{"id":"W2954174302","doi":"10.18162/fp.2019.506","title":"Cercle pédagogique et analyse de cas : dispositifs complémentaires de réflexion collective au coeur de la formation initiale des enseignants","year":2019,"lang":"fr","type":"article","venue":"Formation et profession","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Outaouais","funders":"","keywords":"Art","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":[],"consensus_categories":[],"category_scores_codex":[0.007376312,0.0002011709,0.0002267671,0.0001737127,0.001195771,0.0001231125,0.0001915758,0.0004280808,0.000162765],"category_scores_gemma":[0.000542959,0.0002094779,0.0001013004,0.0004530374,0.0005502835,0.002911149,0.00005314479,0.0004523077,0.00009527725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003692123,"about_ca_system_score_gemma":0.003015732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002727393,"about_ca_topic_score_gemma":0.001633564,"domain_scores_codex":[0.9916582,0.006780429,0.0004740285,0.0002068206,0.0003113145,0.0005692791],"domain_scores_gemma":[0.9972661,0.001697439,0.0004466434,0.0001419795,0.0002750639,0.0001728089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000703098,0.0002709613,0.02377593,0.0002689084,0.00004003212,0.000001259945,0.9342782,0.0004941934,0.001488818,0.03159947,0.001106924,0.006604912],"study_design_scores_gemma":[0.001088774,0.000261209,0.1954702,0.001112752,0.00009829267,0.00005150138,0.7369419,0.01169142,0.003625409,0.04385939,0.005389845,0.0004093096],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9509887,0.0002116455,0.02269192,0.007929726,0.0009178754,0.0006728275,0.00004608859,0.00007911621,0.01646215],"genre_scores_gemma":[0.9896502,0.0007209327,0.003544318,0.001784856,0.0003569768,0.0001218576,0.0003838931,0.00002139708,0.003415541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1973364,"threshold_uncertainty_score":0.9654773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1803258290133344,"score_gpt":0.4803956538919971,"score_spread":0.3000698248786627,"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."}}