{"id":"W3082494803","doi":"10.1016/j.dsx.2020.09.003","title":"COVID-19 and mortality in doctors","year":2020,"lang":"en","type":"article","venue":"Diabetes & Metabolic Syndrome Clinical Research & Reviews","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":82,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Canadian Medical Association","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; Medicine; Pandemic; Pneumonia; Outbreak; Internal medicine; Infectious disease (medical specialty); Disease","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01483519,0.0001942647,0.001533506,0.0002202943,0.0001086774,0.0000500935,0.0001598891,0.0001829838,0.0009087234],"category_scores_gemma":[0.0511636,0.0001463238,0.0003507467,0.001172059,0.0003410711,0.0001490843,0.0001563402,0.001066833,0.0003500014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000549104,"about_ca_system_score_gemma":0.0003879734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007394539,"about_ca_topic_score_gemma":0.00002145626,"domain_scores_codex":[0.9943441,0.002254867,0.001514115,0.0006704516,0.0006174835,0.0005989748],"domain_scores_gemma":[0.9958572,0.001569029,0.0001761515,0.000468517,0.0001669375,0.001762099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005167843,0.0001785688,0.9512934,0.0006063339,0.00006751881,0.0000446003,0.00007424319,7.504665e-7,0.0000805628,0.000377498,0.001460065,0.04576475],"study_design_scores_gemma":[0.001079676,0.0002762047,0.5964208,0.00008503401,0.00006555123,0.000005429627,0.000008959038,0.0004675779,0.000007786261,0.0002175902,0.4012814,0.00008393602],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9521401,0.0406658,0.00008222663,0.0046152,0.0001687014,0.001751933,0.000009085724,0.00005154446,0.0005153996],"genre_scores_gemma":[0.9611151,0.03057503,0.0001225193,0.007452029,0.00034343,0.0001963705,0.00002726164,0.00002083195,0.000147387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3998213,"threshold_uncertainty_score":0.9949884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3375362523296812,"score_gpt":0.5301717028405172,"score_spread":0.192635450510836,"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."}}