{"id":"W2951839764","doi":"10.1136/bmjqs-2018-009147","title":"Safety-I, Safety-II and burnout: how complexity science can help clinician wellness","year":2019,"lang":"en","type":"article","venue":"BMJ Quality & Safety","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Burnout; Medicine; Patient safety; Workplace safety; Medical education; Nursing; Applied psychology; Occupational safety and health; Health care; Clinical psychology; Psychology; Pathology","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":[0.02275328,0.001372969,0.001913509,0.004579528,0.005180298,0.0123647,0.00253174,0.007751058,0.01013235],"category_scores_gemma":[0.04502324,0.000824336,0.001529141,0.001880153,0.02627331,0.02059275,0.01145011,0.01636241,0.001663204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009889291,"about_ca_system_score_gemma":0.01202952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005779252,"about_ca_topic_score_gemma":0.008861905,"domain_scores_codex":[0.9903094,0.006311948,0.0004873897,0.0006476252,0.001621458,0.0006220707],"domain_scores_gemma":[0.9434848,0.0444101,0.002063938,0.00192566,0.003639355,0.004476095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002543769,0.000314957,0.004987259,0.003434548,0.0002638987,0.0006133135,0.01920008,0.002220586,0.0003543435,0.5465604,0.1172356,0.3045606],"study_design_scores_gemma":[0.0000508907,0.000128984,0.001336433,0.003775716,0.00005240275,0.0003260487,0.005275855,0.001220882,0.0001767891,0.8571236,0.1304546,0.00007789444],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.004454371,0.1853854,0.02166584,0.7577351,0.007038855,0.00008387338,0.00006853783,0.0001538584,0.02341424],"genre_scores_gemma":[0.3994936,0.3325854,0.04571604,0.1828093,0.02647523,0.000608285,0.0002092266,0.0004044246,0.01169849],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02275328,"threshold_uncertainty_score":0.1203323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06828426058351167,"score_gpt":0.4066318914966803,"score_spread":0.3383476309131687,"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."}}