{"id":"W4386241927","doi":"10.1089/pop.2023.0070","title":"Causes of Death Among Health Care Professionals in the United States","year":2023,"lang":"en","type":"article","venue":"Population Health Management","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton; Impact; McMaster University; Population Health Research Institute; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Population; Health care; Confidence interval; Demography; Disease; Gerontology; Internal medicine; Environmental health","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":[0.000615193,0.0002365739,0.0002643586,0.002490475,0.0003775773,0.0006556326,0.000290082,0.0003597171,0.003416732],"category_scores_gemma":[0.003177615,0.0001926892,0.0005276069,0.003251903,0.0001223236,0.000397236,0.0006076823,0.0005861343,0.0007899514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008047532,"about_ca_system_score_gemma":0.001248711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03541675,"about_ca_topic_score_gemma":0.05780144,"domain_scores_codex":[0.9990634,0.0001551203,0.0001935226,0.0001534857,0.0003295637,0.0001049394],"domain_scores_gemma":[0.9980471,0.0002499112,0.0008796288,0.00005437704,0.000465035,0.0003039661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000449861,0.00004980747,0.9309701,0.0003217044,0.000218392,0.0001133491,0.0002039531,0.0001422982,0.00009579889,0.0002697252,0.04649335,0.02107667],"study_design_scores_gemma":[0.00001539908,0.00003306123,0.9864748,0.000311072,0.00007056238,0.0002454845,0.0003661261,0.0002156036,0.00003648999,0.0001384512,0.01208433,0.000008666687],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6461576,0.04236048,0.001553411,0.005300781,0.001293986,0.0005848091,0.2498628,0.0004383777,0.05244776],"genre_scores_gemma":[0.8443802,0.02035123,0.002159856,0.004262399,0.0007914512,0.0007610869,0.1190061,0.00004256593,0.008245102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03541675,"threshold_uncertainty_score":0.07042122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.143694313660623,"score_gpt":0.497032994469029,"score_spread":0.353338680808406,"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."}}