{"id":"W3006178432","doi":"10.4000/rechercheformation.4622","title":"Guibert, P., Dejemeppe, X., Desjardins, J. et Maulini, O. (dir.). (2019). Questionner et valoriser le métier d’enseignant. Une double contrainte en formation","year":2019,"lang":"fr","type":"article","venue":"Recherche & formation","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01929592,0.000397298,0.0004756932,0.0002182183,0.0005805395,0.0002278731,0.0004141639,0.001177942,0.0003958191],"category_scores_gemma":[0.001379992,0.0004204302,0.0002548963,0.0008658667,0.0004063107,0.005030895,0.00006050954,0.001106382,0.001739118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001052528,"about_ca_system_score_gemma":0.00137998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004970483,"about_ca_topic_score_gemma":0.00087507,"domain_scores_codex":[0.9917241,0.005436214,0.001046307,0.0004400544,0.0006116885,0.000741592],"domain_scores_gemma":[0.9952362,0.002646876,0.0006732378,0.0004088206,0.0008242545,0.0002106753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000792908,0.0003354496,0.001108615,0.0003031945,0.0001425363,6.016512e-7,0.2034833,0.0008558545,0.0004820347,0.7351449,0.02705309,0.03101119],"study_design_scores_gemma":[0.004189566,0.0002803319,0.005596944,0.0009338956,0.0002253418,0.0000716116,0.156903,0.008279416,0.0007616369,0.08715584,0.7343405,0.001261941],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.385752,0.01260783,0.1297761,0.2410407,0.01394815,0.003946838,0.0001561833,0.000666885,0.2121053],"genre_scores_gemma":[0.9050947,0.009570708,0.0254847,0.002948867,0.001668777,0.0001954855,0.001394303,0.00008123575,0.05356121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7072874,"threshold_uncertainty_score":0.9998248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2999906519122065,"score_gpt":0.4676258983796399,"score_spread":0.1676352464674334,"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."}}