{"id":"W3114762354","doi":"10.1515/9782763749570-004","title":"Apprentissage par problématisation","year":2020,"lang":"fr","type":"preprint","venue":"","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec en Outaouais","funders":"","keywords":"Sociology; Psychology; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01118469,0.0035011,0.004064405,0.003224007,0.004397908,0.01368438,0.002913954,0.004945967,0.02960652],"category_scores_gemma":[0.02234522,0.001607211,0.005479028,0.003372664,0.0106088,0.01441131,0.006127153,0.02076154,0.009173675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005622505,"about_ca_system_score_gemma":0.003832975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01148885,"about_ca_topic_score_gemma":0.004364184,"domain_scores_codex":[0.9868342,0.007301751,0.0005740815,0.001798082,0.002853333,0.0006384578],"domain_scores_gemma":[0.9890146,0.007449744,0.0002794658,0.001724036,0.001287016,0.0002451789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001223999,0.0001551476,0.0003318483,0.0005197921,0.000171976,0.0003589816,0.001948912,0.003216735,0.0009462587,0.9101962,0.0266644,0.05536733],"study_design_scores_gemma":[0.0002700413,0.00008241939,0.0009323096,0.0002739737,0.00006243173,0.0005777982,0.0009891251,0.01788272,0.001732427,0.7427349,0.2343812,0.00008059558],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03209249,0.01740137,0.7434782,0.03753971,0.008233316,0.0004925188,0.001916574,0.003468286,0.1553775],"genre_scores_gemma":[0.3607105,0.02209708,0.4720769,0.003729602,0.01277598,0.001784338,0.008591015,0.00278605,0.1154484],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02960652,"threshold_uncertainty_score":0.09904367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.327811319096416,"score_gpt":0.4566971811003218,"score_spread":0.1288858620039058,"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."}}