematical analysis; Geometry; Physics","authors":[{"name":"Yves Bourgault","is_ca":true},{"name":"Marc Ethier","is_ca":true},{"name":"Victor G. LeBlanc","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01815106478358234,"gpt":0.2873909276440348,"spread":0.2692398628604524,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000343493,0.0003563304,0.0004443236,0.0002903557,0.0002657877,0.0004581476,0.0007842204,0.0007950151,0.001777579],"category_scores_gemma":[0.001232304,0.0002476162,0.0003761047,0.0002612885,0.0004400241,0.0004811842,0.0006657426,0.0004503705,0.0004406378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001589355,"about_ca_system_score_gemma":0.0005194883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001716066,"about_ca_topic_score_gemma":0.000990623,"domain_scores_codex":[0.9997473,0.00007969759,0.00001877072,0.00002286187,0.0001094496,0.00002182003],"domain_scores_gemma":[0.999594,0.0002062689,0.00003418698,0.0000568129,0.00008666403,0.00002207423],"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":[0.00005189193,0.00004356149,0.0005191849,0.00005650851,0.00001284348,0.0001300553,0.0001214051,0.9587082,0.01721916,0.0110102,0.0006160635,0.01151093],"study_design_scores_gemma":[0.000008189749,0.00001157905,0.00005628305,0.000002731899,0.000001716905,0.0000238192,0.000007333979,0.9964502,0.001339614,0.001035281,0.001059113,0.000004062545],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02844474,0.00006792776,0.9665216,0.00008375896,0.00004065535,0.00007646703,0.000133577,0.000413114,0.004218233],"genre_scores_gemma":[0.4775468,0.0002144174,0.5158947,0.00006871392,0.00001915022,0.0003511001,0.0003626604,0.000128831,0.005413747],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001777579,"threshold_uncertainty_score":0.005946636,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2114428223","doi":"10.1051/m2an:2005032","title":"Mixed discontinuous Galerkin approximation of the Maxwell operator: The indefinite case","year":2005,"lang":"en","type":"article","venue":"ESAIM Mathematical Modelling and Numerical Analysis","topic":"Advanced Numerical Methods in Computational Mathematics","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"Engineering and Physical Sciences Research Council; Natural Sciences and Engineering Research Council of Canada; University of Leicester; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Mathematics; Discretization; Curl (programming language); Maxwell's equations; Norm (philosophy); Discontinuous Galerkin method; Applied mathematics; Numerical analysis; A priori and a posteriori; Mathematical analysis; Finite element method","authors":[{"name":"Paul Houston","is_ca":false},{"name":"Ilaria Perugia","is_ca":false},{"name":"Anna Schneebeli","is_ca":false},{"name":"Dominik Schötzau","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03334979854057695,"gpt":0.2561833132108086,"spread":0.2228335146702317,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007535298,0.0006752406,0.0004292574,0.0003884935,0.0002626397,0.0007894506,0.0009167931,0.0007882359,0.001252185],"category_scores_gemma":[0.001435175,0.00022876,0.0003903563,0.000258932,0.0009182491,0.0008257349,0.0009771264,0.0008992223,0.0003024378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002087519,"about_ca_system_score_gemma":0.0003679466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004101768,"about_ca_topic_score_gemma":0.0004490273,"domain_scores_codex":[0.9997237,0.0000990417,0.00001145597,0.00002523395,0.0001167837,0.00002373417],"domain_scores_gemma":[0.9994411,0.0002333532,0.0001244864,0.00006557444,0.0000732055,0.00006229625],"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":[0.0002422468,0.000164112,0.001656076,0.0005138143,0.00005900448,0.0006168282,0.0003206134,0.5323774,0.04950678,0.3522066,0.00139731,0.0609393],"study_design_scores_gemma":[0.000004098568,0.00002545564,0.00005472184,0.000005565676,0.000002940921,0.00005181306,0.00000720557,0.9906428,0.001892124,0.006188713,0.001117923,0.000006539632],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02204056,0.0002069371,0.9755545,0.000124847,0.00003538744,0.00001718315,0.00001468967,0.00005025393,0.001955651],"genre_scores_gemma":[0.5618046,0.0004615964,0.4316848,0.0001144617,0.00008513135,0.0001270691,0.00006129536,0.00009260557,0.005568408],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001252185,"threshold_uncertainty_score":0.004188955,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2144294838","doi":"10.1051/m2an/2009025","title":"Gradient descent and fast artificial time integration","year":2009,"lang":"en","type":"article","venue":"ESAIM Mathematical Modelling and Numerical Analysis","topic":"Numerical methods in inverse problems","field":"Mathematics","cited_by":30,"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":"Gradient descent; Mathematics; Regularization (linguistics); Method of steepest descent; Smoothing; Applied mathematics; Mathematical optimization; Context (archaeology); Gradient method; Computer science; Artificial neural network","authors":[{"name":"Uri M. Ascher","is_ca":true},{"name":"Kees van den Doel","is_ca":true},{"name":"Hui