{"id":"W4413781760","doi":"10.7202/1119020ar","title":"L’improvisation éducative. Outil pédagogique de découverte et <i>outil du doute</i> dans le contexte hypermoderne1","year":2025,"lang":"fr","type":"article","venue":"Revue musicale OICRM","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Improvisation; Philosophy; Psychology; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004188876,0.0003101648,0.0004452027,0.000101457,0.001176524,0.0001312612,0.0004989891,0.00050735,0.0001089316],"category_scores_gemma":[0.002018895,0.0003670489,0.0002465376,0.0005902548,0.002188665,0.0003707036,0.00008113974,0.0005836975,0.00008730694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007826818,"about_ca_system_score_gemma":0.003275071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003701785,"about_ca_topic_score_gemma":0.00284344,"domain_scores_codex":[0.9958917,0.001981949,0.0005362086,0.0006487757,0.0002232426,0.0007180558],"domain_scores_gemma":[0.9965016,0.002260434,0.0002700625,0.0003837711,0.0003463324,0.0002378558],"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":[0.00001016951,0.0006153024,0.008205485,0.0001791868,0.0001094678,0.000002177846,0.2432708,0.00004221336,0.0007340343,0.7062193,0.018163,0.02244886],"study_design_scores_gemma":[0.0009764475,0.0000865512,0.03848398,0.0005278361,0.0001848739,0.00001199239,0.1791534,0.001244693,0.000225944,0.06834693,0.7101253,0.0006320986],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3180085,0.003664151,0.03540554,0.3890213,0.04243556,0.0009505664,0.000102798,0.0002419971,0.2101697],"genre_scores_gemma":[0.9024091,0.002917739,0.002380162,0.008450379,0.01203535,0.0001549241,0.00007357274,0.00003881107,0.07153998],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6919622,"threshold_uncertainty_score":0.9998782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1156304351307086,"score_gpt":0.3963712263869152,"score_spread":0.2807407912562066,"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."}}