{"id":"W3166821542","doi":"10.1007/s43678-021-00150-7","title":"Post-COVID implications for physician wellness, education, and clinical medicine","year":2021,"lang":"en","type":"letter","venue":"Canadian Journal of Emergency Medicine","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; University of Toronto","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Medicine; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Pandemic; MEDLINE; Family medicine; Betacoronavirus; Virology; Infectious disease (medical specialty); Internal medicine; Disease; Outbreak","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":[0.007186939,0.00048274,0.001066331,0.001074624,0.0282625,0.0078952,0.002674242,0.08962012,0.0256071],"category_scores_gemma":[0.04898847,0.0007529201,0.001263922,0.0009537843,0.008735782,0.005190456,0.004105837,0.05135479,0.005479615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02158598,"about_ca_system_score_gemma":0.06539399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1651491,"about_ca_topic_score_gemma":0.4244474,"domain_scores_codex":[0.9914671,0.001866281,0.0007898266,0.000473288,0.002208109,0.003195394],"domain_scores_gemma":[0.9506335,0.0157511,0.001803776,0.0009175684,0.01008,0.02081399],"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":[0.00005050108,0.0001740015,0.003828975,0.00006271303,0.00001273615,0.005283508,0.00173037,0.0000584129,0.0001482572,0.005596702,0.9735249,0.009529059],"study_design_scores_gemma":[0.0002007642,0.0001722214,0.01950745,0.001516443,0.00004444467,0.003936402,0.02861224,0.0005183955,0.0001950518,0.01806614,0.9270437,0.0001866939],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0009444597,0.0002944949,0.0000158938,0.9891362,0.004511895,0.000008707872,0.0000117009,0.000006198843,0.005070427],"genre_scores_gemma":[0.01929566,0.0008070138,0.0001849126,0.9403208,0.01955911,0.00006183652,0.00002044799,0.00001815758,0.01973198],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1651491,"threshold_uncertainty_score":0.3283757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1892199417842127,"score_gpt":0.5196265825206318,"score_spread":0.330406640736419,"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."}}