Huang","is_ca":true},{"name":"B. F. Svaiter","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06794214774312306,"gpt":0.3166679906524666,"spread":0.2487258429093435,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001631481,0.0009197622,0.001190508,0.0007564574,0.0005778535,0.001644682,0.001035161,0.001598603,0.003749666],"category_scores_gemma":[0.005615487,0.0004819059,0.0008492072,0.0007238187,0.001682339,0.001321005,0.001877801,0.001853365,0.001471356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001082288,"about_ca_system_score_gemma":0.001055965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002677125,"about_ca_topic_score_gemma":0.001891789,"domain_scores_codex":[0.9992552,0.0002681528,0.00003633289,0.0001034662,0.0002809365,0.00005585291],"domain_scores_gemma":[0.9985594,0.0006870944,0.0001305665,0.0002065092,0.0003302332,0.00008614787],"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":[0.00006400136,0.0000233113,0.0003669295,0.0001227859,0.00004391573,0.00008853084,0.0000963288,0.5117454,0.002278358,0.4405149,0.003065469,0.04159004],"study_design_scores_gemma":[0.000009862332,0.00001669531,0.00007593686,0.00001767222,0.000004382427,0.00002718171,0.000006462905,0.8998399,0.0005297553,0.09408721,0.00537305,0.00001189131],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004261694,0.0008563671,0.9859439,0.0004455675,0.0001549821,0.00002808452,0.00005073771,0.0003124576,0.007946054],"genre_scores_gemma":[0.3143095,0.002328108,0.6512105,0.0004595591,0.0004097288,0.0004230681,0.0002992697,0.0006444856,0.02991572],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003749666,"threshold_uncertainty_score":0.01254392,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4297631082","doi":"10.1051/m2an/2019089","title":"An asymptotically compatible approach for Neumann-type boundary condition on nonlocal problems","year":2019,"lang":"en","type":"article","venue":"ESAIM Mathematical Modelling and Numerical Analysis","topic":"Numerical methods in engineering","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Lakehead University","funders":"Natural Sciences and Engineering Research Council of Canada; Lakehead University; U.S. Department of Energy; Lehigh University; National Science Foundation","keywords":"Mathematics; Neumann boundary condition; Boundary value problem; Mathematical analysis; Discretization; Boundary (topology); Mixed boundary condition; Norm (philosophy); Convergence (economics); Robin boundary condition; Applied mathematics; Law","authors":[{"name":"Huaiqian You","is_ca":false},{"name":"Xinyang Lu","is_ca":true},{"name":"Nathaniel Task","is_ca":false},{"name":"Yue Yu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02172713988049814,"gpt":0.2643727046102783,"spread":0.2426455647297802,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001791231,0.0011569,0.0008718507,0.0008166812,0.0005056693,0.001060898,0.00177322,0.002088893,0.002184714],"category_scores_gemma":[0.003902208,0.0004448029,0.0007974858,0.0002453187,0.002287846,0.002517216,0.002917588,0.001935733,0.0004252246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001154062,"about_ca_system_score_gemma":0.0009914006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001191408,"about_ca_topic_score_gemma":0.001125932,"domain_scores_codex":[0.9993008,0.0002935685,0.00003415627,0.0001166335,0.000214792,0.00003994331],"domain_scores_gemma":[0.9989812,0.0004300204,0.0001537861,0.000120105,0.0002106061,0.0001044318],"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":[0.00004491751,0.00004978586,0.0005478928,0.0001787255,0.00002357664,0.0002406779,0.0002501594,0.1433478,0.01296726,0.834197,0.0006307468,0.00752137],"study_design_scores_gemma":[0.00001774693,0.00004768085,0.0001208521,0.00002765283,0.000004788863,0.0000652653,0.00005216152,0.8859497,0.002212404,0.1085298,0.002954688,0.00001718315],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.024999,0.000219758,0.9666685,0.000416677,0.0001038267,0.00006774341,0.00003942976,0.00008180858,0.007403272],"genre_scores_gemma":[0.5247318,0.0004251322,0.4548466,0.0005087991,0.0002281381,0.000442156,0.0002189394,0.0003106089,0.01828789],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002184714,"threshold_uncertainty_score":0.009473085,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2964036597","doi":"10.1051/m2an/2016076","title":"A convergent method for linear half-space kinetic equations","year":2016,"lang":"en","type":"article","venue":"ESAIM Mathematical Modelling and Numerical Analysis","topic":"Gas Dynamics and Kinetic Theory","field":"Mathematics","cited_by":20,"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":"","keywords":"Mathematics; Space (punctuation); Mathematical analysis; Galerkin method; Numerical analysis; Applied mathematics; Nonlinear system; Physics","authors":[{"name":"Qin Li","is_ca":false},{"name":"Jianfeng Lu","is_ca":false},{"name":"Weiran Sun","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04697884106338285,"gpt":0.3214551282119079,"spread":0.274476287148525,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001317953,0.0006473304,0.0005784395,0.0008555142,0.0004514886,0.0007795952,0.001306833,0.001130776,0.003481308],"category_scores_gemma":[0.002099715,0.0002841051,0.0007397051,0.0003939601,0.001073662,0.001286574,0.001830818,0.001759578,0.000928698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005359455,"about_ca_system_score_gemma":0.0008731988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009726134,"about_ca_topic_score_gemma":0.0008568093,"domain_scores_codex":[0.9996566,0.0001274246,0.0000171443,0.00003405584,0.0001448035,0.00002002603],"domain_scores_gemma":[0.9993231,0.0002889713,0.00005141003,0.00006934834,0.0002125379,0.00005463569],"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":[0.00009537851,0.0001413166,0.000656841,0.0004566116,0.00005303462,0.0002366271,0.0003898432,0.2584144,0.03139124,0.6308689,0.002645099,0.07465079],"study_design_scores_gemma":[0.000009539765,0.00002591395,0.000048219,0.00002062996,0.000003730496,0.00004280779,0.00001419171,0.9668319,0.001580335,0.02719065,0.004221375,0.00001060388],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0036178,0.0001566409,0.9929914,0.000103589,0.0000689493,0.00004284656,0.00003086546,0.00007164939,0.002916169],"genre_scores_gemma":[0.1402672,0.0006510039,0.8403197,0.0002602502,0.00009953892,0.0005097916,0.0001895162,0.0003292131,0.01737382],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003481308,"threshold_uncertainty_score":0.01164609,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2093603109","doi":"10.1051/m2an/2012054","title":"A