{"meta":{"query_hash":"a90a39b2051c","filters":{"venue":"ESAIM Mathematical Modelling and Numerical Analysis"},"cohort_total":21,"direct_labels_cover":0,"predictions_cover":21,"exported":21,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/a90a39b2051c","api":"https://metacan.xera.ac/api/v1/cohort?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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.07819214140428939,"score_gpt":0.3681187796123893,"score_spread":0.28992663820809994,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1660572054","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0018537291,0.00032879182,0.99527586,0.00021979069,0.000077742305,0.000027649035,0.00002651082,0.0000816805,0.00210831],"genre_scores_gemma":[0.20873481,0.0010291642,0.7741457,0.0002943684,0.00021211155,0.00053215655,0.00021853372,0.00039967947,0.01443354],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990244,0.00045907058,0.00005772977,0.0001327274,0.00025473852,0.000071264796],"domain_scores_gemma":[0.99675673,0.0019758518,0.00037827867,0.00022147462,0.00047300034,0.00019456673],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0031892236,0.0009852505,0.0011153793,0.0017659157,0.0008338793,0.0016139868,0.001814754,0.0022346112,0.0054646754],"category_scores_gemma":[0.013312577,0.0005939784,0.0010976708,0.0014747946,0.0021737318,0.0023840612,0.0031701005,0.0021939967,0.0009910441],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000045256715,0.000036989553,0.00051648106,0.00012939035,0.00003600384,0.000051725423,0.00009128716,0.63771224,0.0009834744,0.3267823,0.0018881212,0.03172674],"study_design_scores_gemma":[0.000006721861,0.000007134833,0.000042006464,0.000013919243,0.0000027249164,0.000010747078,0.0000100697525,0.9339866,0.00014324478,0.06431432,0.0014554074,0.000007167466],"about_ca_topic_score_codex":0.004878289,"about_ca_topic_score_gemma":0.0037189284,"teacher_disagreement_score":0.0054646754,"about_ca_system_score_codex":0.0017465134,"about_ca_system_score_gemma":0.0017513478,"threshold_uncertainty_score":0.018281162},"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,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; 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","score_opus":0.14741317119180403,"score_gpt":0.3748125665160589,"score_spread":0.22739939532425485,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1971189659","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.027927874,0.00026837847,0.9696981,0.00006270125,0.000031511936,0.000019009867,0.00002349439,0.00010814832,0.0018607947],"genre_scores_gemma":[0.8065584,0.00046196222,0.19066961,0.000083423976,0.000062276675,0.000062120664,0.000087765664,0.00004375927,0.0019706853],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9991887,0.0002319614,0.000039233557,0.00011095336,0.00037825893,0.00005088203],"domain_scores_gemma":[0.99808264,0.0012482279,0.00013919146,0.00031055015,0.00017847907,0.000040934585],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012283308,0.00021922226,0.00029561194,0.0004643843,0.00024504802,0.00067551987,0.00041432696,0.00029090678,0.0014402268],"category_scores_gemma":[0.008244121,0.0001498597,0.00017285383,0.000513658,0.0007641318,0.00081582804,0.000623314,0.0005457951,0.00015034819],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005519837,0.000047580088,0.0014004179,0.00017358085,0.000035688146,0.00023884968,0.0002385459,0.3615006,0.02949644,0.413484,0.0010648388,0.19176757],"study_design_scores_gemma":[0.000013507269,0.000035954687,0.00029042267,0.000013504434,0.0000065417867,0.0000538133,0.0000131827255,0.9493303,0.005403572,0.043684755,0.0011465111,0.000007829314],"about_ca_topic_score_codex":0.0011320863,"about_ca_topic_score_gemma":0.0011223807,"teacher_disagreement_score":0.0014402268,"about_ca_system_score_codex":0.00046646682,"about_ca_system_score_gemma":0.00036782617,"threshold_uncertainty_score":0.0064961314},"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,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Unstructured grid; Finite element method; Bidomain model; Grid; Mathematics; Applied mathematics; Mathematical