{"id":"W3025836926","doi":"10.3917/admed.165.0117","title":"Les communautés d’apprentissage professionnel","year":2020,"lang":"fr","type":"article","venue":"Administration & Éducation","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec en Outaouais","funders":"","keywords":"Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001650905,0.0002325827,0.0002231632,0.00004895399,0.001320425,0.0001307753,0.0003625891,0.0003734762,0.002573817],"category_scores_gemma":[0.001366573,0.0002796134,0.0001161607,0.0005718615,0.0009753424,0.0006647874,0.00003140507,0.0004375896,0.0004810732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002345944,"about_ca_system_score_gemma":0.001540534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003060961,"about_ca_topic_score_gemma":0.0002422901,"domain_scores_codex":[0.9965717,0.001648222,0.0005773608,0.0004361907,0.0003978254,0.0003686583],"domain_scores_gemma":[0.9977679,0.0009395247,0.0004066796,0.0002435766,0.0003356801,0.0003066805],"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":[0.00001391126,0.0005816318,0.005314061,0.0001626785,0.00005856894,8.900512e-7,0.2731057,0.00001240712,0.0002104301,0.656222,0.02709866,0.03721907],"study_design_scores_gemma":[0.0003874784,0.0002767979,0.02095655,0.0001524316,0.0001155845,0.00000504644,0.5640802,0.0004028341,0.0002282489,0.006509639,0.4064107,0.0004744459],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2341871,0.00201304,0.003558377,0.6718991,0.01101745,0.00074359,0.0000456952,0.0002014387,0.07633418],"genre_scores_gemma":[0.9797725,0.0005382723,0.002601021,0.001505893,0.006187321,0.0001034549,0.0005320447,0.00002777871,0.008731705],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7455854,"threshold_uncertainty_score":0.9999797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5523326187497829,"score_gpt":0.5226750790913006,"score_spread":0.02965753965848228,"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."}}