{"id":"W2111837033","doi":"10.7202/900019ar","title":"Notes à propos de la préparation des leçons","year":2009,"lang":"fr","type":"article","venue":"Revue des sciences de l éducation","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","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":[0.003424126,0.001025755,0.0004471969,0.001994206,0.004280592,0.006623069,0.001712029,0.001996444,0.03904456],"category_scores_gemma":[0.01003275,0.0006637277,0.001302164,0.001134019,0.004453922,0.006024587,0.004456164,0.004149482,0.01171726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004262541,"about_ca_system_score_gemma":0.005361867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008405328,"about_ca_topic_score_gemma":0.01013522,"domain_scores_codex":[0.9957366,0.001270615,0.0002982596,0.000706325,0.001544288,0.0004438361],"domain_scores_gemma":[0.9967352,0.0011587,0.0001080057,0.0006345711,0.001162539,0.0002010242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001147684,0.0000332801,0.0002781302,0.0001697626,0.00001190017,0.0008871614,0.003234225,0.001073306,0.003000805,0.9418198,0.01106402,0.0383129],"study_design_scores_gemma":[0.00003030085,0.00009809763,0.0003412186,0.0002761355,0.00002320412,0.0006326292,0.001404298,0.002327578,0.01143448,0.1461325,0.8372416,0.00005791869],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.02942559,0.004082349,0.3531339,0.01181376,0.005333947,0.0006976713,0.0007923336,0.001195159,0.5935254],"genre_scores_gemma":[0.2178006,0.003141516,0.2300503,0.002274523,0.001082343,0.0006240936,0.0009427159,0.001030592,0.5430534],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.03904456,"threshold_uncertainty_score":0.1306171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6780187767915179,"score_gpt":0.5703914030430193,"score_spread":0.1076273737484986,"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."}}