analysis; Geometry; Physics","score_opus":0.018151064783582343,"score_gpt":0.2873909276440348,"score_spread":0.26923986286045243,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2090784278","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.028444737,0.00006792776,0.96652156,0.00008375896,0.00004065535,0.000076467026,0.00013357698,0.00041311397,0.0042182333],"genre_scores_gemma":[0.47754678,0.00021441739,0.51589465,0.00006871392,0.000019150222,0.0003511001,0.0003626604,0.00012883097,0.005413747],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99974734,0.000079697595,0.000018770725,0.000022861872,0.00010944957,0.000021820028],"domain_scores_gemma":[0.99959403,0.0002062689,0.00003418698,0.0000568129,0.00008666403,0.000022074228],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034349298,0.00035633042,0.0004443236,0.00029035567,0.0002657877,0.00045814755,0.0007842204,0.00079501513,0.0017775791],"category_scores_gemma":[0.001232304,0.0002476162,0.00037610473,0.00026128846,0.0004400241,0.0004811842,0.0006657426,0.0004503705,0.00044063778],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005189193,0.000043561493,0.00051918486,0.00005650851,0.00001284348,0.00013005531,0.00012140512,0.9587082,0.017219156,0.011010201,0.00061606354,0.011510928],"study_design_scores_gemma":[0.000008189749,0.000011579052,0.00005628305,0.0000027318995,0.0000017169053,0.0000238192,0.0000073339793,0.9964502,0.0013396142,0.0010352812,0.0010591134,0.0000040625446],"about_ca_topic_score_codex":0.0017160664,"about_ca_topic_score_gemma":0.000990623,"teacher_disagreement_score":0.0017775791,"about_ca_system_score_codex":0.00015893554,"about_ca_system_score_gemma":0.0005194883,"threshold_uncertainty_score":0.005946636},"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,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_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","score_opus":0.03965992869642444,"score_gpt":0.28518846374866036,"score_spread":0.24552853505223593,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2093603109","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009777957,0.00015406478,0.98606455,0.00017962148,0.000059056838,0.000021405784,0.000029983628,0.00029853193,0.003414846],"genre_scores_gemma":[0.5680742,0.0008506907,0.4231669,0.0002672589,0.00013828333,0.0003235531,0.000119097574,0.00027438352,0.0067855935],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99986804,0.000041237075,0.0000065651116,0.00001744696,0.000055525437,0.0000111740865],"domain_scores_gemma":[0.9994778,0.00025017734,0.00005091588,0.00010484749,0.00009401131,0.000022357684],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00067948113,0.00031264027,0.0005155351,0.00038276415,0.00036587697,0.0007385546,0.0011754021,0.00089520053,0.0016855211],"category_scores_gemma":[0.0026695582,0.00031651958,0.00054741587,0.000472966,0.000823879,0.0010718488,0.00075702596,0.0011202322,0.0005774799],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028096454,0.000035394332,0.0004382736,0.00008778974,0.00001731783,0.00012719566,0.00009654598,0.8037976,0.0076152408,0.16807376,0.000746751,0.018935975],"study_design_scores_gemma":[0.0000019769263,0.000005649836,0.000030490744,0.0000039492047,0.0000020557095,0.000012396557,0.000002850311,0.99163073,0.00022720784,0.007591221,0.00048822895,0.0000032157],"about_ca_topic_score_codex":0.0020082807,"about_ca_topic_score_gemma":0.0012120757,"teacher_disagreement_score":0.0020082807,"about_ca_system_score_codex":0.00037451918,"about_ca_system_score_gemma":0.0008616339,"threshold_uncertainty_score":0.005638659},"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,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_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","score_opus":0.03824060717956515,"score_gpt":0.29906225016180593,"score_spread":0.26082164298224075,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2103661122","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0457194,0.0012864673,0.94065183,0.00089821406,0.000110712666,0.000052537005,0.000032599324,0.00023415442,0.011014058],"genre_scores_gemma":[0.6938104,0.001615384,0.29219937,0.000261664,0.00014917729,0.0004007629,0.00010442019,0.000589642,0.010869244],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99863166,0.00074722996,0.00007310256,0.00012776918,0.00034470498,0.000075472155],"domain_scores_gemma":[0.9926031,0.0050602714,0.0007452894,0.00053118577,0.00080976315,0.00025033884],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0048205927,0.0008305301,0.00077281985,0.0017027347,0.0009421899,0.0020402302,0.0012290488,0.0016428345,0.0018480619],"category_scores_gemma":[0.020948762,0.00063394353,0.00075448153,0.0007527816,0.00411419,0.0027154374,0.0031981543,0.0016578655,0.00041662809],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006933765,0.00004184011,0.0008630186,0.00016705986,0.00004310293,0.000087581066,0.0004478789,0.23591875,0.004302334,0.7420679,0.00077074434,0.015220488],"study_design_scores_gemma":[0.000007292484,0.00001468184,0.00017486996,0.000027460566,0.0000041461903,0.00003602367,0.00003964157,0.81144,0.0011066423,0.18620582,0.0009237376,0.000019686007],"about_ca_topic_score_codex":0.0017626105,"about_ca_topic_score_gemma":0.0012682725,"teacher_disagreement_score":0.0048205927,"about_ca_system_score_codex":0.0015216838,"about_ca_system_score_gemma":0.0009026487,"threshold_uncertainty_score":0.025494099},"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,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_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","score_opus":0.03334979854057695,"score_gpt":0.2561833132108086,"score_spread":0.22283351467023166,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2114428223","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.02204056,0.0002069371,0.9755545,0.00012484696,0.00003538744,0.000017183154,0.00001468967,0.00005025393,0.0019556505],"genre_scores_gemma":[0.5618046,0.00046159636,0.43168482,0.00011446174,0.00008513135,0.00012706908,0.00006129536,0.00009260557,0.0055684084],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99972373,0.000099041696,0.000011455968,0.00002523395,0.000116783696,0.000023734172],"domain_scores_gemma":[0.9994411,0.0002333532,0.00012448638,0.000065574444,0.0000732055,0.000062296254],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007535298,0.0006752406,0.00042925737,0.00038849347,0.00026263966,0.0007894506,0.00091679307,0.00078823586,0.0012521853],"category_scores_gemma":[0.0014351754,0.00022875998,0.00039035632,0.000258932,0.00091824913,0.0008257349,0.0009771264,0.00089922233,0.00030243778],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024224677,0.00016411203,0.0016560759,0.0005138143,0.000059004484,0.0006168282,0.0003206134,0.53237736,0.049506783,0.35220662,0.0013973096,0.060939297],"study_design_scores_gemma":[0.0000040985683,0.00002545564,0.00005472184,0.0000055656756,0.000002940921,0.00005181306,0.0000072055695,0.99064285,0.0018921241,0.006188713,0.0011179231,0.000006539632],"about_ca_topic_score_codex":0.00041017678,"about_ca_topic_score_gemma":0.00044902728,"teacher_disagreement_score":0.0012521853,"about_ca_system_score_codex":0.00020875188,"about_ca_system_score_gemma":0.00036794663,"threshold_uncertainty_score":0.004188955},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Universidad de Chile","keywords":"Complementarity (molecular biology); Mathematical optimization; Computer science; Mathematics","score_opus":0.027785607987341008,"score_gpt":0.22632589710443737,"score_spread":0.19854028911709637,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2139834344","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.035068482,0.0016196785,0.9225382,0.0020480747,0.00017319559,0.00008230521,0.0004124431,0.00016703286,0.037890535],"genre_scores_gemma":[0.7864498,0.0027814775,0.18593407,0.0003773441,0.00024034096,0.0003331098,0.0005778865,0.00025999796,0.023045866],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9989911,0.0003628878,0.000045858465,0.00022020987,0.00018561454,0.00019427338],"domain_scores_gemma":[0.9986778,0.00073267025,0.00017272576,0.00007899037,0.00022013955,0.00011770014],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011947756,0.00085936516,0.0010438389,0.0009891858,0.0010630165,0.002112988,0.0012217049,0.0021988386,0.00885663],"category_scores_gemma":[0.0042166207,0.00064270577,0.0010780463,0.0011143347,0.0034821038,0.0041655796,0.0017998796,0.0019074924,0.00064881705],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000041945368,0.00002830103,0.00019669422,0.00013382129,0.0000172454,0.00006929751,0.00006829443,0.20426008,0.0007018906,0.78202575,0.0027016653,0.009754982],"study_design_scores_gemma":[0.00002862881,0.00004002683,0.00015683591,0.00005088081,0.000009089523,0.000056420402,0.00008082342,0.34501392,0.00036367468,0.6484419,0.0057405713,0.000017131504],"about_ca_topic_score_codex":0.003675424,"about_ca_topic_score_gemma":0.002366562,"teacher_disagreement_score":0.00885663,"about_ca_system_score_codex":0.002329843,"about_ca_system_score_gemma":0.0019529995,"threshold_uncertainty_score":0.029628336},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.06794214774312306,"score_gpt":0.3166679906524666,"score_spread":0.24872584290934352,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2144294838","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0042616944,0.0008563671,0.9859439,0.0004455675,0.00015498207,0.000028084523,0.00005073771,0.00031245765,0.007946054],"genre_scores_gemma":[0.31430954,0.0023281076,0.65121055,0.00045955915,0.00040972876,0.0004230681,0.00029926965,0.00064448564,0.029915718],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99925524,0.00026815283,0.000036332887,0.000103466155,0.00028093654,0.000055852914],"domain_scores_gemma":[0.9985594,0.0006870944,0.00013056648,0.00020650924,0.00033023316,0.00008614787],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016314812,0.0009197622,0.0011905076,0.0007564574,0.00057785347,0.001644682,0.0010351607,0.0015986032,0.0037496663],"category_scores_gemma":[0.0056154868,0.00048190594,0.00084920716,0.