{"meta":{"query_hash":"59df3450d6b7","filters":{"venue":"Mathematical Modelling"},"cohort_total":3,"direct_labels_cover":0,"predictions_cover":3,"exported":3,"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/59df3450d6b7","api":"https://metacan.xera.ac/api/v1/cohort?venue=Mathematical+Modelling"},"results":[{"id":"W4234842738","doi":"10.1002/9781119483946.ch5","title":"Discretization and Fixed‐Point Analysis","year":2018,"lang":"en","type":"other","venue":"Mathematical Modelling","topic":"Numerical methods for differential equations","field":"Mathematics","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":"York University","funders":"","keywords":"Discretization; Fixed point; Mathematics; Continuous modelling; Applied mathematics; Stability (learning theory); Discrete system; Discretization of continuous features; Domain (mathematical analysis); Fixed-point theorem; Point (geometry); System dynamics; Euler method; Euler's formula; Computer science; Mathematical analysis; Discretization error; Algorithm; Geometry","score_opus":0.08392801723735241,"score_gpt":0.3549100704121298,"score_spread":0.2709820531747774,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4234842738","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":[0.005599081,0.0024463958,0.9663217,0.00062688824,0.0002616843,0.000056660916,0.000110060464,0.00015752314,0.02442012],"genre_scores_gemma":[0.45130804,0.009299655,0.5043167,0.00058534875,0.00056498934,0.0005341606,0.00072604726,0.0004260436,0.03223893],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99929047,0.00019894991,0.000040964314,0.00010918578,0.0003022241,0.000058172853],"domain_scores_gemma":[0.99924314,0.00041318248,0.00007222911,0.000102991864,0.00014301622,0.000025424633],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010250771,0.00049065065,0.0006789445,0.000796171,0.0005205942,0.0015320473,0.0010342037,0.0009041292,0.0040000426],"category_scores_gemma":[0.003131111,0.00035546388,0.0009807593,0.00062689226,0.0015349216,0.001243622,0.0011402691,0.0017329057,0.000909179],"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":[0.000014627991,0.00001566555,0.00038219595,0.00012848599,0.000024858335,0.000092244525,0.0001606049,0.08016563,0.0026146704,0.88871676,0.0022937872,0.025390461],"study_design_scores_gemma":[0.000011041003,0.000023316628,0.0002965508,0.00007967038,0.0000120504965,0.000114603856,0.0000621116,0.3887831,0.0013482842,0.57675827,0.032493524,0.00001754389],"about_ca_topic_score_codex":0.0024406477,"about_ca_topic_score_gemma":0.0009232316,"teacher_disagreement_score":0.0040000426,"about_ca_system_score_codex":0.0009781576,"about_ca_system_score_gemma":0.00086875714,"threshold_uncertainty_score":0.013381481},"labels":[],"label_agreement":null},{"id":"W4239978806","doi":"10.1002/9781119483946.ch7","title":"Stochastic Modelling","year":2018,"lang":"en","type":"other","venue":"Mathematical Modelling","topic":"Risk and Portfolio Optimization","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"York University","funders":"","keywords":"Randomness; Stochastic modelling; Markov chain; Stochastic process; Continuous-time stochastic process; Computer science; Markov process; Set (abstract data type); Mathematics; Statistics; Machine learning","score_opus":0.1635304900893542,"score_gpt":0.3669370560261345,"score_spread":0.20340656593678033,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4239978806","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":[0.0032483023,0.0075362325,0.8648166,0.0042678914,0.00080603414,0.0001832822,0.0010555544,0.00059078034,0.1174952],"genre_scores_gemma":[0.367069,0.0394345,0.41371182,0.002114233,0.0026026291,0.0010722978,0.0039543724,0.0007332793,0.16930784],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99787366,0.0006637793,0.00018442553,0.00035833268,0.00077142386,0.0001483793],"domain_scores_gemma":[0.99785584,0.0011526676,0.0002076531,0.00029401729,0.00039114116,0.000098598386],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020252715,0.0013126907,0.0011882886,0.0014374699,0.0008928623,0.003952119,0.002008228,0.0021198925,0.015366842],"category_scores_gemma":[0.005851408,0.00045762945,0.0017205954,0.0016280178,0.0018640228,0.0028277175,0.002159665,0.0024692346,0.0039200876],"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":[0.000008942556,0.000021131196,0.00037460623,0.00015709731,0.00003453759,0.000100910285,0.00011789835,0.056786057,0.00036477816,0.91083,0.008773432,0.022430513],"study_design_scores_gemma":[0.000010372535,0.000023797103,0.00026656536,0.00016142063,0.000024125422,0.00018608481,0.00006884239,0.14122933,0.0002959212,0.7331885,0.124516,0.00002900249],"about_ca_topic_score_codex":0.004840896,"about_ca_topic_score_gemma":0.0032915524,"teacher_disagreement_score":0.015366842,"about_ca_system_score_codex":0.0021501346,"about_ca_system_score_gemma":0.0023387724,"threshold_uncertainty_score":0.051407218},"labels":[],"label_agreement":null},{"id":"W80357827","doi":"10.1533/9780857099419.3.120","title":"Exploring University Students' Competencies in Modelling","year":2007,"lang":"en","type":"book-chapter","venue":"Mathematical Modelling","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Relevance (law); Perspective (graphical); Mathematics education; Computer science; Process (computing); Management science; Psychology; Engineering; Artificial intelligence; Political science","score_opus":0.3993699996256487,"score_gpt":0.3584057349232948,"score_spread":0.04096426470235387,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W80357827","genre_codex":"other","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":[0.09600369,0.0050697587,0.018043553,0.0039029408,0.00032868,0.000043495274,0.00009139274,0.00019559952,0.87632096],"genre_scores_gemma":[0.43950373,0.008104782,0.02098137,0.0010731332,0.00009124033,0.0001002165,0.0002863803,0.00017344748,0.52968574],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.9995721,0.00014518062,0.000013012833,0.00004535385,0.0001593541,0.00006510364],"domain_scores_gemma":[0.9990133,0.0005103367,0.00004125829,0.00006444856,0.00015521051,0.00021549706],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008493476,0.0005171502,0.00030608985,0.0007372262,0.00086630863,0.004788241,0.00069602934,0.0009093848,0.022827024],"category_scores_gemma":[0.0019347757,0.00021301182,0.00037003137,0.0008975801,0.0013473879,0.0036775689,0.003263839,0.0023738965,0.003252748],"study_design_candidate":"qualitative","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":[0.000042320567,0.00044286085,0.0042939247,0.0003955475,0.000014089196,0.0004379561,0.04839936,0.002154045,0.0042883963,0.38923818,0.06906296,0.48123038],"study_design_scores_gemma":[0.000009115444,0.00013274036,0.008361884,0.0009950069,0.000017216247,0.0011655075,0.032914538,0.002062356,0.004860875,0.17799324,0.77145225,0.000035315676],"about_ca_topic_score_codex":0.0011952439,"about_ca_topic_score_gemma":0.0043050176,"teacher_disagreement_score":0.022827024,"about_ca_system_score_codex":0.0012557852,"about_ca_system_score_gemma":0.002640742,"threshold_uncertainty_score":0.07636404},"labels":[],"label_agreement":null}]}