{"id":"W3133762481","doi":"10.1007/s12630-021-01956-w","title":"Supporting vulnerable physicians at high risk from COVID-19 during the pandemic: a call for action","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; University of Toronto; Dalhousie University; Izaak Walton Killam Health Centre; Toronto Western Hospital; Women's College Hospital","funders":"University of Toronto; Canadian Anesthesiologists' Society","keywords":"Pandemic; Medicine; Intensive care medicine; Disease; Personal protective equipment; Population; Infection control; Transmission (telecommunications); Health care; Medical emergency; Outbreak; Environmental health; Coronavirus disease 2019 (COVID-19); Infectious disease (medical specialty); Internal medicine; Virology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.02693572,0.001195875,0.002290056,0.001972732,0.0147647,0.01998595,0.005684255,0.05230118,0.03865987],"category_scores_gemma":[0.1057357,0.001109842,0.003675489,0.001360407,0.01273929,0.02230543,0.02021194,0.04889981,0.004547944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0120233,"about_ca_system_score_gemma":0.129103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05559199,"about_ca_topic_score_gemma":0.1342823,"domain_scores_codex":[0.9741738,0.01065295,0.001482509,0.001470956,0.005100748,0.007118926],"domain_scores_gemma":[0.8098019,0.05817644,0.01057407,0.00396679,0.02132829,0.09615263],"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":[0.0002405304,0.000584104,0.008899929,0.001105354,0.0001683072,0.001543902,0.007182697,0.0003827334,0.0004979707,0.01808962,0.8870675,0.07423729],"study_design_scores_gemma":[0.0003876383,0.0005762805,0.02112542,0.01322026,0.0002929768,0.001297789,0.09467681,0.0007902957,0.000339501,0.05994316,0.806847,0.0005029077],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.001033342,0.003069651,0.0001367115,0.9894428,0.003574622,0.0000145325,0.00003690151,0.00003038322,0.002661005],"genre_scores_gemma":[0.05388742,0.0176259,0.003123005,0.907007,0.01494461,0.0001733161,0.0001644145,0.00006977022,0.003004585],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.05559199,"threshold_uncertainty_score":0.1424515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03876339379023319,"score_gpt":0.3265710083466387,"score_spread":0.2878076145564055,"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."}}