00072381867,0.0016823387,0.0013210047,0.0018778006,0.0018533645,0.0014713564],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006400136,0.000023311302,0.00036692948,0.00012278589,0.00004391573,0.00008853084,0.0000963288,0.5117454,0.0022783575,0.44051492,0.0030654685,0.041590042],"study_design_scores_gemma":[0.000009862332,0.000016695312,0.00007593686,0.000017672215,0.0000043824266,0.000027181708,0.0000064629053,0.8998399,0.0005297553,0.094087206,0.0053730505,0.0000118913085],"about_ca_topic_score_codex":0.0026771254,"about_ca_topic_score_gemma":0.001891789,"teacher_disagreement_score":0.0037496663,"about_ca_system_score_codex":0.0010822885,"about_ca_system_score_gemma":0.0010559653,"threshold_uncertainty_score":0.012543917},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.06934273167121421,"score_gpt":0.40767818563334174,"score_spread":0.3383354539621275,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2612168875","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01802039,0.0019196769,0.97232056,0.0005723553,0.00014599934,0.000073343654,0.000051248728,0.00008582768,0.0068106567],"genre_scores_gemma":[0.46005237,0.0059109204,0.5148527,0.00051809626,0.00049469306,0.00081786426,0.00052128953,0.000616224,0.016215894],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9986137,0.0007268481,0.0000689083,0.000116325085,0.00038488873,0.000089261695],"domain_scores_gemma":[0.9858807,0.009632337,0.0007054501,0.00066433527,0.0025465202,0.0005707368],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0075408504,0.0016851047,0.0008877005,0.002490573,0.00077497365,0.0015231066,0.0015257783,0.0014642501,0.0035931652],"category_scores_gemma":[0.025539769,0.00043806274,0.0013973708,0.00078778533,0.0032513535,0.003027646,0.0032940877,0.004148201,0.00077051524],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002801349,0.00016746405,0.0022772884,0.00097047706,0.00010746909,0.000337052,0.0008266187,0.24823357,0.018757831,0.6790816,0.0032130217,0.045747384],"study_design_scores_gemma":[0.000008024742,0.000048277285,0.0002588096,0.0000678338,0.000010336985,0.00006589729,0.00007594142,0.95742416,0.0020102304,0.03864118,0.0013674403,0.000021729587],"about_ca_topic_score_codex":0.0015952096,"about_ca_topic_score_gemma":0.0010237572,"teacher_disagreement_score":0.0075408504,"about_ca_system_score_codex":0.001143954,"about_ca_system_score_gemma":0.0011773827,"threshold_uncertainty_score":0.039880335},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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)","score_opus":0.01749563750013142,"score_gpt":0.28732455171988125,"score_spread":0.2698289142197498,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2795999852","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.017715586,0.00025400423,0.9794064,0.00009154684,0.000026233514,0.000019703311,0.000015174134,0.00025859516,0.0022127586],"genre_scores_gemma":[0.5739277,0.0006857272,0.4189947,0.00012574212,0.00009359042,0.00012834292,0.00011384864,0.00057314406,0.005357116],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9986864,0.0005989764,0.000055044125,0.00015034879,0.00043916175,0.000070136935],"domain_scores_gemma":[0.9894091,0.007324983,0.0008195799,0.0016065628,0.00064409914,0.00019559325],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025971085,0.0008120419,0.0006010174,0.0009796708,0.00035041888,0.0016667711,0.0014260787,0.0009727839,0.00269476],"category_scores_gemma":[0.02427119,0.00041593742,0.0004969993,0.00064581976,0.0018268618,0.003153789,0.002304784,0.0019668841,0.00069794065],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016232608,0.0001285324,0.0016674678,0.0002899497,0.00005417129,0.0004321112,0.0005188387,0.47944623,0.012341659,0.43392903,0.0012449574,0.06978473],"study_design_scores_gemma":[0.0000031366278,0.000018960172,0.0000908724,0.000016072763,0.0000032531148,0.00007363495,0.000012440173,0.95810676,0.0027976115,0.038113587,0.00075525895,0.00000848359],"about_ca_topic_score_codex":0.00052053883,"about_ca_topic_score_gemma":0.0005342336,"teacher_disagreement_score":0.00269476,"about_ca_system_score_codex":0.0005827456,"about_ca_system_score_gemma":0.00056205085,"threshold_uncertainty_score":0.013734996},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.02487080502131199,"score_gpt":0.2571833712541015,"score_spread":0.2323125662327895,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2884743080","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.018082794,0.0008464552,0.9522841,0.0006741164,0.00016350437,0.00011433184,0.00016404323,0.000045985897,0.027624581],"genre_scores_gemma":[0.60899144,0.00189411,0.31930336,0.00069931184,0.00056439464,0.0006696276,0.00049305795,0.00025044216,0.06713423],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