{"id":"W4410426382","doi":"10.61737/zfnv7842","title":"Dialogues interdisciplinaires : repenser la culture à l'ère de l'IA","year":2025,"lang":"fr","type":"report","venue":"","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.04085662,0.00140749,0.001439994,0.003204997,0.04419768,0.03515428,0.003562316,0.008553679,0.0111544],"category_scores_gemma":[0.03824525,0.0008963937,0.001458425,0.002605666,0.07904442,0.02466927,0.03214123,0.02746325,0.00274801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03571963,"about_ca_system_score_gemma":0.04470367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07117238,"about_ca_topic_score_gemma":0.06599618,"domain_scores_codex":[0.9336175,0.05375094,0.000900581,0.002503839,0.004810513,0.004416567],"domain_scores_gemma":[0.9561034,0.02438037,0.002465296,0.002905524,0.006921684,0.007223657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002013655,0.00003757807,0.0004414287,0.000194158,0.00001130025,0.0002282271,0.833067,0.00006819841,0.0003442467,0.1406463,0.0113159,0.01362553],"study_design_scores_gemma":[0.00001081544,0.0000262171,0.0007428475,0.0008091215,0.00001195478,0.0001473432,0.4417955,0.000102786,0.0001960093,0.0234702,0.5326543,0.00003294548],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.09110638,0.02362475,0.03593897,0.3222366,0.008116813,0.0002935112,0.00009372245,0.0003609548,0.5182282],"genre_scores_gemma":[0.8276389,0.009458901,0.006084549,0.04475846,0.001272685,0.0006251389,0.00007394254,0.0004368715,0.1096507],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07117238,"threshold_uncertainty_score":0.2591653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2119305653522256,"score_gpt":0.4972791227283052,"score_spread":0.2853485573760797,"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."}}