{"id":"W4239303133","doi":"10.7202/019399ar","title":"Introduction","year":2008,"lang":"fr","type":"article","venue":"Voix et Images","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Université du Québec à Montréal","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"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":[0.0004958358,0.0002632556,0.0002293708,0.0001888545,0.0002174438,0.00006654127,0.000176053,0.0001300516,0.004156941],"category_scores_gemma":[0.0004773854,0.0003015866,0.0001150591,0.0005794557,0.0007343119,0.001017408,0.00009123387,0.0004102615,0.1267764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002053993,"about_ca_system_score_gemma":0.0001462152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005298951,"about_ca_topic_score_gemma":0.00002627209,"domain_scores_codex":[0.9979919,0.0003764624,0.0002706838,0.0004839335,0.0003474016,0.0005296418],"domain_scores_gemma":[0.9988872,0.00007216577,0.0001268364,0.0005646026,0.0002059667,0.0001431667],"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":[0.00003110749,0.0002817143,0.0009577544,0.00004177261,0.00005204811,0.0001497193,0.001017615,0.0001661324,0.05480752,0.001287697,0.935928,0.005278886],"study_design_scores_gemma":[0.0004147965,0.00008802763,0.02596494,0.00002762817,0.00005783346,0.001247996,0.00007478143,0.00008715109,0.05243994,0.000329995,0.9189623,0.0003046174],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.3219687,0.04732144,0.00190245,0.5850838,0.01439073,0.0006921596,0.004781234,0.001217557,0.02264187],"genre_scores_gemma":[0.128035,0.004518753,0.01064059,0.0004931869,0.01112563,0.00002364455,0.0001178625,0.0002851082,0.8447602],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8221184,"threshold_uncertainty_score":0.9999436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0194255536087816,"score_gpt":0.2695105717313314,"score_spread":0.2500850181225498,"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."}}