994832,0.00012188853,0.00002309596,0.00007849252,0.0002449132,0.000048221435],"domain_scores_gemma":[0.9995659,0.00016636415,0.000054492262,0.000047156245,0.00011985217,0.00004620171],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009267088,0.0008147485,0.0007511793,0.0010419799,0.0005952683,0.0011329019,0.0015819917,0.002070745,0.0043421057],"category_scores_gemma":[0.001658126,0.00035591776,0.0008649749,0.0004292549,0.0015009328,0.0017801488,0.0023694895,0.0016192571,0.0008216098],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003836292,0.00007584052,0.0007101674,0.00019319462,0.000028919821,0.0002595269,0.00024134628,0.29441786,0.013987114,0.67334044,0.0017981755,0.014909021],"study_design_scores_gemma":[0.000007058815,0.00003819476,0.00014961272,0.000015824973,0.0000058352384,0.00006246888,0.000030483976,0.95675665,0.0012257238,0.035962477,0.005730598,0.00001504884],"about_ca_topic_score_codex":0.0024250378,"about_ca_topic_score_gemma":0.0031221418,"teacher_disagreement_score":0.0043421057,"about_ca_system_score_codex":0.0010767551,"about_ca_system_score_gemma":0.0009652283,"threshold_uncertainty_score":0.014525831},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.023518399406131683,"score_gpt":0.2266746736876902,"score_spread":0.20315627428155852,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2904885366","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.003048379,0.00006175611,0.9958605,0.00010287607,0.000010232572,0.000009023189,0.00001689739,0.000049856808,0.00084050925],"genre_scores_gemma":[0.2570248,0.00064461277,0.7358808,0.00022029382,0.000102071084,0.00014436741,0.00016752105,0.00014312282,0.0056724385],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996692,0.00009111139,0.000014561662,0.0000476766,0.00015056423,0.000026988011],"domain_scores_gemma":[0.9995591,0.00019514242,0.000076881144,0.00006341796,0.00007750298,0.000028038334],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000667015,0.00061976956,0.00055797846,0.00040143702,0.00022085974,0.00061573996,0.0008337279,0.0009402726,0.001222387],"category_scores_gemma":[0.0013246704,0.00031682965,0.000787305,0.00043065788,0.0007587528,0.00096544356,0.0012149151,0.0013655521,0.00042526753],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010138943,0.000085657215,0.00081085396,0.00027409368,0.000082724175,0.00020659233,0.00015350338,0.5894658,0.08696607,0.20627135,0.0025544965,0.11302737],"study_design_scores_gemma":[0.0000020409836,0.000018880539,0.000038509246,0.0000038095368,0.0000027761873,0.000038344813,0.000004436872,0.9918724,0.0025181232,0.0046747616,0.00082060316,0.000005294676],"about_ca_topic_score_codex":0.00088712515,"about_ca_topic_score_gemma":0.0009191377,"teacher_disagreement_score":0.001222387,"about_ca_system_score_codex":0.00035518,"about_ca_system_score_gemma":0.0005924936,"threshold_uncertainty_score":0.0040893555},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.014212492510725589,"score_gpt":0.2289101542644478,"score_spread":0.2146976617537222,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2908959792","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0017365904,0.000059266204,0.9973767,0.000064965425,0.000018369497,0.000014353026,0.000024146597,0.000034991644,0.00067062204],"genre_scores_gemma":[0.13802691,0.0003342561,0.85355014,0.00014775753,0.00008492822,0.00020860574,0.00019601537,0.0003357175,0.007115698],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99967337,0.00009681452,0.000019822855,0.00005627598,0.00012243557,0.000031351377],"domain_scores_gemma":[0.9994485,0.00028392972,0.000042396292,0.000048688784,0.00012710504,0.00004933267],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012010954,0.00073640153,0.00064669404,0.0007479367,0.0003987601,0.0013413267,0.0012546799,0.001475258,0.0022018359],"category_scores_gemma":[0.0021325215,0.00068869925,0.00094734825,0.0005845644,0.0013939841,0.0011996678,0.0014352957,0.0017313013,0.00047323885],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039778482,0.000030810716,0.0005365345,0.00012760035,0.000036629022,0.000107987944,0.000110693116,0.6801421,0.012827235,0.27061716,0.0013024622,0.034121018],"study_design_scores_gemma":[0.000004876634,0.000018678189,0.000054958335,0.000008692977,0.0000035344165,0.000022663678,0.000009234072,0.9744392,0.00075530395,0.022903753,0.0017706921,0.000008525083],"about_ca_topic_score_codex":0.0031880657,"about_ca_topic_score_gemma":0.0035323063,"teacher_disagreement_score":0.0031880657,"about_ca_system_score_codex":0.0010678886,"about_ca_system_score_gemma":0.0015730935,"threshold_uncertainty_score":0.007748127},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.05299520246499128,"score_gpt":0.3167473776742556,"score_spread":0.2637521752092643,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2941750299","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004059636,0.00013884078,0.99461824,0.000104595245,0.000035764715,0.000032344517,0.000014783677,0.000026293248,0.00096946326],"genre_scores_gemma":[0.18767424,0.0004622835,0.8035828,0.00022130612,0.0000929353,0.000507402,0.00016109072,0.00014753782,0.007150396],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992828,0.0003086929,0.000035422625,0.00008619309,0.00024458586,0.000042402935],"domain_scores_gemma":[0.99921227,0.00035977244,0.00008041109,0.000058279467,0.0002233767,0.00006590144],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002216337,0.001015006,0.000994856,0.00075190474,0.00042835626,0.0012123355,0.0014148274,0.0018554643,0.002199459],"category_scores_gemma":[0.0027905658,0.0005722334,0.0011569744,0.0003008526,0.0014975542,0.0014368704,0.0022230241,0.0016596976,0.0005024471],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011542131,0.00008729607,0.00091333076,0.00039366286,0.00009648576,0.00013189098,0.0002131565,0.7382148,0.022093376,0.20342253,0.0007905727,0.03352751],"study_design_scores_gemma":[0.0000054224042,0.000032014144,0.000045018547,0.000016574164,0.000004273208,0.000023856692,0.000008483147,0.99232227,0.000743713,0.0052320957,0.0015579516,0.0000084148505],"about_ca_topic_score_codex":0.0014487264,"about_ca_topic_score_gemma":0.00097383646,"teacher_disagreement_score":0.002216337,"about_ca_system_score_codex":0.0006555339,"about_ca_system_score_gemma":0.0013779904,"threshold_uncertainty_score":0.011721253},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Mathematics; Space (punctuation); Mathematical analysis; Galerkin method; Numerical analysis; Applied mathematics; Nonlinear system; Physics","score_opus":0.04697884106338285,"score_gpt":0.32145512821190786,"score_spread":0.274476287148525,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2964036597","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0036178003,0.00015664089,0.99299145,0.00010358901,0.0000689493,0.00004284656,0.00003086546,0.00007164939,0.0029161694],"genre_scores_gemma":[0.14026716,0.00065100385,0.8403197,0.00026025018,0.00009953892,0.0005097916,0.00018951617,0.00032921307,0.01737382],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99965656,0.00012742463,0.0000171443,0.000034055836,0.00014480349,0.000020026026],"domain_scores_gemma":[0.9993231,0.00028897126,0.000051410032,0.00006934834,0.00021253785,0.00005463569],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013179535,0.0006473304,0.0005784395,0.0008555142,0.00045148857,0.0007795952,0.0013068328,0.0011307762,0.003481308],"category_scores_gemma":[0.0020997152,0.0002841051,0.00073970505,0.00039396013,0.0010736617,0.0012865743,0.001830818,0.0017595775,0.00092869805],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009537851,0.00014131657,0.000656841,0.00045661163,0.000053034622,0.00023662712,0.0003898432,0.25841445,0.031391244,0.63086885,0.0026450986,0.07465079],"study_design_scores_gemma":[0.000009539765,0.000025913949,0.000048218997,0.000020629961,0.0000037304962,0.000042807795,0.000014191711,0.9668319,0.0015803346,0.027190648,0.004221375,0.00001060388],"about_ca_topic_score_codex":0.0009726134,"about_ca_topic_score_gemma":0.0008568093,"teacher_disagreement_score":0.003481308,"about_ca_system_score_codex":0.0005359455,"about_ca_system_score_gemma":0.0008731988,"threshold_uncertainty_score":0.011646092},"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,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_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","score_opus":0.029033286481147114,"score_gpt":0.27562780546226323,"score_spread":0.24659451898111612,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2968125528","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.024999004,0.000219758,0.9666685,0.00041667698,0.00010382672,0.00006774341,0.000039429757,0.00008180858,0.0074032717],"genre_scores_gemma":[0.52473176,0.00042513217,0.4548466,0.0005087991,0.0002281381,0.00044215604,0.00021893939,0.00031060886,0.018287886],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99930084,0.00029356853,0.00003415627,0.000116633484,0.00021479202,0.00003994331],"domain_scores_gemma":[0.9989812,0.0004300204,0.00015378605,0.00012010498,0.00021060614,0.00010443185],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017912315,0.0011569004,0.0008718507,0.00081668125,0.00050566933,0.0010608976,0.0017732203,0.0020888934,0.0021847144],"category_scores_gemma":[0.0039022076,0.0004448029,0.00079748576,0.00024531872,0.0022878458,0.0025172157,0.0029175875,0.0019357326,0.00042522457],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044917506,0.00004978586,0.0005478