{"id":"W7105507850","doi":"","title":"Interprétations et analyses chorales autour du film Scoper : récit et défis d’une transformation en SCOP","year":2025,"lang":"fr","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Migration and Exile Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Transformation (genetics); Context (archaeology); Reflection (computer programming); Perspective (graphical)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006263333,0.0002812707,0.0003513025,0.0003047793,0.001216505,0.0005567896,0.000667141,0.0001958907,0.001270869],"category_scores_gemma":[0.002342729,0.0002970473,0.0002498467,0.001781623,0.0006607475,0.000943765,0.0001904109,0.0003656033,0.0002689784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002101082,"about_ca_system_score_gemma":0.0005521289,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01818869,"about_ca_topic_score_gemma":0.1082865,"domain_scores_codex":[0.9886392,0.009440295,0.0006412687,0.0004520799,0.0004410393,0.0003861338],"domain_scores_gemma":[0.9951437,0.002213643,0.0002652672,0.000610693,0.001621536,0.000145185],"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":[0.000009004789,0.0003678507,0.0009293811,0.00009366601,0.0001332502,0.000001054992,0.2000598,0.0001508144,0.0003889534,0.7543988,0.02045246,0.02301506],"study_design_scores_gemma":[0.00143876,0.000002875036,0.02926982,0.005361313,0.0003755342,0.000004886218,0.04125727,0.03930137,0.008939547,0.01641508,0.8566981,0.0009354524],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01918491,0.002888145,0.1282157,0.3642713,0.0005292182,0.0004306562,0.00009037673,0.0001958648,0.4841937],"genre_scores_gemma":[0.8925962,0.008941721,0.006873526,0.001532292,0.00003557949,0.00007692452,0.0002423124,0.00002084277,0.08968053],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8734114,"threshold_uncertainty_score":0.9999481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02426162382709715,"score_gpt":0.3260164702166231,"score_spread":0.301754846389526,"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."}}