{"id":"W4247130906","doi":"10.2196/preprints.16285","title":"Reducing Burnout and Promoting Health and Wellness Among Medical Students, Residents, and Physicians in Alberta: Protocol for a Cross-Sectional Questionnaire Study (Preprint)","year":2019,"lang":"en","type":"preprint","venue":"","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Calgary; University of Alberta","funders":"","keywords":"Burnout; Attrition; Workforce; Data collection; Medicine; Family medicine; Mental health; Cross-sectional study; Protocol (science); Nursing; Psychology; Psychiatry; Clinical psychology; Alternative medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.02524779,0.002375789,0.002663032,0.002989934,0.005876671,0.0024257,0.002611889,0.002383533,0.03537828],"category_scores_gemma":[0.01556049,0.00319941,0.002786006,0.003431275,0.001754371,0.001672081,0.002001428,0.003793243,0.005440181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01237605,"about_ca_system_score_gemma":0.03853973,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06794361,"about_ca_topic_score_gemma":0.1156518,"domain_scores_codex":[0.9915837,0.004049001,0.001341182,0.0007091439,0.0009611953,0.001355763],"domain_scores_gemma":[0.9870299,0.002382382,0.001263576,0.00114133,0.006286076,0.001896795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.07077597,0.07336679,0.08414163,0.04435468,0.001155802,0.003494626,0.03833615,0.0131214,0.01523571,0.01233392,0.2580657,0.3856177],"study_design_scores_gemma":[0.07671179,0.03829334,0.4253765,0.0163581,0.0006120045,0.0005300288,0.03488994,0.006776725,0.004979188,0.006417041,0.3882171,0.0008382659],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.00614458,0.0001247054,0.001645628,0.0002042663,0.0001442215,0.9880332,0.002481127,0.00005188327,0.001170429],"genre_scores_gemma":[0.002568676,0.0001196528,0.003044906,0.0001740044,0.0000230935,0.9930373,0.000541052,0.000003759872,0.0004874763],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.9320564,"threshold_uncertainty_score":0.1350963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04893491386381011,"score_gpt":0.4826048529207367,"score_spread":0.4336699390569266,"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."}}