{"id":"W6899200528","doi":"10.58079/134do","title":"AAC - Colloque Médias automatisés - ACFAS 2025","year":2025,"lang":"fr","type":"article","venue":"Industrias Culturais (Universidade de Coimbra)","topic":"Cultural Insights and Digital Impacts","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Taste; Dysgeusia; Qualitative analysis","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":[0.00575842,0.001525622,0.000755545,0.003175976,0.004003017,0.009582597,0.002257961,0.004208498,0.1129847],"category_scores_gemma":[0.01286343,0.0005560584,0.000837967,0.002608156,0.002380191,0.004861965,0.003686159,0.002585526,0.03229598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008826889,"about_ca_system_score_gemma":0.009819368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1386693,"about_ca_topic_score_gemma":0.1081386,"domain_scores_codex":[0.9952786,0.001144235,0.0002480996,0.0006575121,0.002124939,0.0005466671],"domain_scores_gemma":[0.9890636,0.002288393,0.0004038533,0.001529448,0.005504448,0.001210404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004905714,0.000130485,0.001566121,0.0006111368,0.00004115391,0.0004038744,0.001893303,0.004656796,0.006653814,0.09294841,0.4679767,0.4226276],"study_design_scores_gemma":[0.00001497518,0.00002917833,0.0007269946,0.0001132867,0.000005055437,0.0000908388,0.0003686458,0.001494228,0.001540897,0.003330477,0.9922645,0.00002086974],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02232543,0.03299595,0.1496258,0.05664265,0.0333521,0.00108664,0.006564223,0.007915956,0.6894912],"genre_scores_gemma":[0.1068602,0.008285441,0.0575483,0.002146588,0.003850135,0.0005906626,0.005036902,0.002055821,0.8136261],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1386693,"threshold_uncertainty_score":0.3779714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1454549829078073,"score_gpt":0.3082368152014882,"score_spread":0.162781832293681,"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."}}