{"id":"W4288600499","doi":"","title":"From university mathematics students to postsecondary teachers","year":2019,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Mathematics Education and Programs","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Concordia University","funders":"","keywords":"Mathematics education; Computer science; Postsecondary education; Mathematics; Higher education; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004574018,0.0004468958,0.0006299558,0.0002425589,0.0002211359,0.0005554497,0.00241162,0.0004037876,0.001065957],"category_scores_gemma":[0.002133944,0.000498203,0.0002879481,0.0003201095,0.0001088277,0.00009864652,0.0022356,0.00080606,0.000465252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002695285,"about_ca_system_score_gemma":0.0003765655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007812202,"about_ca_topic_score_gemma":0.0005139594,"domain_scores_codex":[0.9948812,0.00254566,0.0006349265,0.0008092346,0.0007465458,0.0003824885],"domain_scores_gemma":[0.9915845,0.002994149,0.0006830951,0.003106646,0.001294227,0.000337334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003701497,0.007227204,0.005154088,0.00195818,0.001065684,0.00001890838,0.467544,0.00003521855,0.0007500653,0.4253312,0.05619119,0.03468731],"study_design_scores_gemma":[0.00361669,0.000003897957,0.004118681,0.01500506,0.0009723943,0.00002204054,0.02023526,0.008190843,0.01478032,0.7233745,0.2056341,0.004046208],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7308645,0.0001606451,0.1694689,0.007577382,0.0006123772,0.001768744,0.0002966145,0.000492902,0.08875798],"genre_scores_gemma":[0.3050663,0.0001031278,0.6074818,0.0002305017,0.00006911391,0.00004554538,0.0007069507,0.0001554953,0.08614109],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4473087,"threshold_uncertainty_score":0.9998472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02995189944158675,"score_gpt":0.2900735600724297,"score_spread":0.2601216606308429,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}