{"id":"W3169975943","doi":"10.1111/jocs.15681","title":"Cardiac surgeons' concerns, perceptions, and responses during the COVID‐19 pandemic","year":2021,"lang":"en","type":"article","venue":"Journal of Cardiac Surgery","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; Toronto General Hospital; University of Alberta; Dalhousie University; Libin Cardiovascular Institute of Alberta; Health Sciences Centre; Royal Columbian Hospital; Université de Montréal; St. Michael's Hospital; St. Boniface Hospital; Kelowna General Hospital; Sunnybrook Health Science Centre; University of Calgary; Royal Jubilee Hospital; University of Toronto; Island Health; Western University; University of Manitoba; Saint John Regional Hospital; University of British Columbia, Okanagan Campus; Queen's University; Montreal Heart Institute; University of British Columbia","funders":"National Center for Advancing Translational Sciences","keywords":"Medicine; Coronavirus disease 2019 (COVID-19); Pandemic; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Coronavirus Infections; Perception; Betacoronavirus; MEDLINE; Intensive care medicine; Medical emergency; Cardiology; Virology; Internal medicine; Neuroscience; Outbreak; Disease","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002381706,0.000105893,0.0005671727,0.000165917,0.0002139454,0.00004755265,0.00002255624,0.00008140909,0.0001715228],"category_scores_gemma":[0.001885202,0.00007425399,0.0007090606,0.0001847883,0.00007562893,0.0001353622,0.00002220692,0.0002910371,0.000005960039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001389272,"about_ca_system_score_gemma":0.0007043691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001748416,"about_ca_topic_score_gemma":0.000002458983,"domain_scores_codex":[0.9982862,0.0006224425,0.0004708796,0.0001168277,0.0003377507,0.0001658832],"domain_scores_gemma":[0.9972299,0.001743731,0.0002554804,0.0001685978,0.0003919433,0.0002103147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004225849,0.00001822736,0.9778398,0.00004923154,0.0002893689,0.00009379286,0.0001523924,0.000008631163,0.007526015,0.00001027959,0.01065735,0.002932304],"study_design_scores_gemma":[0.0002633648,0.00001844346,0.8740981,0.00005760049,0.0002767636,0.002149245,0.0005378773,0.000004674017,0.0003181893,0.00001536011,0.1221838,0.00007655999],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860969,0.009886842,0.0001043787,0.001859333,0.001662224,0.00008907825,0.00002184854,0.00002050199,0.0002589403],"genre_scores_gemma":[0.9887825,0.008406985,0.00001368831,0.0004783073,0.001086561,0.000004457969,0.000007257795,0.00001306906,0.001207211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1115264,"threshold_uncertainty_score":0.302799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03733605469392543,"score_gpt":0.3128835138039883,"score_spread":0.2755474591100628,"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."}}