{"id":"W4294351291","doi":"10.36834/cmej.75327","title":"Medical student stress, burnout, and workplace factors","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Saskatchewan","funders":"","keywords":"Burnout; Stress (linguistics); Psychology; Clinical psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001671761,0.0001564933,0.0002866015,0.001078628,0.001289874,0.001457959,0.0003160136,0.0006215204,0.002566166],"category_scores_gemma":[0.008389898,0.0002269585,0.0003094362,0.001039522,0.0006818167,0.0004843449,0.001217185,0.0008659741,0.0001948888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009391508,"about_ca_system_score_gemma":0.002900295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04430274,"about_ca_topic_score_gemma":0.07979096,"domain_scores_codex":[0.9987491,0.0003979417,0.00006945898,0.00005020344,0.0004245353,0.0003087688],"domain_scores_gemma":[0.9941173,0.00162815,0.00120132,0.00009075153,0.0006675284,0.00229496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006735432,0.0002911098,0.9872772,0.00004829169,0.00004330256,0.00005113024,0.001058496,0.00002735922,0.00007471771,0.0001313124,0.0008426708,0.01008708],"study_design_scores_gemma":[0.000003254711,0.00006348996,0.9979949,0.00004792067,0.00001239397,0.00003990336,0.001296845,0.00003531098,0.00001604716,0.00005727127,0.0004286024,0.000004046035],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910312,0.003218608,0.00006536193,0.002118502,0.00007441772,0.00001503785,0.000125312,0.000002955916,0.003348708],"genre_scores_gemma":[0.9979119,0.001227061,0.00005563699,0.0002032237,0.00007509007,0.00001153216,0.00008138366,0.000001370783,0.0004327492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04430274,"threshold_uncertainty_score":0.0880897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0295726167074362,"score_gpt":0.4331875715310023,"score_spread":0.4036149548235661,"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."}}