predictive method allowing the use of a single ionic model in numerical cardiac electrophysiology","year":2012,"lang":"en","type":"article","venue":"ESAIM Mathematical Modelling and Numerical Analysis","topic":"Cardiac electrophysiology and arrhythmias","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"Fonds Québécois de la Recherche sur la Nature et les Technologies; Natural Sciences and Engineering Research Council of Canada; Institut national de recherche en informatique et en automatique (INRIA)","keywords":"Action (physics); Ansatz; Cardiac electrophysiology; Bidomain model; Mathematics; Set (abstract data type); Current (fluid); Applied mathematics; Space (punctuation); Statistical physics; Mathematical analysis; Algorithm; Electrophysiology; Computer science; Physics; Mathematical physics","authors":[{"name":"Marc Rioux","is_ca":true},{"name":"Yves Bourgault","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03965992869642444,"gpt":0.2851884637486604,"spread":0.2455285350522359,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006794811,0.0003126403,0.0005155351,0.0003827641,0.000365877,0.0007385546,0.001175402,0.0008952005,0.001685521],"category_scores_gemma":[0.002669558,0.0003165196,0.0005474159,0.000472966,0.000823879,0.001071849,0.000757026,0.001120232,0.0005774799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003745192,"about_ca_system_score_gemma":0.0008616339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002008281,"about_ca_topic_score_gemma":0.001212076,"domain_scores_codex":[0.999868,0.00004123708,0.000006565112,0.00001744696,0.00005552544,0.00001117409],"domain_scores_gemma":[0.9994778,0.0002501773,0.00005091588,0.0001048475,0.00009401131,0.00002235768],"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":[0.00002809645,0.00003539433,0.0004382736,0.00008778974,0.00001731783,0.0001271957,0.00009654598,0.8037976,0.007615241,0.1680738,0.000746751,0.01893597],"study_design_scores_gemma":[0.000001976926,0.000005649836,0.00003049074,0.000003949205,0.00000205571,0.00001239656,0.000002850311,0.9916307,0.0002272078,0.007591221,0.000488229,0.0000032157],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.009777957,0.0001540648,0.9860646,0.0001796215,0.00005905684,0.00002140578,0.00002998363,0.0002985319,0.003414846],"genre_scores_gemma":[0.5680742,0.0008506907,0.4231669,0.0002672589,0.0001382833,0.0003235531,0.0001190976,0.0002743835,0.006785593],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002008281,"threshold_uncertainty_score":0.005638659,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2908959792","doi":"10.1051/m2an/2019056","title":"A variational formulation for computing shape derivatives of geometric constraints along rays","year":2019,"lang":"en","type":"article","venue":"ESAIM Mathematical Modelling and Numerical Analysis","topic":"Topology Optimization in Engineering","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Safran Electronics (Canada)","funders":"Association Nationale de la Recherche et de la Technologie; Institut national de recherche en informatique et en automatique (INRIA)","keywords":"Discretization; Vector field; Mathematics; Curvature; Shape optimization; Context (archaeology); Finite element method; Applied mathematics; Field (mathematics); Eikonal equation; Mathematical analysis; Mathematical optimization; Geometry; Physics","authors":[{"name":"Florian Feppon","is_ca":true},{"name":"Grégoire Allaire","is_ca":false},{"name":"Charles Dapogny","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01421249251072559,"gpt":0.2289101542644478,"spread":0.2146976617537222,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001201095,0.0007364015,0.000646694,0.0007479367,0.0003987601,0.001341327,0.00125468,0.001475258,0.002201836],"category_scores_gemma":[0.002132521,0.0006886992,0.0009473482,0.0005845644,0.001393984,0.001199668,0.001435296,0.001731301,0.0004732388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001067889,"about_ca_system_score_gemma":0.001573093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003188066,"about_ca_topic_score_gemma":0.003532306,"domain_scores_codex":[0.9996734,0.00009681452,0.00001982286,0.00005627598,0.0001224356,0.00003135138],"domain_scores_gemma":[0.9994485,0.0002839297,0.00004239629,0.00004868878,0.000127105,0.00004933267],"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":[0.00003977848,0.00003081072,0.0005365345,0.0001276003,0.00003662902,0.0001079879,0.0001106931,0.6801421,0.01282724,0.2706172,0.001302462,0.03412102],"study_design_scores_gemma":[0.000004876634,0.00001867819,0.00005495833,0.000008692977,0.000003534416,0.00002266368,0.000009234072,0.9744392,0.0007553039,0.02290375,0.001770692,0.000008525083],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00173659,0.0000592662,0.9973767,0.00006496542,0.0000183695,0.00001435303,0.0000241466,0.00003499164,0.000670622],"genre_scores_gemma":[0.1380269,0.0003342561,0.8535501,0.0001477575,0.00008492822,0.0002086057,0.0001960154,0.0003357175,0.007115698],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003188066,"threshold_uncertainty_score":0.007748127,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2103661122","doi":"10.1051/m2an:2001153","title":"Convergence of numerical methods and parameter dependence of min-plus eigenvalue problems, Frenkel-Kontorova models and homogenization of Hamilton-Jacobi equations","year":2001,"lang":"en","type":"article","venue":"ESAIM Mathematical Modelling and Numerical Analysis","topic":"Quantum chaos and dynamical systems","field":"Physics and Astronomy","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"University of British Columbia","keywords":"Mathematics; Eigenvalues and