{"id":"W4243420770","doi":"10.1051/pmed/20099993","title":"Communications orales","year":2009,"lang":"fr","type":"article","venue":"Pédagogie médicale","topic":"Health, Medicine and Society","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; Université de Montréal","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.002820455,0.00028844,0.0005786616,0.00007852245,0.001684557,0.00002426348,0.0009959819,0.001692436,0.003818485],"category_scores_gemma":[0.001805752,0.0002778076,0.0002128645,0.0005588947,0.0008116625,0.0002255666,0.0002472248,0.004765052,0.004111209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003473155,"about_ca_system_score_gemma":0.001943148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004769504,"about_ca_topic_score_gemma":0.0002083193,"domain_scores_codex":[0.994171,0.002662036,0.001000502,0.0004136067,0.0004715715,0.001281304],"domain_scores_gemma":[0.9943229,0.002280894,0.0002436909,0.002010423,0.0002372676,0.0009048164],"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":[0.00001304999,0.0007302082,0.002005014,0.0003286482,0.00002846183,0.00001812316,0.02711022,9.156464e-7,0.00005189994,0.02834704,0.6202311,0.3211353],"study_design_scores_gemma":[0.0008706214,0.000266099,0.01613498,0.0007230016,0.0000753858,0.000005968428,0.01839917,0.0004797932,0.000007596199,0.004576757,0.9582016,0.0002589674],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.02471602,0.08225187,0.001276876,0.726517,0.002554299,0.001103658,0.00009923559,0.0003465954,0.1611345],"genre_scores_gemma":[0.2991047,0.08159336,0.0219536,0.2205184,0.004224878,0.00009718533,0.0001936095,0.00008755763,0.3722267],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5059986,"threshold_uncertainty_score":0.9999674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1841442317018928,"score_gpt":0.486538576066203,"score_spread":0.3023943443643101,"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."}}