{"id":"W4407083648","doi":"10.4000/1388w","title":"L’accompagnement de stagiaires en enseignement professionnel : identifier les savoirs professionnels pour développer des dispositifs de formation adaptés aux enseignants associés","year":2023,"lang":"fr","type":"article","venue":"Questions vives recherches en éducation","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Sociology; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.01362324,0.0004188741,0.0003539433,0.0004065364,0.003221738,0.0001880139,0.0005138142,0.0008676582,0.0004396765],"category_scores_gemma":[0.007093215,0.0004475207,0.0001935585,0.00116255,0.001029651,0.001179679,0.0001223235,0.0008447334,0.0002910505],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007559176,"about_ca_system_score_gemma":0.005176713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002878128,"about_ca_topic_score_gemma":0.00141004,"domain_scores_codex":[0.9861231,0.01076155,0.0008570408,0.0005998311,0.0005852602,0.001073256],"domain_scores_gemma":[0.9923682,0.00571499,0.0004852799,0.0003605358,0.0007522648,0.0003187001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001385656,0.000727317,0.007527304,0.0003734197,0.0001398144,0.0000017671,0.8920948,0.0003131373,0.007215308,0.0356872,0.01727952,0.03862656],"study_design_scores_gemma":[0.0003173713,0.00006583764,0.244822,0.001440536,0.000157809,0.00000708406,0.6736627,0.001882475,0.001008858,0.07342234,0.002756253,0.0004567258],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9011822,0.001694651,0.009278063,0.07909185,0.00358651,0.001152064,0.00006376559,0.000365208,0.003585642],"genre_scores_gemma":[0.9235561,0.006381904,0.02053039,0.0002671115,0.002084046,0.0007273696,0.0004604262,0.00006722652,0.04592542],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2372947,"threshold_uncertainty_score":0.9997976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5622838628563976,"score_gpt":0.5158128868260193,"score_spread":0.04647097603037831,"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."}}