{"id":"W3015301564","doi":"10.1101/2020.04.05.20054494","title":"Physician Deaths from Corona Virus Disease (COVID-19)","year":2020,"lang":"en","type":"preprint","venue":"medRxiv","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of British Columbia; University of Toronto","funders":"","keywords":"Medicine; Pandemic; Coronavirus disease 2019 (COVID-19); Family medicine; Front line; China; Disease; Health care; Cause of death; Infectious disease (medical specialty); Medical emergency; Internal medicine","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":[0.0004097731,0.0003177441,0.0002062366,0.002633498,0.0003148591,0.0005459909,0.0002793614,0.0002980528,0.004586895],"category_scores_gemma":[0.002243548,0.00009693859,0.0005473105,0.002686327,0.0001975853,0.0005185006,0.0005381361,0.0003158464,0.0006690205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004654914,"about_ca_system_score_gemma":0.0005697195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007034321,"about_ca_topic_score_gemma":0.01063019,"domain_scores_codex":[0.9992148,0.00009905511,0.0001864288,0.0001055579,0.0002584812,0.0001356847],"domain_scores_gemma":[0.9975201,0.0002989267,0.001626832,0.00005031718,0.0002931726,0.000210548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002935175,0.00002161431,0.9595141,0.001869131,0.0001602395,0.001138843,0.0002461198,0.0001251662,0.0003804725,0.0002682115,0.01482074,0.02116184],"study_design_scores_gemma":[0.00002317941,0.00008846899,0.974885,0.0006064489,0.0001003627,0.003571716,0.0006833509,0.0002558939,0.0003653757,0.00009500221,0.01931501,0.00001018451],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8465724,0.02848484,0.0007245019,0.0009883698,0.0004100283,0.0003538047,0.09564976,0.000250114,0.02656613],"genre_scores_gemma":[0.951499,0.008573712,0.0006470778,0.0004498317,0.0002790693,0.0001097963,0.03581034,0.00001544649,0.002615727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007034321,"threshold_uncertainty_score":0.01534474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1728360788528319,"score_gpt":0.4213901008881219,"score_spread":0.24855402203529,"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."}}