{"id":"W3092295057","doi":"10.36834/cmej.70305","title":"Medical student stress and burnout: Before and after COVID-19","year":2020,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Burnout; 2019-20 coronavirus outbreak; Stress (linguistics); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Coronavirus Infections; Psychology; Medicine; Medical education; Clinical psychology; Virology; Internal medicine; Outbreak; Linguistics; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.003759732,0.0003090956,0.0008853198,0.00164598,0.008355952,0.005484357,0.00102938,0.002117143,0.007849878],"category_scores_gemma":[0.01494759,0.0004934039,0.0009181153,0.002103981,0.002508441,0.002076127,0.004314411,0.003644781,0.0005884397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0112282,"about_ca_system_score_gemma":0.02626943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3052676,"about_ca_topic_score_gemma":0.5704142,"domain_scores_codex":[0.9970696,0.0005319903,0.0001128359,0.000178021,0.0006793981,0.001428209],"domain_scores_gemma":[0.9868491,0.001903997,0.001127622,0.0003579593,0.003093397,0.006667936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002178326,0.003206372,0.8685355,0.0003334725,0.0001745734,0.0005984429,0.04465572,0.0001163233,0.0006934615,0.002560441,0.006116486,0.07083089],"study_design_scores_gemma":[0.00002055273,0.0001832227,0.967772,0.0001433798,0.00002751628,0.00002494538,0.02819629,0.00004188125,0.00006444236,0.0002333786,0.003267858,0.00002451053],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98169,0.002349538,0.0000697309,0.005393459,0.0005165769,0.0000679125,0.0002091411,0.000008719967,0.009694949],"genre_scores_gemma":[0.9960985,0.0007346131,0.00006552407,0.0004729157,0.0001747555,0.00003095032,0.0001447287,0.00000628515,0.002271605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3052676,"threshold_uncertainty_score":0.6069815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03365139491415495,"score_gpt":0.4504761597845588,"score_spread":0.4168247648704039,"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."}}