eigenvectors; Homogenization (climate); Hamilton–Jacobi equation; Mathematical analysis; Applied mathematics; Convergence (economics); Physics","authors":[{"name":"Nicolas Bacaër","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03824060717956515,"gpt":0.2990622501618059,"spread":0.2608216429822408,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004820593,0.0008305301,0.0007728199,0.001702735,0.0009421899,0.00204023,0.001229049,0.001642835,0.001848062],"category_scores_gemma":[0.02094876,0.0006339435,0.0007544815,0.0007527816,0.00411419,0.002715437,0.003198154,0.001657865,0.0004166281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001521684,"about_ca_system_score_gemma":0.0009026487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001762611,"about_ca_topic_score_gemma":0.001268273,"domain_scores_codex":[0.9986317,0.00074723,0.00007310256,0.0001277692,0.000344705,0.00007547216],"domain_scores_gemma":[0.9926031,0.005060271,0.0007452894,0.0005311858,0.0008097632,0.0002503388],"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":[0.00006933765,0.00004184011,0.0008630186,0.0001670599,0.00004310293,0.00008758107,0.0004478789,0.2359187,0.004302334,0.7420679,0.0007707443,0.01522049],"study_design_scores_gemma":[0.000007292484,0.00001468184,0.00017487,0.00002746057,0.00000414619,0.00003602367,0.00003964157,0.81144,0.001106642,0.1862058,0.0009237376,0.00001968601],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0457194,0.001286467,0.9406518,0.0008982141,0.0001107127,0.00005253701,0.00003259932,0.0002341544,0.01101406],"genre_scores_gemma":[0.6938104,0.001615384,0.2921994,0.000261664,0.0001491773,0.0004007629,0.0001044202,0.000589642,0.01086924],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004820593,"threshold_uncertainty_score":0.0254941,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2612168875","doi":"10.1051/m2an/2017048","title":"Asymptotic estimates of the convergence of classical Schwarz waveform relaxation domain decomposition methods for two-dimensional stationary quantum waves","year":2017,"lang":"en","type":"article","venue":"ESAIM Mathematical Modelling and Numerical Analysis","topic":"Numerical methods for differential equations","field":"Mathematics","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal; Carleton University; Statistics Canada","funders":"Agence Nationale de la Recherche","keywords":"Mathematics; Schwarz alternating method; Nonlinear system; Domain decomposition methods; Rate of convergence; Convergence (economics); Relaxation (psychology); Waveform; Mathematical analysis; Domain (mathematical analysis); Applied mathematics; Additive Schwarz method; Physics; Computer science; Quantum mechanics; Finite element method","authors":[{"name":"Xavier Antoine","is_ca":false},{"name":"Fengji Hou","is_ca":true},{"name":"Emmanuel Lorin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06934273167121421,"gpt":0.4076781856333417,"spread":0.3383354539621275,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00754085,0.001685105,0.0008877005,0.002490573,0.0007749737,0.001523107,0.001525778,0.00146425,0.003593165],"category_scores_gemma":[0.02553977,0.0004380627,0.001397371,0.0007877853,0.003251354,0.003027646,0.003294088,0.004148201,0.0007705152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001143954,"about_ca_system_score_gemma":0.001177383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00159521,"about_ca_topic_score_gemma":0.001023757,"domain_scores_codex":[0.9986137,0.0007268481,0.0000689083,0.0001163251,0.0003848887,0.0000892617],"domain_scores_gemma":[0.9858807,0.009632337,0.0007054501,0.0006643353,0.00254652,0.0005707368],"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":[0.0002801349,0.0001674641,0.002277288,0.0009704771,0.0001074691,0.000337052,0.0008266187,0.2482336,0.01875783,0.6790816,0.003213022,0.04574738],"study_design_scores_gemma":[0.000008024742,0.00004827728,0.0002588096,0.0000678338,0.00001033698,0.00006589729,0.00007594142,0.9574242,0.00201023,0.03864118,0.00136744,0.00002172959],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01802039,0.001919677,0.9723206,0.0005723553,0.0001459993,0.00007334365,0.00005124873,0.00008582768,0.006810657],"genre_scores_gemma":[0.4600524,0.00591092,0.5148527,0.0005180963,0.0004946931,0.0008178643,0.0005212895,0.000616224,0.01621589],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00754085,"threshold_uncertainty_score":0.03988034,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2904885366","doi":"10.1051/m2an/2019048","title":"A mixed <i>ℓ</i><sub>1</sub> regularization approach for sparse simultaneous approximation of parameterized PDEs","year":2019,"lang":"en","type":"article","venue":"ESAIM Mathematical Modelling and Numerical Analysis","topic":"Model Reduction and Neural Networks","field":"Physics and Astronomy","cited_by":8,"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":"","keywords":"Parameterized complexity; Orthonormal basis; Partial differential equation; Bounded function; Polynomial; Regularization (linguistics); Parametric statistics; Compressed sensing; Sparse