{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"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":"fa6315e9e803","filters":{"venue":"Results in Applied Mathematics"}},"results":[{"id":"W2807885815","doi":"10.1016/j.rinam.2019.100068","title":"Stochastic Discontinuous Galerkin Methods (SDGM) based on fluctuation-dissipation balance","year":2019,"lang":"en","type":"article","venue":"Results in Applied Mathematics","topic":"Probabilistic and Robust Engineering Design","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Lawrence Livermore National Laboratory; Advanced Scientific Computing Research; National Sleep Foundation; Sandia National Laboratories; National Defense Science and Engineering Graduate; U.S. Department of Energy; U.S. Department of Defense; Natural Sciences and Engineering Research Council of Canada; National Nuclear Security Administration; National Science Foundation","keywords":"Mathematics; Dissipation; Applied mathematics; Galerkin method; Partial differential equation; Dissipative system; Discontinuous Galerkin method; Stochastic differential equation; Boundary value problem; Stochastic partial differential equation; Mathematical optimization; Mathematical analysis; Nonlinear system; Finite element method; Physics","authors":[{"name":"Will Pazner","is_ca":false},{"name":"Nathaniel Trask","is_ca":false},{"name":"Paul J. Atzberger","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05891739156388318,"gpt":0.359880838531119,"spread":0.3009634469672359,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004891172,0.0002302094,0.0004713404,0.0003259433,0.00005088191,0.0001187934,0.0005801902,0.0001324521,0.0001137336],"category_scores_gemma":[0.005667609,0.0001674948,0.00007014826,0.0007443657,0.00005200561,0.00006132103,0.00005463654,0.0002285188,0.0005888977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001010143,"about_ca_system_score_gemma":0.00007500662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001856209,"about_ca_topic_score_gemma":0.000001498761,"domain_scores_codex":[0.99699,0.00009059443,0.001059255,0.0005523775,0.001004154,0.0003036074],"domain_scores_gemma":[0.9925525,0.005866725,0.0003627102,0.001052241,0.0000834362,0.00008240024],"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":[0.0001565015,0.0002762465,0.00001779909,0.00007393268,0.000008395264,0.000002158211,0.0008939516,0.9175063,0.0026184,0.05655788,0.001072515,0.02081596],"study_design_scores_gemma":[0.001078053,0.00005108846,0.000405161,0.000127387,0.000008424236,0.000001024476,0.000202008,0.9253207,0.0004798046,0.07178883,0.0003097826,0.0002276888],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004524698,0.00001150528,0.9656785,0.0001681326,0.0003098128,0.0007762061,0.0000227375,0.00007992432,0.02842848],"genre_scores_gemma":[0.6344906,7.429712e-7,0.3646212,0.00005125716,0.00003947041,0.00005168323,0.00001229155,0.00002106618,0.0007116582],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6299659,"threshold_uncertainty_score":0.7569284,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3184891376","doi":"10.1016/j.rinam.2021.100168","title":"Some specific density functions of aggregated discounted claims with dependent risks","year":2021,"lang":"en","type":"article","venue":"Results in Applied Mathematics","topic":"Probability and Risk Models","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"Jiangsu Provincial Department of Education; Xi’an Jiaotong-Liverpool University","keywords":"Mixing (physics); Exponential function; Pareto principle; Poisson distribution; Mathematics; Applied mathematics; Compound Poisson process; Process (computing); Poisson process; Statistical physics; Mathematical optimization; Statistics; Mathematical analysis; Computer science; Physics","authors":[{"name":"Zhehao Zhang","is_ca":false},{"name":"Gemai Chen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1299138248780514,"gpt":0.3484552986943387,"spread":0.2185414738162874,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002299758,0.0001964904,0.0005634545,0.0001888791,0.0001158518,0.0001046948,0.0004643124,0.0001481591,0.00005455788],"category_scores_gemma":[0.0006483549,0.0001299341,0.0000843855,0.001096244,0.0002421548,0.0001329133,0.0002004502,0.0003024931,0.0001424271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008518122,"about_ca_system_score_gemma":0.0001730603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001843141,"about_ca_topic_score_gemma":0.0003918736,"domain_scores_codex":[0.9963834,0.0000806777,0.001277591,0.0006028351,0.00136704,0.0002884305],"domain_scores_gemma":[0.9964853,0.001252549,0.0005160528,0.001329137,0.000321592,0.00009537852],"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":[0.003652494,0.0102678,0.00205237,0.0006024474,0.0003933401,0.000429829,0.02144236,0.08625028,0.04370941,0.7656317,0.006332323,0.05923568],"study_design_scores_gemma":[0.003235412,0.00008022786,0.002029677,0.0002298492,0.0000484654,0.00005433853,0.00660703,0.01261204,0.05150675,0.9222407,0.0009152624,0.0004401989],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.890641,0.000221053,0.09503954,0.0003618829,0.0001950749,0.0005860507,0.0001650348,0.00006272395,0.01272764],"genre_scores_gemma":[0.9671624,0.0001318474,0.03185197,0.00002389064,0.00004617477,0.00001905968,0.00002218959,0.00001567813,0.0007268238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1566091,"threshold_uncertainty_score":0.5298557,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3201173787","doi":"10.1016/j.rinam.2021.100185","title":"Polynomial