{"id":"W2994982786","doi":"10.1017/ice.2019.348","title":"Physician burnout and healthcare epidemiology: Dual implications worthy of greater scrutiny","year":2019,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Scrutiny; Burnout; Dual (grammatical number); Health care; Medicine; Epidemiology; Family medicine; Nursing; Political science; Clinical psychology; Pathology; Law","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":[0.02256578,0.0005213264,0.001656748,0.004381592,0.003845142,0.01077687,0.001475394,0.007041786,0.008547321],"category_scores_gemma":[0.07178306,0.0006717594,0.0009354852,0.004408407,0.01226621,0.01798167,0.007313443,0.01009081,0.0007324698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004098308,"about_ca_system_score_gemma":0.01001298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00978808,"about_ca_topic_score_gemma":0.02172762,"domain_scores_codex":[0.9830106,0.01072222,0.001120184,0.001070109,0.003019242,0.001057644],"domain_scores_gemma":[0.8414273,0.1269845,0.009102168,0.003269602,0.01107932,0.008137181],"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":[0.0005631889,0.0004337427,0.14669,0.005972366,0.0007951889,0.002564589,0.02332705,0.000744343,0.0007244,0.2854977,0.1340948,0.3985926],"study_design_scores_gemma":[0.0001028984,0.0003545816,0.2344523,0.02066865,0.0004460575,0.006207527,0.1106551,0.002417611,0.0005475655,0.347062,0.2766565,0.0004292623],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01972937,0.1675373,0.002109603,0.7939566,0.008021334,0.00003453175,0.0001390771,0.00002019788,0.008451969],"genre_scores_gemma":[0.5832918,0.2215704,0.005653203,0.1154611,0.0677264,0.0002157631,0.0001796373,0.00009873052,0.005803039],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02256578,"threshold_uncertainty_score":0.1193407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05469991501506091,"score_gpt":0.4141524452120319,"score_spread":0.359452530196971,"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."}}