{"id":"W3021542889","doi":"10.1161/circulationaha.120.047865","title":"Response of Cardiac Surgery Units to COVID-19","year":2020,"lang":"en","type":"article","venue":"Circulation","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":87,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Cardiothoracic surgery; Cardiac surgery; Coronavirus disease 2019 (COVID-19); General surgery; Surgery; Internal medicine; Disease; Infectious disease (medical specialty)","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":[0.004818178,0.0002454266,0.0002692588,0.0007899168,0.000428661,0.00081294,0.0006362118,0.0006441566,0.002923262],"category_scores_gemma":[0.02847573,0.0002867196,0.0003428161,0.0009326329,0.0005069035,0.0008100913,0.002223847,0.000870837,0.0006597099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008303848,"about_ca_system_score_gemma":0.0009225823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003293429,"about_ca_topic_score_gemma":0.003296536,"domain_scores_codex":[0.9915003,0.004240209,0.0009794671,0.0009726264,0.001110477,0.001196888],"domain_scores_gemma":[0.9817324,0.004690337,0.00881603,0.0008979854,0.001599465,0.002263762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003478256,0.0002248276,0.9905592,0.0000471848,0.00003582005,0.00007578181,0.001243565,0.0002544409,0.0002174562,0.00004261463,0.0007121755,0.006239188],"study_design_scores_gemma":[0.00001833239,0.0008848589,0.9954693,0.00002703803,0.000008263182,0.00007769057,0.002152779,0.0005231868,0.0002337721,0.00003449379,0.0005563131,0.00001391324],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983595,0.00008785369,0.0001368607,0.0001582478,0.000009466037,0.00008853835,0.0003510948,0.000006849681,0.0008015339],"genre_scores_gemma":[0.9988067,0.00007673848,0.0001799438,0.0001976257,0.00001935267,0.0000901219,0.0003922527,0.000003291386,0.0002337912],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004818178,"threshold_uncertainty_score":0.02548122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05919917078210592,"score_gpt":0.3087893980237838,"score_spread":0.2495902272416779,"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."}}