928,0.00017872549,0.000023576638,0.00024067788,0.00025015944,0.1433478,0.012967264,0.83419704,0.0006307468,0.0075213704],"study_design_scores_gemma":[0.000017746928,0.000047680853,0.0001208521,0.000027652834,0.0000047888634,0.000065265296,0.000052161522,0.88594973,0.002212404,0.10852983,0.002954688,0.000017183154],"about_ca_topic_score_codex":0.0011914076,"about_ca_topic_score_gemma":0.0011259319,"teacher_disagreement_score":0.0021847144,"about_ca_system_score_codex":0.0011540625,"about_ca_system_score_gemma":0.0009914006,"threshold_uncertainty_score":0.009473085},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.06597436604014772,"score_gpt":0.32989779924614354,"score_spread":0.2639234332059958,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2990742369","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.012448129,0.0001643229,0.98470056,0.00022630522,0.00004178703,0.00004011352,0.000024152807,0.000065340944,0.0022892775],"genre_scores_gemma":[0.3626159,0.00048368258,0.62707514,0.00017328336,0.00009476382,0.00053908536,0.00015192862,0.00014782185,0.008718467],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99970454,0.00014071455,0.0000129733535,0.000040036575,0.00008318072,0.000018498702],"domain_scores_gemma":[0.99924916,0.00045246826,0.00008991204,0.000044271514,0.00012355209,0.000040588802],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013836977,0.00073706533,0.00077885116,0.0006072538,0.00041937557,0.0007716678,0.0010291988,0.0016240947,0.0020198885],"category_scores_gemma":[0.0025807323,0.00031382852,0.0006496744,0.00032102832,0.0016097495,0.00071418285,0.0015288425,0.0012302978,0.00036437516],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008489806,0.000048799793,0.00047908595,0.00014498764,0.000027478827,0.00013002721,0.00019689326,0.86140597,0.009740953,0.111069314,0.00055331836,0.016118247],"study_design_scores_gemma":[0.000008951175,0.000020353427,0.00001800265,0.000009054666,0.0000024093483,0.000010759977,0.000011386845,0.9931317,0.0005957792,0.0053820517,0.00080517685,0.000004293318],"about_ca_topic_score_codex":0.0020199076,"about_ca_topic_score_gemma":0.0013234226,"teacher_disagreement_score":0.0020199076,"about_ca_system_score_codex":0.00056320464,"about_ca_system_score_gemma":0.0009784116,"threshold_uncertainty_score":0.007317722},"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,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_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","score_opus":0.07965339168493511,"score_gpt":0.308700036272103,"score_spread":0.2290466445871679,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3040352257","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07543935,0.0001942041,0.92047954,0.0002715101,0.000035221077,0.00006292779,0.00007226944,0.00014219919,0.0033026896],"genre_scores_gemma":[0.7670341,0.0003243779,0.22475207,0.00014456018,0.000043187403,0.0002463744,0.00025079178,0.0001894293,0.0070150536],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99946016,0.00016194131,0.000040386374,0.00007327396,0.00023024954,0.000033983382],"domain_scores_gemma":[0.99860114,0.00060468976,0.00028170177,0.00014774376,0.00028809652,0.000076738346],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024512084,0.0006390269,0.0008232543,0.0007882693,0.00039159655,0.0011738144,0.0013352075,0.001720471,0.0013409352],"category_scores_gemma":[0.003642173,0.00033691374,0.0006729689,0.00042333413,0.0015425539,0.00091050833,0.0017063145,0.00094669085,0.00029158848],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000096856726,0.000053146796,0.0015513349,0.00009799151,0.00002388046,0.0001031905,0.00016330823,0.9205357,0.011643393,0.052981347,0.00025627777,0.01249355],"study_design_scores_gemma":[0.0000037273003,0.000021382653,0.00007604131,0.0000063140546,0.0000023952882,0.000016294716,0.000008599546,0.9961832,0.0009091351,0.0025515032,0.00021375771,0.000007574626],"about_ca_topic_score_codex":0.0035971303,"about_ca_topic_score_gemma":0.0011167252,"teacher_disagreement_score":0.0035971303,"about_ca_system_score_codex":0.00072869944,"about_ca_system_score_gemma":0.001081316,"threshold_uncertainty_score":0.012963414},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.049671150171538364,"score_gpt":0.2914796991457834,"score_spread":0.24180854897424506,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3129681801","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05878114,0.00027112098,0.9334971,0.0002302267,0.000078114055,0.000059465492,0.0000713279,0.00015160187,0.00685995],"genre_scores_gemma":[0.58125067,0.00051005936,0.40505522,0.00013210699,0.00006020279,0.00030359306,0.00022398286,0.000108677676,0.012355418],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997037,0.00009334752