{"id":"W2064574740","doi":"10.7202/900412ar","title":"L’analyse des besoins d’apprentissage","year":2009,"lang":"fr","type":"article","venue":"Revue des sciences de l éducation","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Humanities; Philosophy; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02901282,0.001077411,0.001001405,0.005032149,0.008698596,0.01328005,0.002544693,0.004175523,0.01453371],"category_scores_gemma":[0.1124595,0.0008962341,0.001310408,0.004995098,0.008751728,0.01212727,0.008782982,0.004205927,0.002904693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004836756,"about_ca_system_score_gemma":0.006919893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008730676,"about_ca_topic_score_gemma":0.01011571,"domain_scores_codex":[0.9375365,0.03308343,0.003610136,0.004216738,0.01828994,0.003263219],"domain_scores_gemma":[0.8636405,0.08930912,0.01146029,0.01032272,0.0214311,0.003836158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004198267,0.0003254432,0.05553058,0.001280681,0.0001579808,0.003278905,0.5018077,0.001818847,0.003702533,0.2177108,0.005710166,0.2082565],"study_design_scores_gemma":[0.00003273486,0.0005800563,0.07178663,0.002138864,0.0002191677,0.004948543,0.3942385,0.006467648,0.008698567,0.1019711,0.4086684,0.0002497278],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6551158,0.003909864,0.1394503,0.01215362,0.0005796793,0.0007018844,0.0002782632,0.0003957471,0.1874148],"genre_scores_gemma":[0.9358408,0.001349256,0.03415162,0.0005051899,0.0001262203,0.0003719442,0.0002689696,0.0002197654,0.02716629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02901282,"threshold_uncertainty_score":0.1534364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6443021035906896,"score_gpt":0.533967361120689,"score_spread":0.1103347424700006,"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."}}