{"id":"W1993088125","doi":"10.1016/j.lpm.2007.02.021","title":"Sélection des étudiants en médecine: une procédure influencée par la liberté d'accès aux études et l'égalité des chances","year":2007,"lang":"fr","type":"article","venue":"La Presse Médicale","topic":"Medical Education and Admissions","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; The Wilson Centre","funders":"","keywords":"Selection (genetic algorithm); Curriculum; Government (linguistics); Medical school; Humanities; Psychology; Political science; Sociology; Library science; Medical education; Pedagogy; Medicine; Art; Philosophy","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":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00204323,0.0004456906,0.0005788547,0.0002066758,0.0004489963,0.0001175312,0.0003544729,0.0006954083,0.003096809],"category_scores_gemma":[0.008496652,0.0003730326,0.0001743236,0.001043561,0.001481009,0.0005547127,0.0001477594,0.001139308,0.0001540737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001647496,"about_ca_system_score_gemma":0.002222259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004255782,"about_ca_topic_score_gemma":0.0005742454,"domain_scores_codex":[0.9962386,0.0005975691,0.0007851548,0.000627916,0.0007691717,0.0009815459],"domain_scores_gemma":[0.994935,0.001677163,0.0002049905,0.000477548,0.0002606246,0.002444636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001000954,0.01469819,0.2730058,0.007198002,0.00113373,0.000971604,0.03203774,0.00005854932,0.03891319,0.08723174,0.1265871,0.4171633],"study_design_scores_gemma":[0.002447495,0.0003232682,0.3959219,0.004461239,0.000369081,0.0002722204,0.002310212,0.0001408789,0.009303203,0.005553817,0.5784335,0.0004631205],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7930248,0.0571985,0.002370585,0.06487252,0.002341179,0.001332872,0.00004712212,0.0004804948,0.0783319],"genre_scores_gemma":[0.9376207,0.01136708,0.00392195,0.004188531,0.00192942,0.000123819,0.0000544176,0.00009503772,0.04069906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4518464,"threshold_uncertainty_score":0.9998721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04001739780255995,"score_gpt":0.377531673066689,"score_spread":0.337514275264129,"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."}}