approximation","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.02351839940613168,"gpt":0.2266746736876902,"spread":0.2031562742815585,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000667015,0.0006197696,0.0005579785,0.000401437,0.0002208597,0.00061574,0.0008337279,0.0009402726,0.001222387],"category_scores_gemma":[0.00132467,0.0003168297,0.000787305,0.0004306579,0.0007587528,0.0009654436,0.001214915,0.001365552,0.0004252675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00035518,"about_ca_system_score_gemma":0.0005924936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008871251,"about_ca_topic_score_gemma":0.0009191377,"domain_scores_codex":[0.9996692,0.00009111139,0.00001456166,0.0000476766,0.0001505642,0.00002698801],"domain_scores_gemma":[0.9995591,0.0001951424,0.00007688114,0.00006341796,0.00007750298,0.00002803833],"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":[0.0001013894,0.00008565722,0.000810854,0.0002740937,0.00008272417,0.0002065923,0.0001535034,0.5894658,0.08696607,0.2062714,0.002554497,0.1130274],"study_design_scores_gemma":[0.000002040984,0.00001888054,0.00003850925,0.000003809537,0.000002776187,0.00003834481,0.000004436872,0.9918724,0.002518123,0.004674762,0.0008206032,0.000005294676],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003048379,0.00006175611,0.9958605,0.0001028761,0.00001023257,0.000009023189,0.00001689739,0.00004985681,0.0008405093],"genre_scores_gemma":[0.2570248,0.0006446128,0.7358808,0.0002202938,0.0001020711,0.0001443674,0.0001675211,0.0001431228,0.005672439],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001222387,"threshold_uncertainty_score":0.004089355,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2968125528","doi":"10.1051/m2an/2020058","title":"An asymptotically compatible approach for Neumann-type boundary condition on nonlocal problems","year":2021,"lang":"en","type":"article","venue":"ESAIM Mathematical Modelling and Numerical Analysis","topic":"Numerical methods in engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Lakehead University","funders":"National Nuclear Security Administration; Natural Sciences and Engineering Research Council of Canada; Lakehead University; Sandia National Laboratories; U.S. Department of Energy; National Science Foundation","keywords":"Mathematics; Neumann boundary condition; Boundary value problem; Mathematical analysis; Discretization; Boundary (topology); Mixed boundary condition; Norm (philosophy); Robin boundary condition; Applied mathematics; Law","authors":[{"name":"Huaiqian You","is_ca":false},{"name":"Xin Lü","is_ca":true},{"name":"Nathaniel Trask","is_ca":false},{"name":"Yue Yu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02903328648114711,"gpt":0.2756278054622632,"spread":0.2465945189811161,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001791231,0.0011569,0.0008718507,0.0008166812,0.0005056693,0.001060898,0.00177322,0.002088893,0.002184714],"category_scores_gemma":[0.003902208,0.0004448029,0.0007974858,0.0002453187,0.002287846,0.002517216,0.002917588,0.001935733,0.0004252246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001154062,"about_ca_system_score_gemma":0.0009914006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001191408,"about_ca_topic_score_gemma":0.001125932,"domain_scores_codex":[0.9993008,0.0002935685,0.00003415627,0.0001166335,0.000214792,0.00003994331],"domain_scores_gemma":[0.9989812,0.0004300204,0.0001537861,0.000120105,0.0002106061,0.0001044318],"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":[0.00004491751,0.00004978586,0.0005478928,0.0001787255,0.00002357664,0.0002406779,0.0002501594,0.1433478,0.01296726,0.834197,0.0006307468,0.00752137],"study_design_scores_gemma":[0.00001774693,0.00004768085,0.0001208521,0.00002765283,0.000004788863,0.0000652653,0.00005216152,0.8859497,0.002212404,0.1085298,0.002954688,0.00001718315],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.024999,0.000219758,0.9666685,0.000416677,0.0001038267,0.00006774341,0.00003942976,0.00008180858,0.007403272],"genre_scores_gemma":[0.5247318,0.0004251322,0.4548466,0.0005087991,0.0002281381,0.000442156,0.0002189394,0.0003106089,0.01828789],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002184714,"threshold_uncertainty_score":0.009473085,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2884743080","doi":"10.1051/m2an/2019072","title":"A Nitsche-based formulation for fluid-structure interactions with contact","year":2019,"lang":"en","type":"article","venue":"ESAIM Mathematical Modelling and Numerical Analysis","topic":"Contact Mechanics and Variational Inequalities","field":"Computer Science","cited_by":7,"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":"Engineering and Physical Sciences Research Council; Deutsche Forschungsgemeinschaft","keywords":"Fluid–structure interaction; Mathematics; Geology; Physics; Finite element method; Thermodynamics","authors":[{"name":"Erik Burman","is_ca":true},{"name":"Miguel Fernández","is_ca":false},{"name":"Stefan Frei","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02487080502131199,"gpt":0.2571833712541015,"spread":0.2323125662327895,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009267088,0.0008147485,0.0007511793,0.00104198,0.0005952683,0.001132902,0.001581992,0.002070745,0.004342106],"category_scores_gemma":[0.001658126,0.0003559178,0.0008649749,0.0004292549,0.001500933,0.001780149,0.00236949,0.001619257,0.0008216098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001076755,"about_ca_system_score_gemma":0.0009652283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002425038,"about_ca_topic_score_gemma":0.003122142,"domain_scores_codex":[0.9994832,0.0001218885,0.00002309596,0.00007849252,0.0002449132,0.00004822143],"domain_scores_gemma":[0.9995659,0.0001663641,0.00005449226,0.00004715625,0.0001198522,0.00004620171],"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":[0.00003836292,0.00007584052,0.0007101674,0.0001931946,0.00002891982,0.0002595269,0.0002413463,0.2944179,0.01398711,0.6733404,0.001798176,0.01490902],"study_design_scores_gemma":[0.000007058815,0.00003819476,0.0001496127,0.00001582497,0.000005835238,0.00006246888,0.00003048398,0.9567567,0.001225724,0.03596248,0.005730598,0.00001504884],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01808279,0.0008464552,0.9522841,0.0006741164,0.0001635044,0.0001143318,0.0001640432,0.0000459859,0.02762458],"genre_scores_gemma":[0.6089914,0.00189411,0.3193034,0.0006993118,0.0005643946,0.0006696276,0.0004930579,0.0002504422,0.06713423],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004342106,"threshold_uncertainty_score":0.01452583,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3040352257","doi":"10.1051/m2an/2020045","title":"Error