{"id":"W3044245418","doi":"10.1016/j.jtcvs.2020.06.146","title":"Are maladaptive brain changes the reason for burnout and medical error?","year":2020,"lang":"en","type":"article","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Boniface Hospital; University of Manitoba","funders":"Pfizer Canada","keywords":"Burnout; Psychology; Clinical psychology; Cognitive psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000930141,0.0003203985,0.0004136186,0.0008862186,0.0007746968,0.001388425,0.0006997378,0.001883884,0.007419693],"category_scores_gemma":[0.01064704,0.0003194243,0.0003731756,0.0005298101,0.002127036,0.001097891,0.0006044017,0.00204313,0.0005933376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006912279,"about_ca_system_score_gemma":0.00154589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003486531,"about_ca_topic_score_gemma":0.004998135,"domain_scores_codex":[0.9993223,0.0001628424,0.00003909541,0.0001161192,0.0001598265,0.0001997601],"domain_scores_gemma":[0.9956124,0.001348978,0.001518538,0.0003365162,0.000684103,0.0004993617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000793013,0.001936917,0.8627411,0.000382443,0.0006473112,0.006395393,0.004118958,0.0004332947,0.00455253,0.005647438,0.005471028,0.1068807],"study_design_scores_gemma":[0.0000636544,0.0002468043,0.9770387,0.0001934208,0.0001048161,0.003897079,0.005382773,0.0004136921,0.0007157123,0.008848704,0.003058329,0.0000364169],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9477575,0.006055734,0.001309483,0.02665851,0.0004411253,0.00005383467,0.000271868,0.00004152783,0.0174104],"genre_scores_gemma":[0.9946185,0.001463086,0.0006273661,0.00190334,0.0002891675,0.00001847939,0.00008861568,0.00000820108,0.0009831638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007419693,"threshold_uncertainty_score":0.0248214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05866353813175967,"score_gpt":0.3414684489825735,"score_spread":0.2828049108508138,"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."}}