{"id":"W3211892000","doi":"10.1503/cmaj.202066-f","title":"Problèmes associés au déploiement des modèles fondés sur l’apprentissage machine en santé","year":2021,"lang":"fr","type":"article","venue":"Canadian Medical Association Journal","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada); University of Toronto; Montreal Clinical Research Institute; University of Alberta","funders":"","keywords":"Humanities; Philosophy; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.008885172,0.001248404,0.00134746,0.001480268,0.00178113,0.005444212,0.00183168,0.003956732,0.006213588],"category_scores_gemma":[0.04058811,0.0009217642,0.001154547,0.001282971,0.001628813,0.004417873,0.002436162,0.003367811,0.0008854484],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003442843,"about_ca_system_score_gemma":0.003637692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01914304,"about_ca_topic_score_gemma":0.01242765,"domain_scores_codex":[0.9934121,0.003052559,0.0004182903,0.0009568735,0.001777315,0.0003828885],"domain_scores_gemma":[0.9676283,0.02582906,0.001479355,0.001086974,0.003462379,0.0005138622],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006033279,0.0003410446,0.02294905,0.0009938836,0.0003537637,0.0008812353,0.001488667,0.6586547,0.004634464,0.05735344,0.01299228,0.238754],"study_design_scores_gemma":[0.00004824979,0.000226974,0.005111931,0.0003379566,0.0001635465,0.0005006738,0.0009807482,0.9226213,0.005971621,0.04668338,0.01726531,0.00008836146],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1967006,0.009777887,0.7363906,0.03455882,0.0008427498,0.0004424847,0.001052302,0.001369222,0.01886537],"genre_scores_gemma":[0.8197897,0.003187726,0.1658262,0.0007867041,0.0002902296,0.0003421804,0.0006458736,0.0001452697,0.008986102],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9965572,"threshold_uncertainty_score":0.04698986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06020822311842527,"score_gpt":0.3631239644104205,"score_spread":0.3029157412919952,"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."}}