{"id":"W2149539332","doi":"10.7202/1002160ar","title":"Concept de réflexion : un regard critique","year":2011,"lang":"fr","type":"article","venue":"Éducation et francophonie","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal; Université de Montréal; Université de Sherbrooke","funders":"","keywords":"Humanities; Philosophy; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00356343,0.000222612,0.0002311473,0.0000906137,0.000631288,0.00004815999,0.0003453929,0.0004278676,0.006043422],"category_scores_gemma":[0.001227137,0.0002731481,0.0001354272,0.0005571797,0.001561487,0.0005203658,0.00002152873,0.0004164382,0.0006116474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005723513,"about_ca_system_score_gemma":0.002945657,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007043332,"about_ca_topic_score_gemma":0.0006015498,"domain_scores_codex":[0.9963999,0.001929788,0.0004223391,0.0004235131,0.0002674824,0.0005569338],"domain_scores_gemma":[0.9977675,0.001001264,0.0002525851,0.0003021069,0.0004242097,0.0002523088],"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":[0.000004973673,0.0003328459,0.001635527,0.00002833117,0.00003499438,9.147518e-7,0.4449688,0.000005885492,0.00003076686,0.522186,0.02021466,0.01055637],"study_design_scores_gemma":[0.000527641,0.0001355865,0.03192797,0.0001828794,0.00006917562,0.00001458717,0.2713318,0.00003582875,0.0007478931,0.2927838,0.4016841,0.0005587003],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1529622,0.0133363,0.01565227,0.1505367,0.05731618,0.0007887036,0.0000611517,0.0003054632,0.609041],"genre_scores_gemma":[0.9482353,0.002635586,0.01513767,0.006007238,0.004921501,0.0001216007,0.00006872004,0.00003768013,0.02283475],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7952731,"threshold_uncertainty_score":0.999972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1644324791973633,"score_gpt":0.4317197545485566,"score_spread":0.2672872753511933,"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."}}