{"id":"W4412724237","doi":"10.37571/2025.0104","title":"L’erreur en arts appliqués et cultures artistiques, valorisation et dépassement par la démarche de projet en lycée professionnel","year":2025,"lang":"fr","type":"article","venue":"Didactique","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Art; Humanities","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":[0.009231435,0.0002558025,0.000260752,0.0001035917,0.0005260672,0.0001180914,0.0003084445,0.0006196881,0.00009539408],"category_scores_gemma":[0.002202511,0.0002538713,0.0001091062,0.0003799265,0.0005002265,0.0003790073,0.00007281097,0.0008357436,0.0000314648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005745129,"about_ca_system_score_gemma":0.002601186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002716619,"about_ca_topic_score_gemma":0.001534463,"domain_scores_codex":[0.9915357,0.006815697,0.0004174327,0.0004562995,0.0003016857,0.0004732123],"domain_scores_gemma":[0.9956146,0.003586383,0.0002310919,0.0002189662,0.0002164031,0.0001325907],"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":[0.00001255311,0.0003811902,0.01261621,0.0001336565,0.00008774055,0.000001899648,0.2303816,0.00003361217,0.0004184864,0.7206383,0.03149169,0.003803058],"study_design_scores_gemma":[0.0003480848,0.00005688319,0.1603915,0.0004602514,0.0000826082,0.000003771489,0.1536321,0.00009955026,0.0008750805,0.09637185,0.5873222,0.0003561105],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2301152,0.001804149,0.0274249,0.6193697,0.00520653,0.002009219,0.00005904511,0.0002919112,0.1137194],"genre_scores_gemma":[0.9707736,0.002558072,0.007123631,0.003954769,0.001596852,0.0007662968,0.0001732322,0.00002528984,0.0130282],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7406585,"threshold_uncertainty_score":0.9999914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1451681131501142,"score_gpt":0.5087495438914134,"score_spread":0.3635814307412991,"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."}}