degree reduction in the <mml:math xmlns:mml=\"http://www.w3.org/1998/Math/MathML\" display=\"inline\" id=\"d1e65\" altimg=\"si4.svg\"> <mml:msup> <mml:mrow> <mml:mi mathvariant=\"script\">L</mml:mi> </mml:mrow> <mml:mrow> <mml:mn>2</mml:mn> </mml:mrow> </mml:msup> </mml:math> -norm on a symmetric interval for the canonical basis","year":2021,"lang":"lv","type":"article","venue":"Results in Applied Mathematics","topic":"Numerical Methods and Algorithms","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Winnipeg","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Scalable Vector Graphics; Degree (music); Reduction (mathematics); Mathematics; Polynomial; Discrete mathematics; Combinatorics; Computer science; Physics; Geometry; World Wide Web; Mathematical analysis","authors":[{"name":"Habib Ben Abdallah","is_ca":true},{"name":"Christopher J. Henry","is_ca":true},{"name":"Sheela Ramanna","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03605556553535473,"gpt":0.2749079152879501,"spread":0.2388523497525954,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004295863,0.0009157696,0.0005573331,0.0005267024,0.001158493,0.00175582,0.003237436,0.001620686,0.007614886],"category_scores_gemma":[0.003282872,0.001174971,0.001312632,0.002421228,0.001114659,0.0007267316,0.002166921,0.002160864,0.0006529904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005530787,"about_ca_system_score_gemma":0.001530666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008229049,"about_ca_topic_score_gemma":0.0005121231,"domain_scores_codex":[0.9903585,0.0005337237,0.002555206,0.001951001,0.002422475,0.002179046],"domain_scores_gemma":[0.9892213,0.005051331,0.001872785,0.003062559,0.0001602954,0.0006317302],"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":[0.001148242,0.000887146,7.985703e-7,0.001035883,0.0006187779,0.0007268809,0.004300046,0.0009642903,0.00111255,0.9149448,0.04442294,0.02983768],"study_design_scores_gemma":[0.002787785,0.00133777,0.00004814386,0.001196952,0.0008275446,0.001634336,0.004303173,0.7073848,0.2724416,0.0007305978,0.006059981,0.001247327],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4036951,0.001900047,0.08162354,0.007875019,0.00904673,0.0004762033,0.001262383,0.0004625966,0.4936584],"genre_scores_gemma":[0.8885061,0.0009452752,0.1037648,0.001474428,0.002397272,0.001716182,0.0004320657,0.0004646502,0.0002992644],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9142142,"threshold_uncertainty_score":0.9996754,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415330700","doi":"10.1016/j.rinam.2025.100647","title":"Fractional logistic growth with memory effects: A tool for industry-oriented modeling","year":2025,"lang":"en","type":"article","venue":"Results in Applied Mathematics","topic":"Economic Growth and Productivity","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Regina","funders":"","keywords":"Logistic function; Flexibility (engineering); Novelty; Extension (predicate logic); Population; Population model; System dynamics; Logistic regression","authors":[{"name":"Mathew O. Aibinu","is_ca":true},{"name":"Ayesha Shoukat","is_ca":true},{"name":"F. M. Mahomed","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03298336053471132,"gpt":0.2447890266117641,"spread":0.2118056660770528,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001005416,0.000183655,0.000458058,0.0002626436,0.00008603367,0.00004070621,0.0001702963,0.000251227,0.000009368528],"category_scores_gemma":[0.0009139756,0.0001926332,0.000051882,0.0002846618,0.00004852895,0.00008280563,0.00004653013,0.0003900149,0.00003645935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000164651,"about_ca_system_score_gemma":0.00005995769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003062687,"about_ca_topic_score_gemma":0.00001525604,"domain_scores_codex":[0.9984267,0.000004832831,0.0007561985,0.0004864766,0.00003520416,0.0002906155],"domain_scores_gemma":[0.9986633,0.0006116915,0.0002848331,0.0003645574,0.00003649158,0.00003909712],"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":[0.0002673259,0.0002505849,0.0005398257,0.0007799299,0.00006433506,0.000001161771,0.000273713,0.006506733,0.00001861956,0.990607,0.0003181576,0.0003726696],"study_design_scores_gemma":[0.00410711,0.00006144873,0.0002750213,0.0001638262,0.00002156066,0.000002511433,0.00019043,0.1860057,0.0005529536,0.8073499,0.000888051,0.0003814557],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1241855,0.0001327392,0.7813985,0.0005031769,0.00030959,0.001313306,0.0001915523,0.00006779654,0.09189782],"genre_scores_gemma":[0.9447647,0.00001722326,0.0539637,0.0001553278,0.00009141508,0.0003373732,0.00003347409,0.00002377,0.0006129639],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8205792,"threshold_uncertainty_score":0.7855353,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}