{"id":"W1994575377","doi":"10.1001/jama.286.9.1082","title":"Medical Students and Remediation of Error","year":2001,"lang":"en","type":"article","venue":"JAMA","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Environmental remediation; Medical physics; Medical education; Contamination","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003321664,0.0002088247,0.0002690281,0.001761222,0.003637671,0.002251353,0.001133524,0.003255769,0.01465993],"category_scores_gemma":[0.07551424,0.000185254,0.0004374005,0.0008150456,0.00177218,0.001749735,0.002713946,0.002527226,0.001031279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002081675,"about_ca_system_score_gemma":0.009710209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01189596,"about_ca_topic_score_gemma":0.02141259,"domain_scores_codex":[0.9949368,0.002913893,0.0002622759,0.0002253845,0.0009261433,0.0007354433],"domain_scores_gemma":[0.9604365,0.01402323,0.01006396,0.001642945,0.007046654,0.006786712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004010798,0.004133559,0.4319314,0.0003815181,0.0001316009,0.002487952,0.01848878,0.0005344424,0.0003733645,0.0171409,0.07696445,0.4470311],"study_design_scores_gemma":[0.0005110944,0.002199212,0.6953,0.002090984,0.0002997271,0.006718761,0.07542556,0.002393787,0.001997059,0.03645341,0.1764511,0.0001594188],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5803956,0.01117468,0.001288618,0.2990358,0.002907228,0.00008943021,0.0002153523,0.0001536162,0.1047397],"genre_scores_gemma":[0.9806315,0.003591413,0.0006329641,0.006176509,0.0008429837,0.00001889876,0.00003670276,0.00002221694,0.008046798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01465993,"threshold_uncertainty_score":0.0490424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09842531910292215,"score_gpt":0.4715424072099851,"score_spread":0.3731170881070629,"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."}}