{"id":"W4404657108","doi":"10.2196/preprints.69168","title":"Prevalence and Correlates of Depression, Anxiety, and Burnout Among Physicians and Postgraduate Medical Trainees: A Scoping Review of Recent Literature (Preprint)","year":2024,"lang":"en","type":"review","venue":"","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Dalhousie University","funders":"","keywords":"Burnout; Preprint; Anxiety; Depression (economics); Medicine; Clinical psychology; Psychology; Family medicine; Cross-sectional study; Psychiatry","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":[0.01241974,0.001207358,0.005443417,0.01975605,0.001034248,0.003633137,0.001737222,0.002229211,0.003980475],"category_scores_gemma":[0.05284697,0.001332277,0.006664012,0.01958609,0.0009113711,0.002882588,0.002129029,0.001096903,0.0003680752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003581654,"about_ca_system_score_gemma":0.01358717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008535343,"about_ca_topic_score_gemma":0.0210465,"domain_scores_codex":[0.9893373,0.002292637,0.00518795,0.0008817016,0.002000874,0.0002995536],"domain_scores_gemma":[0.9549161,0.03250701,0.007810352,0.0005198821,0.003963779,0.000283038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009901358,0.00002239826,0.002265018,0.9352703,0.004550388,0.0001338744,0.0004927792,0.0000740711,0.0001633886,0.0002178408,0.002300065,0.05441086],"study_design_scores_gemma":[0.00003833357,0.0001093148,0.009521945,0.9463623,0.02648537,0.0005012836,0.0006089652,0.00006002887,0.0001608186,0.0001894269,0.01593147,0.00003090372],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001620077,0.9968425,0.0001261242,0.0002873778,0.0001358572,0.0002299112,0.0004729763,0.000005239268,0.0002800116],"genre_scores_gemma":[0.009632734,0.9882795,0.0005228346,0.0004386609,0.0001280916,0.0005653298,0.0003363142,0.000003885165,0.00009263877],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01975605,"threshold_uncertainty_score":0.06568265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05602170069358366,"score_gpt":0.4518351162896438,"score_spread":0.3958134155960601,"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."}}