{"id":"W4405146082","doi":"10.2196/68046","title":"Transforming Medical Education to Make Patient Safety Part of the Genome of a Modern Health Care Worker","year":2024,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Health care; Healthcare worker; Patient safety; Business; Nursing; Medicine; Computer science; World Wide Web; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00972791,0.0002782909,0.000269016,0.0007887731,0.003347295,0.005500571,0.001074677,0.003776895,0.007669616],"category_scores_gemma":[0.03250148,0.0002203963,0.0002847388,0.0004804827,0.006534029,0.003041471,0.005524982,0.006851065,0.001670079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002376263,"about_ca_system_score_gemma":0.01878051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003228049,"about_ca_topic_score_gemma":0.004206264,"domain_scores_codex":[0.9949036,0.002693853,0.0001571784,0.0002074288,0.00139408,0.0006439131],"domain_scores_gemma":[0.971447,0.01364248,0.003069127,0.001355743,0.003473996,0.007011705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009435329,0.001236024,0.02450672,0.001655162,0.00004761656,0.0004547577,0.03654177,0.001048278,0.005100239,0.07082057,0.1385974,0.7198972],"study_design_scores_gemma":[0.00005963626,0.0006037587,0.03857129,0.006380257,0.00005927529,0.001278271,0.05750873,0.001055933,0.003438574,0.09099543,0.7999264,0.0001224754],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03954214,0.009423597,0.01118051,0.8905256,0.004307499,0.00008410951,0.00005842471,0.0002684662,0.04460962],"genre_scores_gemma":[0.6842173,0.02529651,0.06228767,0.2087041,0.003886532,0.0002707967,0.0001439741,0.0001422288,0.01505095],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00972791,"threshold_uncertainty_score":0.05144674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005070173247799836,"score_gpt":0.2629633893350301,"score_spread":0.2578932160872303,"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."}}