analysis of a conforming and locking-free four-field formulation for the stationary Biot’s model","year":2020,"lang":"en","type":"article","venue":"ESAIM Mathematical Modelling and Numerical Analysis","topic":"Advanced Numerical Methods in Computational Mathematics","field":"Engineering","cited_by":6,"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":"Comisión Nacional de Investigación Científica y Tecnológica; Natural Sciences and Engineering Research Council of Canada","keywords":"A priori and a posteriori; Biot number; Estimator; Finite element method; Mathematics; Linear subspace; Applied mathematics; Consolidation (business); Galerkin method; Mathematical analysis; Geometry; Statistics; Mechanics; Physics","authors":[{"name":"Ricardo Oyarzúa","is_ca":false},{"name":"Sander Rhebergen","is_ca":true},{"name":"Manuel Solano","is_ca":false},{"name":"Paulo Zúñiga","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07965339168493511,"gpt":0.308700036272103,"spread":0.2290466445871679,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002451208,0.0006390269,0.0008232543,0.0007882693,0.0003915965,0.001173814,0.001335207,0.001720471,0.001340935],"category_scores_gemma":[0.003642173,0.0003369137,0.0006729689,0.0004233341,0.001542554,0.0009105083,0.001706315,0.0009466909,0.0002915885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007286994,"about_ca_system_score_gemma":0.001081316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00359713,"about_ca_topic_score_gemma":0.001116725,"domain_scores_codex":[0.9994602,0.0001619413,0.00004038637,0.00007327396,0.0002302495,0.00003398338],"domain_scores_gemma":[0.9986011,0.0006046898,0.0002817018,0.0001477438,0.0002880965,0.00007673835],"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":[0.00009685673,0.0000531468,0.001551335,0.00009799151,0.00002388046,0.0001031905,0.0001633082,0.9205357,0.01164339,0.05298135,0.0002562778,0.01249355],"study_design_scores_gemma":[0.0000037273,0.00002138265,0.00007604131,0.000006314055,0.000002395288,0.00001629472,0.000008599546,0.9961832,0.0009091351,0.002551503,0.0002137577,0.000007574626],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07543935,0.0001942041,0.9204795,0.0002715101,0.00003522108,0.00006292779,0.00007226944,0.0001421992,0.00330269],"genre_scores_gemma":[0.7670341,0.0003243779,0.2247521,0.0001445602,0.0000431874,0.0002463744,0.0002507918,0.0001894293,0.007015054],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00359713,"threshold_uncertainty_score":0.01296341,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1971189659","doi":"10.1051/m2an/2011057","title":"Coarse quantization for random interleaved sampling of bandlimited signals","year":2012,"lang":"en","type":"article","venue":"ESAIM Mathematical Modelling and Numerical Analysis","topic":"Mathematical Analysis and Transform Methods","field":"Mathematics","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 British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Academia Sinica; Leverhulme Trust; City University of Hong Kong; National Science Foundation","keywords":"Bandlimiting; Mathematics; Quantization (signal processing); Sigma; Algorithm; Delta-sigma modulation; Oversampling; Sampling (signal processing); Nonuniform sampling; Mathematical analysis; Fourier transform; Bandwidth (computing); Computer science; Telecommunications","authors":[{"name":"Alexander M. Powell","is_ca":false},{"name":"Jared Tanner","is_ca":false},{"name":"Yang Wang","is_ca":false},{"name":"Özgür Yılmaz","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.147413171191804,"gpt":0.3748125665160589,"spread":0.2273993953242548,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001228331,0.0002192223,0.0002956119,0.0004643843,0.000245048,0.0006755199,0.000414327,0.0002909068,0.001440227],"category_scores_gemma":[0.008244121,0.0001498597,0.0001728538,0.000513658,0.0007641318,0.000815828,0.000623314,0.0005457951,0.0001503482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004664668,"about_ca_system_score_gemma":0.0003678262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001132086,"about_ca_topic_score_gemma":0.001122381,"domain_scores_codex":[0.9991887,0.0002319614,0.00003923356,0.0001109534,0.0003782589,0.00005088203],"domain_scores_gemma":[0.9980826,0.001248228,0.0001391915,0.0003105502,0.0001784791,0.00004093458],"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":[0.0005519837,0.00004758009,0.001400418,0.0001735808,0.00003568815,0.0002388497,0.0002385459,0.3615006,0.02949644,0.413484,0.001064839,0.1917676],"study_design_scores_gemma":[0.00001350727,0.00003595469,0.0002904227,0.00001350443,0.000006541787,0.0000538133,0.00001318273,0.9493303,0.005403572,0.04368475,0.001146511,0.000007829314],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02792787,0.0002683785,0.9696981,0.00006270125,0.00003151194,0.00001900987,0.00002349439,0.0001081483,0.001860795],"genre_scores_gemma":[0.8065584,0.0004619622,0.1906696,0.00008342398,0.00006227667,0.00006212066,0.00008776566,0.00004375927,0.001970685],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001440227,"threshold_uncertainty_score":0.006496131,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2139834344","doi":"10.1051/m2an/2015026","title":"Optimal pits and optimal transportation","year":2015,"lang":"en","type":"article","venue":"ESAIM Mathematical Modelling and Numerical Analysis","topic":"Mining Techniques and Economics","field":"Engineering","cited_by":4,"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":"Universidad de Chile","keywords":"Complementarity (molecular biology); Mathematical optimization; Computer science; Mathematics","authors":[{"name":"Ivar