{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":8,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":8,"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"},"query_hash":"db9dcaafd470","filters":{"venue":"American Journal of Computational Mathematics"}},"results":[{"id":"W2126908923","doi":"10.4236/ajcm.2013.33030","title":"Finite Element Analysis of the Ramberg-Osgood Bar","year":2013,"lang":"en","type":"article","venue":"American Journal of Computational Mathematics","topic":"Advanced Numerical Methods in Computational Mathematics","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Finite element method; Uniqueness; Bar (unit); Axial symmetry; Mathematical analysis; Mathematics; Boundary value problem; Nonlinear system; A priori and a posteriori; Mixed finite element method; Work (physics); Extended finite element method; Applied mathematics; Structural engineering; Geometry; Physics; Engineering; Thermodynamics","retraction":null,"screen_n_in":null,"score":{"opus":0.01299012543193594,"gpt":0.2771986970960294,"spread":0.2642085716640935,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003396273,0.0001788183,0.0006597453,0.0002878167,0.00004398223,0.00002515238,0.0004168479,0.00002524695,0.0001361354],"category_scores_gemma":[0.0004150656,0.0001272171,0.0003574696,0.001436053,0.0002093338,0.0001374511,0.00005474959,0.0002103671,0.0000139899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007455851,"about_ca_system_score_gemma":0.00004791404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001985048,"about_ca_topic_score_gemma":2.580553e-7,"domain_scores_codex":[0.99778,0.00008859328,0.001149988,0.00008349832,0.0007249208,0.0001729933],"domain_scores_gemma":[0.9952791,0.002897535,0.0009417635,0.0002186553,0.0005702429,0.00009264237],"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":[0.000002155244,0.00008684197,0.0002019743,0.00005216561,0.000949638,6.782938e-7,0.0005039286,0.9834014,0.00005676486,0.005186795,0.0001225021,0.009435142],"study_design_scores_gemma":[0.00014167,0.00008987677,0.003484428,0.00006143359,0.0003973905,0.00001811675,0.0003807811,0.8188521,0.0001462491,0.1762456,0.00005929331,0.0001230135],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1098544,0.0000480362,0.8892263,0.0001754082,0.0001477154,0.0001335303,0.000009941368,0.00002332758,0.0003813756],"genre_scores_gemma":[0.515574,0.000006443379,0.4843023,0.0000597623,0.00002729122,0.000004073631,0.000001295498,0.00001770001,0.000007110011],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.4057196,"threshold_uncertainty_score":0.5187764,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2082072907","doi":"10.4236/ajcm.2013.31003","title":"A Derivative-Free Optimization Algorithm Using Sparse Grid Integration","year":2013,"lang":"en","type":"article","venue":"American Journal of Computational Mathematics","topic":"Matrix Theory and Algorithms","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Algorithm; Grid; Convergence (economics); Heuristic; Mathematical optimization; Derivative (finance); Computer science; Numerical integration; Sparse grid; Nonlinear system; Function (biology); Mathematics; Geometry","retraction":null,"screen_n_in":null,"score":{"opus":0.01555127610298512,"gpt":0.2527773247268217,"spread":0.2372260486238366,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004252078,0.0001554576,0.000315867,0.000235816,0.0001047053,0.000205427,0.0007396041,0.00002458334,0.00005423966],"category_scores_gemma":[0.000178512,0.0001288593,0.0001062069,0.0005770663,0.0001319067,0.00106185,0.0001157459,0.0001605679,0.00001638876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006529168,"about_ca_system_score_gemma":0.0001403413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008588464,"about_ca_topic_score_gemma":1.090937e-7,"domain_scores_codex":[0.9984092,0.0001238142,0.0006581538,0.0001319892,0.0005091554,0.0001676781],"domain_scores_gemma":[0.9973698,0.0004148197,0.001060528,0.0002371228,0.0008013431,0.0001164019],"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":[0.000003770654,0.0001915847,0.000008926672,0.00001335224,0.0000655527,0.00001015484,0.001561068,0.8251942,0.00008687581,0.03645257,0.0003144486,0.1360975],"study_design_scores_gemma":[0.0002404515,0.0001789552,0.00005829974,0.00006231513,0.00001250842,0.0003199338,0.0003488175,0.8294005,0.0001137049,0.1691285,0.00001668009,0.0001192514],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01511627,0.00002262903,0.9837781,0.0005290465,0.0002675659,0.0001271666,0.00000327278,0.00003133599,0.0001246367],"genre_scores_gemma":[0.0446889,0.000005539618,0.9549131,0.0001821777,0.0001787091,0.000002823832,0.000002812308,0.00001239905,0.00001353181],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1359782,"threshold_uncertainty_score":0.525473,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2001830718","doi":"10.4236/ajcm.2011.12008","title":"Strong-Stability-Preserving, K-Step, 