{"id":"W7159968310","doi":"10.7202/1124871ar","title":"LIVRES PARUS","year":2025,"lang":"fr","type":"article","venue":"Voix et Images","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007050449,0.000363018,0.00034741,0.0003318916,0.0001645635,0.0003464898,0.0004389854,0.0001957858,0.002550035],"category_scores_gemma":[0.0007817195,0.0003990247,0.0001845841,0.000956285,0.0005617219,0.000525953,0.0003246169,0.0004708972,0.04678205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001809587,"about_ca_system_score_gemma":0.0003600765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001630271,"about_ca_topic_score_gemma":0.0002389584,"domain_scores_codex":[0.9975761,0.0005125736,0.0003638321,0.000524444,0.000287523,0.0007355551],"domain_scores_gemma":[0.998345,0.0004798115,0.0001122398,0.0007408112,0.0001830856,0.0001390894],"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":[0.00004414926,0.0004601379,0.003142785,0.0002616247,0.0002064902,0.0001276717,0.0004930535,0.00006615557,0.01239043,0.02454442,0.9227411,0.03552197],"study_design_scores_gemma":[0.0006300333,0.0000643165,0.02818258,0.000587776,0.0002048302,0.00001639049,0.0002141116,0.0001741503,0.03834877,0.007767483,0.9234543,0.0003551978],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03925446,0.2620137,0.001332067,0.2526772,0.00914492,0.0009728809,0.01345371,0.001245778,0.4199053],"genre_scores_gemma":[0.167082,0.00283676,0.004305924,0.002080336,0.0003373669,0.00004911981,0.00004092194,0.0001504934,0.8231171],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4032118,"threshold_uncertainty_score":0.9998462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01281582736256479,"score_gpt":0.3211028984376229,"score_spread":0.3082870710750581,"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."}}