{"id":"W4402442196","doi":"10.7202/1112938ar","title":"Rénover l’éducation à l’image par l’éducation populaire ou rénover l’éducation populaire par l’éducation à l’image ?","year":2024,"lang":"fr","type":"article","venue":"Éthique en éducation et en formation Les Dossiers du GREE","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Image (mathematics); Humanities; Art; Sociology; Computer vision; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004290534,0.0002872027,0.0002759158,0.0007253803,0.007192766,0.01081935,0.0009031873,0.002374498,0.006865575],"category_scores_gemma":[0.005447872,0.0001865152,0.000281929,0.000738323,0.02786444,0.007179023,0.004979278,0.004355937,0.001058666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004580595,"about_ca_system_score_gemma":0.004699166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01363953,"about_ca_topic_score_gemma":0.01665379,"domain_scores_codex":[0.996195,0.002044211,0.00004606039,0.0003435699,0.0005081424,0.0008629845],"domain_scores_gemma":[0.9977983,0.0007527122,0.0003363458,0.0003195476,0.0003376979,0.0004554139],"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":[0.00003150042,0.00005149843,0.003792071,0.00008393633,0.000009578058,0.0002250636,0.1975549,0.00007089487,0.0004394344,0.7586989,0.006214578,0.03282771],"study_design_scores_gemma":[0.00001655592,0.00006117974,0.01243169,0.0005027323,0.00001708165,0.0004092803,0.3107099,0.0002418114,0.0009426137,0.1223474,0.5522715,0.00004840062],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3204525,0.007116011,0.00482547,0.1249469,0.001113806,0.00004475104,0.0000413565,0.000055087,0.5414041],"genre_scores_gemma":[0.964326,0.001226108,0.0006022213,0.00515347,0.0002407826,0.00002347593,0.00001129899,0.00003667575,0.02837996],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01363953,"threshold_uncertainty_score":0.03323478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1047396690777081,"score_gpt":0.4160874554585685,"score_spread":0.3113477863808604,"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."}}