5- to 10-Stage, Hermite-Birkhoff Time-Discretizations of Order 12","year":2011,"lang":"en","type":"article","venue":"American Journal of Computational Mathematics","topic":"Numerical methods for differential equations","field":"Mathematics","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 Ottawa","funders":"","keywords":"Mathematics; Monotonic function; Discretization; Applied mathematics; Runge–Kutta methods; Stability (learning theory); Order (exchange); Hermite polynomials; Property (philosophy); Mathematical analysis; Numerical analysis; Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.09077317330847641,"gpt":0.351873009145604,"spread":0.2610998358371276,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009561721,0.0002894692,0.000929884,0.0003847229,0.0001037101,0.00003357601,0.0006962449,0.00005618831,0.003228406],"category_scores_gemma":[0.0037893,0.0002534676,0.0002861407,0.0009510544,0.0003411738,0.0002281172,0.0001778787,0.0002488695,0.00006223511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008815122,"about_ca_system_score_gemma":0.0002589469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002128261,"about_ca_topic_score_gemma":0.000007830809,"domain_scores_codex":[0.9964534,0.0003542985,0.001715929,0.0002145439,0.000947844,0.0003139613],"domain_scores_gemma":[0.9930013,0.002590447,0.001985166,0.0004629098,0.001648402,0.0003118121],"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":[0.001252602,0.01673728,0.004852793,0.002274248,0.003983758,0.00005855476,0.05280331,0.03501841,0.003796846,0.8042864,0.00990314,0.06503261],"study_design_scores_gemma":[0.001110136,0.002274993,0.00207134,0.0004730055,0.0005204043,0.00008184488,0.004042671,0.04357463,0.001646876,0.9428414,0.0006631446,0.0006995783],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.131567,0.000009487656,0.8640906,0.000178032,0.00009277369,0.000320184,0.00005594084,0.00003776887,0.003648216],"genre_scores_gemma":[0.1298347,0.000001686704,0.8693848,0.00005383616,0.00006305279,0.00001021598,0.000007813402,0.00006222318,0.000581683],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1385549,"threshold_uncertainty_score":0.9999918,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2067222092","doi":"10.4236/ajcm.2013.33b008","title":"Means of Choice for Interactive Management of Dynamic Geometry Problems Based on Instrumented Behaviour","year":2013,"lang":"en","type":"article","venue":"American Journal of Computational Mathematics","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal; Université de Moncton; Polytechnique Montréal","funders":"Secretaría de Estado de Investigación, Desarrollo e Innovación; Government of Canada","keywords":"A priori and a posteriori; Simultaneity; Computer science; Set (abstract data type); Subject (documents); Process (computing); Class (philosophy); Adaptation (eye); Mathematics education; Human–computer interaction; Artificial intelligence; Mathematics; Epistemology; Programming language; Psychology","retraction":null,"screen_n_in":null,"score":{"opus":0.01131629118550692,"gpt":0.2863804579210584,"spread":0.2750641667355515,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002815117,0.00009591629,0.0002744778,0.0002864002,0.00003511583,0.00004065837,0.0004308077,0.00001229482,0.00002678438],"category_scores_gemma":[0.00005876656,0.0000831536,0.0001039347,0.0004007817,0.00006826803,0.0002600409,0.00004271491,0.0001112133,0.000004637983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006173614,"about_ca_system_score_gemma":0.00008323501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008724215,"about_ca_topic_score_gemma":4.060209e-7,"domain_scores_codex":[0.9987469,0.00004731369,0.0005959148,0.00009705647,0.0004060748,0.0001067229],"domain_scores_gemma":[0.9972088,0.0005981158,0.001383596,0.0001248373,0.0006237809,0.00006081135],"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":[0.0000698365,0.004274373,0.003776744,0.0009503306,0.0007224857,0.000003086504,0.008870453,0.7386126,0.0002266931,0.05540476,0.0005767152,0.1865119],"study_design_scores_gemma":[0.0008878335,0.00146883,0.02648783,0.0006398866,0.00004859361,0.00001765202,0.006560956,0.9518251,0.0001353157,0.01174721,0.00003933016,0.0001414566],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3359059,0.000003314407,0.66268,0.0005087601,0.00009644763,0.00022265,0.000002342714,0.000006554841,0.0005740419],"genre_scores_gemma":[0.6279858,0.000001510233,0.3719158,0.00005115437,0.000005439437,0.000007059458,0.000002205368,0.000005706365,0.00002527748],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.2920799,"threshold_uncertainty_score":0.3390905,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2045245533","doi":"10.4236/ajcm.2014.43014","title":"Supersonic