{"id":"W3016101392","doi":"10.7202/1086772ar","title":"Le Cerfa : un projet pilote pour soutenir l’élaboration de communautésd’apprentissage dans le contexte de l’enseignement auprès d’élèvesayant un trouble du développement","year":2012,"lang":"fr","type":"article","venue":"Développement Humain Handicap et Changement Social","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"Université du Québec à Montréal","keywords":"Humanities; Political science; Art","routes":{"ca_aff":true,"ca_fund":true,"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","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01604131,0.0008115746,0.0007823005,0.0002713045,0.007069387,0.0003409892,0.0009243604,0.0005852217,0.001687357],"category_scores_gemma":[0.0003171533,0.0009857981,0.0003562235,0.0008132167,0.001880903,0.0008336258,0.0003979026,0.0007437007,0.0001495801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003177416,"about_ca_system_score_gemma":0.002963873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001846333,"about_ca_topic_score_gemma":0.001310322,"domain_scores_codex":[0.9888461,0.005070411,0.001309291,0.0008491637,0.001348029,0.002576983],"domain_scores_gemma":[0.9969074,0.0005528443,0.00108073,0.0004399681,0.0004104974,0.0006086299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007566008,0.003830678,0.02130944,0.0001776321,0.0008552184,0.000005114391,0.5397728,0.00001333297,0.001541,0.3877356,0.03675298,0.00793049],"study_design_scores_gemma":[0.007294575,0.0004739983,0.1388154,0.0002888334,0.0005836507,0.000008372048,0.6580628,0.0001355223,0.00205298,0.02378565,0.1667752,0.001723091],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5280883,0.00327289,0.05908913,0.3845354,0.005663636,0.003370641,0.0003055245,0.000340163,0.01533433],"genre_scores_gemma":[0.9646613,0.003713955,0.01701889,0.002942163,0.006608932,0.001358488,0.0009809621,0.0001313478,0.002583954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.436573,"threshold_uncertainty_score":0.9992592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1291875185844381,"score_gpt":0.3843921864178925,"score_spread":0.2552046678334543,"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."}}