Ekeland","is_ca":false},{"name":"Maurice Queyranne","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02778560798734101,"gpt":0.2263258971044374,"spread":0.1985402891170964,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001194776,0.0008593652,0.001043839,0.0009891858,0.001063016,0.002112988,0.001221705,0.002198839,0.00885663],"category_scores_gemma":[0.004216621,0.0006427058,0.001078046,0.001114335,0.003482104,0.00416558,0.00179988,0.001907492,0.000648817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002329843,"about_ca_system_score_gemma":0.001953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003675424,"about_ca_topic_score_gemma":0.002366562,"domain_scores_codex":[0.9989911,0.0003628878,0.00004585847,0.0002202099,0.0001856145,0.0001942734],"domain_scores_gemma":[0.9986778,0.0007326702,0.0001727258,0.00007899037,0.0002201396,0.0001177001],"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":[0.00004194537,0.00002830103,0.0001966942,0.0001338213,0.0000172454,0.00006929751,0.00006829443,0.2042601,0.0007018906,0.7820258,0.002701665,0.009754982],"study_design_scores_gemma":[0.00002862881,0.00004002683,0.0001568359,0.00005088081,0.000009089523,0.0000564204,0.00008082342,0.3450139,0.0003636747,0.6484419,0.005740571,0.0000171315],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03506848,0.001619678,0.9225382,0.002048075,0.0001731956,0.00008230521,0.0004124431,0.0001670329,0.03789053],"genre_scores_gemma":[0.7864498,0.002781478,0.1859341,0.0003773441,0.000240341,0.0003331098,0.0005778865,0.000259998,0.02304587],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00885663,"threshold_uncertainty_score":0.02962834,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3154201290","doi":"10.1051/m2an/2021016","title":"Construction of a low Mach finite volume scheme for the isentropic Euler system with porosity","year":2021,"lang":"en","type":"article","venue":"ESAIM Mathematical Modelling and Numerical Analysis","topic":"Computational Fluid Dynamics and Aerodynamics","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Hydro-Québec","funders":"Université de Bordeaux; Centre National de la Recherche Scientifique","keywords":"Mach number; Mathematics; Finite volume method; Godunov's scheme; Euler equations; Euler system; Porosity; Mach reflection; Geometry; Mathematical analysis; Compressible flow; Cartesian coordinate system; Compressibility; Mach wave; Mechanics; Numerical analysis; Physics","authors":[{"name":"Stéphane Dellacherie","is_ca":true},{"name":"Jonathan Jung","is_ca":false},{"name":"Pascal Omnès","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00709351277192878,"gpt":0.189040975430034,"spread":0.1819474626581052,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005402262,0.0003272996,0.0005446461,0.0004536088,0.000332351,0.0007115296,0.0009768133,0.0007856435,0.002351955],"category_scores_gemma":[0.001055794,0.000194657,0.000538101,0.0002752022,0.0008622141,0.0004753323,0.001330409,0.001093284,0.000555156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004857249,"about_ca_system_score_gemma":0.000716781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001154659,"about_ca_topic_score_gemma":0.0007323484,"domain_scores_codex":[0.9997995,0.0000396174,0.00001664671,0.00002478182,0.00009711018,0.00002223509],"domain_scores_gemma":[0.9997578,0.00007045023,0.00004065651,0.00004622834,0.00005835234,0.00002642733],"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":[0.0001774627,0.0001194756,0.002029435,0.0003455631,0.00003391733,0.0004038531,0.0004929031,0.4997708,0.09569149,0.3000581,0.001595997,0.09928105],"study_design_scores_gemma":[0.00003706438,0.0001141916,0.0002497247,0.00002605061,0.000007320438,0.00009079246,0.00003166743,0.9748362,0.006244731,0.01131236,0.007031277,0.00001864754],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02146946,0.00007914846,0.9749077,0.00009306625,0.00007155536,0.0001073699,0.00005948815,0.000242522,0.002969673],"genre_scores_gemma":[0.2929312,0.0001538456,0.70208,0.00005791256,0.00003780904,0.0002682316,0.0001812062,0.0001296887,0.00416009],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002351955,"threshold_uncertainty_score":0.007868111,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2990742369","doi":"10.1051/m2an/2020062","title":"Space time stabilized finite element methods for a unique continuation problem subject to the wave equation","year":2020,"lang":"en","type":"article","venue":"ESAIM Mathematical Modelling and Numerical Analysis","topic":"Advanced Numerical Methods in Computational Mathematics","field":"Engineering","cited_by":2,"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":"Engineering and Physical Sciences Research Council","keywords":"Continuation; Finite element method; Subject (documents); Space (punctuation); Spacetime; Wave equation; Space time; Mathematical analysis; Element (criminal law); Mathematics; Computer science; Calculus (dental); Physics; Engineering; Political science; Medicine; Law; Thermodynamics","authors":[{"name":"Erik Burman","is_ca":true},{"name":"Ali Feizmohammadi","is_ca":true},{"name":"Arnaud Münch","is_ca":false},{"name":"Lauri