{"id":"W2046872008","doi":"10.1503/cmaj.140588","title":"Physician burnout: Who will protect us from ourselves?","year":2014,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Infographic; Burnout; Medicine; Computer science; Data mining; Clinical psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004561978,0.0006078644,0.001311309,0.0008571151,0.008423354,0.0038808,0.001513242,0.05098083,0.01774546],"category_scores_gemma":[0.02950184,0.000543096,0.0009286604,0.0006831862,0.004785269,0.008427668,0.002983737,0.04332602,0.0100909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007385361,"about_ca_system_score_gemma":0.01064223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02026959,"about_ca_topic_score_gemma":0.03239829,"domain_scores_codex":[0.996027,0.001319154,0.00038757,0.0003927411,0.001096944,0.0007765795],"domain_scores_gemma":[0.9865942,0.005388095,0.0008782864,0.0003418676,0.002435656,0.004361956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002167263,0.00004348921,0.0008561957,0.00006528572,0.000007144408,0.001036361,0.0005129843,0.00001695709,0.00009200767,0.001797993,0.9806393,0.01491063],"study_design_scores_gemma":[0.0001340403,0.0001921775,0.005504561,0.002828589,0.00004215288,0.005368015,0.008331706,0.0003869219,0.0002329725,0.01826827,0.9585772,0.0001332322],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0001507769,0.0007328502,0.00001820322,0.9957254,0.002121324,0.000003280059,0.000007573947,0.000006286806,0.001234271],"genre_scores_gemma":[0.003840638,0.002009966,0.0001122169,0.9777605,0.01189166,0.00002400452,0.0000148331,0.00001407091,0.004332142],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.05098083,"threshold_uncertainty_score":0.0593645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02524339910709902,"score_gpt":0.3484261193703362,"score_spread":0.3231827202632372,"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."}}