Flutter of a Spherical Shell Partially Filled with Fluid","year":2014,"lang":"en","type":"article","venue":"American Journal of Computational Mathematics","topic":"Vibration and Dynamic Analysis","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":"Polytechnique Montréal","funders":"","keywords":"Flutter; Spherical shell; Finite element method; Shell (structure); Supersonic speed; Boundary value problem; Curvature; Aerodynamics; Aerodynamic force; Compressibility; Vibration; Mechanics; Physics; Mathematical analysis; Mathematics; Geometry; Materials science","retraction":null,"screen_n_in":null,"score":{"opus":0.004432525691235164,"gpt":0.196515936084022,"spread":0.1920834103927869,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001623197,0.000101808,0.0003708689,0.00008352163,0.00001868528,0.00001559473,0.0001145107,0.00001610717,0.0001105638],"category_scores_gemma":[0.00003470478,0.00007702677,0.0001053175,0.0002433694,0.0001090095,0.00007905086,0.000007326336,0.00008886132,0.00001040212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002330307,"about_ca_system_score_gemma":0.0000442697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000122467,"about_ca_topic_score_gemma":0.000001650978,"domain_scores_codex":[0.9990075,0.00003316301,0.0004732824,0.00005100239,0.0003343449,0.0001007537],"domain_scores_gemma":[0.9991847,0.0002292361,0.0002410137,0.0000823913,0.0001869925,0.00007561364],"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":[0.000017315,0.00005427503,0.0002492269,0.0000355077,0.0001814046,0.000002513274,0.0006565181,0.9947754,0.0002761746,0.001112064,0.00020829,0.002431298],"study_design_scores_gemma":[0.0003619737,0.0003322324,0.0005268293,0.00005072225,0.0000787075,0.00007493072,0.0004344333,0.9952772,0.0001260125,0.002527966,0.0001086323,0.0001003059],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2679747,0.0000117164,0.7312507,0.0001189741,0.00002180963,0.00002335612,0.00000143296,0.00001404127,0.0005832734],"genre_scores_gemma":[0.7680494,0.000003720982,0.2318053,0.00007243826,0.00003878209,6.546522e-7,0.000002013486,0.00001412511,0.00001353462],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5000747,"threshold_uncertainty_score":0.314106,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4407555499","doi":"10.4236/ajcm.2025.151002","title":"Random Oscillatory and Pulsatory Models in Elliptic Functions","year":2025,"lang":"en","type":"article","venue":"American Journal of Computational Mathematics","topic":"Advanced Mathematical Modeling in Engineering","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Mount Saint Vincent University","funders":"","keywords":"Mathematics; Statistical physics; Physics","retraction":null,"screen_n_in":null,"score":{"opus":0.01004779952135535,"gpt":0.2490467151982628,"spread":0.2389989156769075,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000418734,0.0001138439,0.000349872,0.000354476,0.00004107544,0.00004394954,0.0002849417,0.00002044176,8.465594e-7],"category_scores_gemma":[0.0001524766,0.0001028496,0.00005842709,0.0004656407,0.0001072152,0.0003560498,0.00007735034,0.0001851894,0.000002000692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006788739,"about_ca_system_score_gemma":0.0001195022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.485462e-7,"about_ca_topic_score_gemma":1.98922e-7,"domain_scores_codex":[0.9988517,0.00003347439,0.0005883753,0.0001189512,0.0002670899,0.0001404562],"domain_scores_gemma":[0.9983391,0.001003777,0.0002624072,0.0001484491,0.0001780949,0.00006820984],"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":[0.000005010456,0.00005546513,0.00002121131,0.00004109804,0.00002222149,0.000004253985,0.000410093,0.8141985,0.00001581266,0.1806903,0.00002325832,0.004512747],"study_design_scores_gemma":[0.0003181114,0.00003323512,0.00008823296,0.0001225896,0.000007511402,0.00004424516,0.0001143244,0.6184468,0.000004299999,0.3807473,0.00001645377,0.00005693909],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05333945,0.0002217773,0.9454102,0.0003145956,0.0001177345,0.00006959562,4.940637e-7,0.00002461944,0.0005015209],"genre_scores_gemma":[0.5202003,0.00001106936,0.4796792,0.0000761172,0.00001047788,0.000002087116,1.034638e-7,0.000004652787,0.00001596146],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.4668609,"threshold_uncertainty_score":0.4194083,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2521914501","doi":"10.4236/ajcm.2016.63028","title":"Computer