{"id":"W3209787344","doi":"10.18162/fp.2021.744","title":"Introduction au dossier - La formation et la profession enseignante : perspectives comparatives en Europe, en Amérique et en Afrique","year":2021,"lang":"fr","type":"article","venue":"Formation et profession","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Université de Montréal","funders":"","keywords":"Political science; Humanities; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01364759,0.0003743888,0.0003957856,0.0002278798,0.001212802,0.0002132012,0.0002727753,0.0007108877,0.0003387242],"category_scores_gemma":[0.002759649,0.0003531725,0.0001384657,0.0009669751,0.000575773,0.006244125,0.0001591943,0.001347146,0.0001674432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006523342,"about_ca_system_score_gemma":0.002091084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000126378,"about_ca_topic_score_gemma":0.0004652944,"domain_scores_codex":[0.9647005,0.03290227,0.0008164006,0.0005086855,0.0005810946,0.0004910097],"domain_scores_gemma":[0.9945079,0.003255659,0.0007433451,0.0002943854,0.001048264,0.0001504136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000275142,0.0003049517,0.0002386897,0.0001997206,0.00002687374,0.000001484182,0.617982,0.0001066483,0.001263939,0.3716916,0.005842388,0.002314209],"study_design_scores_gemma":[0.0005897125,0.00008764079,0.02514984,0.0009670979,0.00003594335,0.00004664097,0.7272133,0.0009503303,0.001118785,0.004015964,0.2394441,0.0003806967],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5388204,0.001318481,0.03101181,0.3508933,0.006127235,0.001370444,0.00007023373,0.0002742213,0.0701139],"genre_scores_gemma":[0.9620375,0.006294382,0.004181264,0.0006640017,0.003385315,0.0002049794,0.001036915,0.00004366527,0.02215197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4232171,"threshold_uncertainty_score":0.9998921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0810331512445106,"score_gpt":0.4489811921653772,"score_spread":0.3679480409208666,"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."}}