{"id":"W4210568466","doi":"10.51657/ric.v5i2.51378","title":"Le développement professionnel autonome chez les enseignants dans le contexte de la pandémie","year":2022,"lang":"fr","type":"article","venue":"Revue internationale du CRIRES innover dans la tradition de Vygotsky","topic":"Sports and Physical Education Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Integre de Sante et de Services Sociaux de Laval","funders":"","keywords":"Humanities; Political science; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002993679,0.0003579527,0.0004216469,0.0003532914,0.002672202,0.0001236536,0.0007700875,0.0003198388,0.005601971],"category_scores_gemma":[0.0005155934,0.0004155428,0.000247817,0.0006021035,0.0008236353,0.0003716562,0.0003324532,0.001997889,0.00007891882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002316875,"about_ca_system_score_gemma":0.005597766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004343972,"about_ca_topic_score_gemma":0.0001700049,"domain_scores_codex":[0.9934021,0.003438353,0.001012184,0.0006403397,0.000734475,0.0007725919],"domain_scores_gemma":[0.996204,0.002124086,0.000528391,0.0004397285,0.0003647691,0.0003390911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001663174,0.003597546,0.0496083,0.0005262229,0.000247692,0.0002183333,0.06428218,0.001137514,0.003941491,0.8187499,0.04514288,0.01238164],"study_design_scores_gemma":[0.002715696,0.0001705151,0.4971253,0.001099455,0.00005962731,0.0003101422,0.08167487,0.006364675,0.0007316113,0.03124287,0.3778774,0.0006278806],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8751956,0.0005262611,0.008725061,0.07099943,0.002293575,0.0009319848,0.001547354,0.0001243935,0.03965629],"genre_scores_gemma":[0.9480036,0.0004153899,0.0006058473,0.00182914,0.001206355,0.001267031,0.0006838707,0.00009703822,0.04589171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.787507,"threshold_uncertainty_score":0.9998296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1050443516361506,"score_gpt":0.3674398749047632,"score_spread":0.2623955232686127,"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."}}