{"id":"W3022678359","doi":"10.1016/j.athoracsur.2020.04.017","title":"Safe Reintroduction of Cardiovascular Services During the COVID-19 Pandemic","year":2020,"lang":"en","type":"article","venue":"The Annals of Thoracic Surgery","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saint John Regional Hospital; Dalhousie University; St. Paul's Hospital; Vancouver General Hospital; University of British Columbia","funders":"Abbott Vascular; Abbott Laboratories; GE Healthcare; Abiomed; JenaValve; Boston Scientific Corporation; U.S. Food and Drug Administration; Medtronic; Siemens; Edwards Lifesciences; Bayer; Pfizer","keywords":"Pandemic; Triage; Coronavirus disease 2019 (COVID-19); Medicine; Public health; Disease; Intensive care medicine; Medical emergency; Adverse effect; Health care; Emergency medicine; Infectious disease (medical specialty); Internal medicine; Political science; Nursing","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":[0.00501673,0.0003893692,0.0004110388,0.0009410428,0.0021066,0.004146736,0.001359627,0.00355926,0.01023034],"category_scores_gemma":[0.02878047,0.0002409101,0.001133037,0.0005588878,0.001485882,0.002647932,0.007242604,0.00638708,0.001231717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003170495,"about_ca_system_score_gemma":0.02200205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02218657,"about_ca_topic_score_gemma":0.04215432,"domain_scores_codex":[0.9925011,0.002333311,0.0003772293,0.0002838773,0.001276434,0.00322822],"domain_scores_gemma":[0.9860788,0.002399142,0.002228731,0.0006150808,0.001802637,0.006875619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0009625748,0.001884673,0.26115,0.0008471144,0.0004450931,0.005345877,0.004949707,0.00484023,0.002523798,0.05561556,0.3366379,0.3247975],"study_design_scores_gemma":[0.000252888,0.001478793,0.5457849,0.00854897,0.0001799298,0.001687777,0.02221904,0.003628931,0.001165062,0.0526774,0.3621238,0.0002525898],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2322326,0.01423426,0.00435902,0.588981,0.01350837,0.0004096399,0.002387437,0.0005702434,0.1433174],"genre_scores_gemma":[0.8999045,0.006140576,0.002466538,0.08209862,0.004085689,0.0001821491,0.001101875,0.00009513482,0.003924798],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02218657,"threshold_uncertainty_score":0.04411489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2962968528820917,"score_gpt":0.4464391268174141,"score_spread":0.1501422739353224,"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."}}