Oksanen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06597436604014772,"gpt":0.3298977992461435,"spread":0.2639234332059958,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001383698,0.0007370653,0.0007788512,0.0006072538,0.0004193756,0.0007716678,0.001029199,0.001624095,0.002019888],"category_scores_gemma":[0.002580732,0.0003138285,0.0006496744,0.0003210283,0.00160975,0.0007141829,0.001528842,0.001230298,0.0003643752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005632046,"about_ca_system_score_gemma":0.0009784116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002019908,"about_ca_topic_score_gemma":0.001323423,"domain_scores_codex":[0.9997045,0.0001407145,0.00001297335,0.00004003658,0.00008318072,0.0000184987],"domain_scores_gemma":[0.9992492,0.0004524683,0.00008991204,0.00004427151,0.0001235521,0.0000405888],"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":[0.00008489806,0.00004879979,0.000479086,0.0001449876,0.00002747883,0.0001300272,0.0001968933,0.861406,0.009740953,0.1110693,0.0005533184,0.01611825],"study_design_scores_gemma":[0.000008951175,0.00002035343,0.00001800265,0.000009054666,0.000002409348,0.00001075998,0.00001138684,0.9931317,0.0005957792,0.005382052,0.0008051769,0.000004293318],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01244813,0.0001643229,0.9847006,0.0002263052,0.00004178703,0.00004011352,0.00002415281,0.00006534094,0.002289278],"genre_scores_gemma":[0.3626159,0.0004836826,0.6270751,0.0001732834,0.00009476382,0.0005390854,0.0001519286,0.0001478218,0.008718467],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002019908,"threshold_uncertainty_score":0.007317722,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3129681801","doi":"10.1051/m2an/2021043","title":"Finite element approximation of steady flows of colloidal solutions","year":2021,"lang":"en","type":"preprint","venue":"ESAIM Mathematical Modelling and Numerical Analysis","topic":"Advanced Numerical Methods in Computational Mathematics","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 Ottawa","funders":"National Science Foundation","keywords":"Mathematics; Finite element method; Mixed finite element method; Lipschitz continuity; Mathematical analysis; Nonlinear system; Discretization; Extended finite element method; Uniqueness; Partial differential equation; Weak formulation; Applied mathematics; Boundary value problem; Physics","authors":[{"name":"Andrea Bonito","is_ca":false},{"name":"Vivette Girault","is_ca":false},{"name":"Diane Guignard","is_ca":true},{"name":"Κ. R. Rajagopal","is_ca":false},{"name":"Endre Süli","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04967115017153836,"gpt":0.2914796991457834,"spread":0.2418085489742451,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000749414,0.0006076322,0.0007745949,0.0007227337,0.0004184036,0.0009934646,0.0009421943,0.002108718,0.001379373],"category_scores_gemma":[0.002397926,0.0003852586,0.0006040043,0.0003983685,0.001249723,0.0006634855,0.001048659,0.0009023904,0.000414185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005456551,"about_ca_system_score_gemma":0.0009372223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002617779,"about_ca_topic_score_gemma":0.001296644,"domain_scores_codex":[0.9997037,0.00009334752,0.00001891418,0.00004489742,0.0001124507,0.0000266045],"domain_scores_gemma":[0.9994947,0.0002787301,0.00005295155,0.00004259433,0.0001070901,0.00002399825],"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":[0.00004015845,0.00005817937,0.0005739615,0.00009229527,0.00001771604,0.0001095554,0.0001440918,0.9226986,0.01681256,0.05046362,0.0002208315,0.008768523],"study_design_scores_gemma":[0.000003135121,0.000007515279,0.00002958981,0.000005025188,0.000001208442,0.0000113024,0.000006936637,0.995943,0.001059729,0.00253254,0.000397292,0.000002715872],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05878114,0.000271121,0.9334971,0.0002302267,0.00007811406,0.00005946549,0.0000713279,0.0001516019,0.00685995],"genre_scores_gemma":[0.5812507,0.0005100594,0.4050552,0.000132107,0.00006020279,0.0003035931,0.0002239829,0.0001086777,0.01235542],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002617779,"threshold_uncertainty_score":0.005205095,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2795999852","doi":"10.1051/m2an/2018048","title":"Nonintrusive approximation of parametrized limits of matrix power algorithms – application to matrix inverses and log-determinants","year":2018,"lang":"en","type":"article","venue":"ESAIM Mathematical Modelling and Numerical Analysis","topic":"Matrix Theory and Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Safran Electronics (Canada)","funders":"","keywords":"Interpolation (computer graphics); Inverse; Logarithm; Matrix (chemical analysis); Approximation error; Spouge's approximation; Approximation algorithm; Work (physics)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01749563750013142,"gpt":0.2873245517198812,"spread":0.2698289142197498,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002597108,0.0008120419,0.0006010174,0.0009796708,0.0003504189,0.001666771,0.001426079,0.0009727839,0.00269476],"category_scores_gemma":[0.02427119,0.0004159374,0.0004969993,0.0006458198,0.001826862,0.003153789,0.002304784,0.001966884,0.0006979406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005827456,"about_ca_system_score_gemma":0.0005620508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005205388,"about_ca_topic_score_gemma":0.0005342336,"domain_scores_codex":[0.9986864,0.0005989764,0.00005504413,0.0001503488,0.0004391618,0.00007013694],"domain_scores_gemma":[0.9894091,0.007324983,0.0008195799,0.001606563,0.0006440991,0.0001955933],"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":[0.0001623261,0.0001285324,0.001667468,0.0002899497,0.00005417129,0.0004321112,0.0005188387,0.4794462,0.01234166,0.433929,0.001244957,0.06978473],"study_design_scores_gemma":[0.000003136628,0.00001896017,0.0000908724,0.00001607276,0.000003253115,0.00007363495,0.00001244017,0.9581068,0.002797612,0.03811359,0.000755259,0.00000848359],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01771559,0.0002540042,0.9794064,0.00009154684,0.00002623351,0.00001970331,0.00001517413,0.0002585952,0.002212759],"genre_scores_gemma":[0.5739277,0.0006857272,0.4189947,0.0001257421,0.00009359042,0.0001283429,0.0001138486,0.0005731441,0.005357116],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00269476,"threshold_uncertainty_score":0.013735,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}