Simulation of Transition Regimes of Solitons in Four-Photon Resonant Parametric Processes in Case of Two-Photon Resonance","year":2016,"lang":"en","type":"article","venue":"American Journal of Computational Mathematics","topic":"Advanced Fiber Laser Technologies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Vanier College; Dawson College","funders":"","keywords":"Physics; Amplitude; Photon; Parametric statistics; Quantum electrodynamics; Polarizability; Soliton; Nonlinear system; Polarization (electrochemistry); Resonance (particle physics); Parameter space; Quantum mechanics; Atomic physics; Mathematics","retraction":null,"screen_n_in":null,"score":{"opus":0.01583938933559592,"gpt":0.2901391499777481,"spread":0.2742997606421522,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002484508,0.000119104,0.0005202406,0.0004648738,0.00001270007,0.000003647103,0.0001390531,0.00002304145,0.000006010586],"category_scores_gemma":[0.00008311417,0.0000904487,0.00008021417,0.0008559512,0.0002609979,0.0001864994,0.00002110432,0.0001071028,2.582977e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003882021,"about_ca_system_score_gemma":0.0001363509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004680552,"about_ca_topic_score_gemma":0.000005134167,"domain_scores_codex":[0.9984627,0.00005564487,0.0009954607,0.0001053878,0.0002564052,0.0001244526],"domain_scores_gemma":[0.9962976,0.001591574,0.001520845,0.000118267,0.0004463565,0.00002538104],"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":[0.0001982207,0.0008439395,0.01127864,0.0003341472,0.00007236595,0.00005894283,0.002877299,0.8661633,0.0007332888,0.007612029,0.00000612436,0.1098217],"study_design_scores_gemma":[0.004558392,0.001732307,0.00951593,0.004084373,0.00008520498,0.0002428456,0.0035309,0.3962936,0.03412506,0.5453755,0.00002275417,0.0004331338],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6419867,0.00003840643,0.3577679,0.00006152516,0.00001088983,0.00009455805,0.00002445374,0.000003166287,0.00001243139],"genre_scores_gemma":[0.8542258,0.000008134632,0.1457299,0.000004032,0.00001594908,0.000003129174,0.000001406749,0.00001009389,0.000001618182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5377635,"threshold_uncertainty_score":0.3688391,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2169266532","doi":"10.4236/ajcm.2011.14036","title":"First Order Convergence Analysis for Sparse Grid Method in Stochastic Two-Stage Linear Optimization Problem","year":2011,"lang":"en","type":"article","venue":"American Journal of Computational Mathematics","topic":"Advanced Optimization Algorithms Research","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Mathematical optimization; Stochastic programming; Convexity; Piecewise linear function; Rate of convergence; Mathematics; Linear programming; Grid; Convergence (economics); Convex optimization; Piecewise; Convex function; Stochastic optimization; Computer science; Regular polygon","retraction":null,"screen_n_in":null,"score":{"opus":0.07535166600716416,"gpt":0.3859862760033239,"spread":0.3106346099961597,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001313558,0.0002275089,0.0007733671,0.0008495228,0.00009515745,0.00002859833,0.0003610492,0.0000413439,0.0002722448],"category_scores_gemma":[0.001335537,0.0002083605,0.0002119571,0.002178818,0.000169789,0.0002811562,0.00005631293,0.0002391749,0.000004622632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001302743,"about_ca_system_score_gemma":0.0002333012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001432758,"about_ca_topic_score_gemma":0.00001727825,"domain_scores_codex":[0.9973096,0.0001441152,0.001339892,0.0002218337,0.0006799374,0.0003046708],"domain_scores_gemma":[0.993803,0.002519334,0.001569637,0.0002077076,0.001742915,0.0001573708],"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":[0.00008665655,0.0004176223,0.0001455186,0.00008288512,0.0003616184,0.000008027433,0.002352998,0.9848667,0.000001311637,0.01126562,0.00002336982,0.0003876578],"study_design_scores_gemma":[0.0009200878,0.0002729945,0.00006185576,0.00007305395,0.0002238861,0.00003510691,0.0009268728,0.9205854,0.00001409283,0.07668213,0.00001201055,0.0001925367],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002145392,0.00001276965,0.9970132,0.0001226981,0.00006712304,0.0004904445,0.00003421489,0.00002391201,0.00009029717],"genre_scores_gemma":[0.02748607,0.00001096881,0.97221,0.00004351101,0.00006781647,0.00003267334,0.00001644888,0.00004895062,0.00008350131],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.06541651,"threshold_uncertainty_score":0.8496694,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}