{"id":"W1608243681","doi":"10.7202/019577ar","title":"La construction des compétences pour enseigner","year":2008,"lang":"fr","type":"article","venue":"McGill Journal of Education / Revue des sciences de l éducation de McGill","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Sociology; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.008941211,0.0003066022,0.0004171065,0.0005693621,0.006005015,0.0001081136,0.0008002159,0.0003554116,0.0005634566],"category_scores_gemma":[0.003563818,0.0003260844,0.0002801395,0.001738409,0.01503454,0.001578964,0.00003382503,0.000553909,0.00006134071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002713542,"about_ca_system_score_gemma":0.005490981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009850417,"about_ca_topic_score_gemma":0.0002253269,"domain_scores_codex":[0.9941002,0.003077851,0.001066729,0.0004323047,0.0005903287,0.0007325803],"domain_scores_gemma":[0.9934292,0.002378115,0.001434523,0.0002105941,0.002035847,0.0005116689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002636225,0.001859206,0.021609,0.0003118484,0.0001486008,0.00001247908,0.1581894,0.001449589,0.0003820836,0.6892673,0.01700642,0.1097377],"study_design_scores_gemma":[0.0003936239,0.0003791701,0.02957114,0.0009200836,0.0001898226,0.008767647,0.4724412,0.0002903292,0.0002927715,0.1736296,0.3125268,0.0005978793],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8629851,0.004945616,0.002339741,0.0208024,0.01566426,0.0002445617,0.00005587639,0.000045627,0.09291678],"genre_scores_gemma":[0.8073101,0.00921273,0.1729917,0.00115949,0.003245896,0.00002506314,0.000009681785,0.0000259527,0.006019359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5156378,"threshold_uncertainty_score":0.9999191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6426660324298415,"score_gpt":0.4975035814920961,"score_spread":0.1451624509377455,"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."}}