,0.00001891418,0.00004489742,0.00011245072,0.000026604495],"domain_scores_gemma":[0.9994947,0.00027873012,0.000052951546,0.000042594333,0.00010709009,0.000023998255],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000749414,0.00060763216,0.0007745949,0.00072273373,0.00041840362,0.0009934646,0.0009421943,0.0021087183,0.001379373],"category_scores_gemma":[0.002397926,0.00038525864,0.0006040043,0.00039836855,0.0012497231,0.0006634855,0.0010486585,0.0009023904,0.00041418502],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004015845,0.000058179372,0.00057396153,0.00009229527,0.000017716044,0.000109555374,0.00014409177,0.92269856,0.016812555,0.050463624,0.00022083148,0.008768523],"study_design_scores_gemma":[0.000003135121,0.0000075152793,0.000029589813,0.0000050251883,0.0000012084421,0.000011302403,0.0000069366374,0.995943,0.0010597294,0.00253254,0.00039729202,0.000002715872],"about_ca_topic_score_codex":0.0026177792,"about_ca_topic_score_gemma":0.001296644,"teacher_disagreement_score":0.0026177792,"about_ca_system_score_codex":0.00054565514,"about_ca_system_score_gemma":0.00093722227,"threshold_uncertainty_score":0.005205095},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.00709351277192878,"score_gpt":0.18904097543003398,"score_spread":0.1819474626581052,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3154201290","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.021469465,0.000079148456,0.9749077,0.00009306625,0.00007155536,0.00010736989,0.000059488146,0.000242522,0.0029696727],"genre_scores_gemma":[0.29293117,0.00015384563,0.70207995,0.000057912555,0.000037809044,0.00026823158,0.0001812062,0.0001296887,0.00416009],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99979955,0.000039617396,0.000016646709,0.000024781817,0.000097110176,0.00002223509],"domain_scores_gemma":[0.9997578,0.00007045023,0.00004065651,0.000046228342,0.00005835234,0.000026427328],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00054022623,0.0003272996,0.00054464606,0.0004536088,0.00033235102,0.00071152963,0.0009768133,0.00078564347,0.0023519548],"category_scores_gemma":[0.0010557943,0.00019465698,0.000538101,0.0002752022,0.00086221413,0.0004753323,0.0013304086,0.0010932841,0.00055515603],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017746269,0.00011947557,0.002029435,0.00034556305,0.00003391733,0.00040385313,0.00049290305,0.49977076,0.095691495,0.3000581,0.0015959973,0.09928105],"study_design_scores_gemma":[0.000037064383,0.00011419161,0.00024972466,0.00002605061,0.000007320438,0.00009079246,0.00003166743,0.97483623,0.0062447307,0.011312363,0.0070312773,0.000018647543],"about_ca_topic_score_codex":0.0011546594,"about_ca_topic_score_gemma":0.0007323484,"teacher_disagreement_score":0.0023519548,"about_ca_system_score_codex":0.00048572494,"about_ca_system_score_gemma":0.000716781,"threshold_uncertainty_score":0.007868111},"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,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_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","score_opus":0.02172713988049814,"score_gpt":0.26437270461027834,"score_spread":0.24264556472978022,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297631082","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.024999004,0.000219758,0.9666685,0.00041667698,0.00010382672,0.00006774341,0.000039429757,0.00008180858,0.0074032717],"genre_scores_gemma":[0.52473176,0.00042513217,0.4548466,0.0005087991,0.0002281381,0.00044215604,0.00021893939,0.00031060886,0.018287886],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99930084,0.00029356853,0.00003415627,0.000116633484,0.00021479202,0.00003994331],"domain_scores_gemma":[0.9989812,0.0004300204,0.00015378605,0.00012010498,0.00021060614,0.00010443185],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017912315,0.0011569004,0.0008718507,0.00081668125,0.00050566933,0.0010608976,0.0017732203,0.0020888934,0.0021847144],"category_scores_gemma":[0.0039022076,0.0004448029,0.00079748576,0.00024531872,0.0022878458,0.0025172157,0.0029175875,0.0019357326,0.00042522457],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044917506,0.00004978586,0.0005478928,0.00017872549,0.000023576638,0.00024067788,0.00025015944,0.1433478,0.012967264,0.83419704,0.0006307468,0.0075213704],"study_design_scores_gemma":[0.000017746928,0.000047680853,0.0001208521,0.000027652834,0.0000047888634,0.000065265296,0.000052161522,0.88594973,0.002212404,0.10852983,0.002954688,0.000017183154],"about_ca_topic_score_codex":0.0011914076,"about_ca_topic_score_gemma":0.0011259319,"teacher_disagreement_score":0.0021847144,"about_ca_system_score_codex":0.0011540625,"about_ca_system_score_gemma":0.0009914006,"threshold_uncertainty_score":0.009473085},"labels":[],"label_agreement":null}]}