{"id":"W3128859392","doi":"10.1093/ejcts/ezab023","title":"Shared learning in and beyond the COVID-19 pandemic","year":2021,"lang":"en","type":"letter","venue":"European Journal of Cardio-Thoracic Surgery","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; Medicine; Aortic dissection; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Thoracic aortic aneurysm; Dissection (medical); Mortality rate; Aneurysm; Surgery; Aortic aneurysm; Radiology; Internal medicine; Virology; Aorta; 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":[0.007467881,0.000659323,0.001150452,0.0006743001,0.004388139,0.005622851,0.00165345,0.035754,0.01274515],"category_scores_gemma":[0.04312802,0.0004295394,0.001122349,0.0004952151,0.006014906,0.01250827,0.006505579,0.0371806,0.006546453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003623219,"about_ca_system_score_gemma":0.005605067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001576891,"about_ca_topic_score_gemma":0.00329364,"domain_scores_codex":[0.9931906,0.00345486,0.0004176197,0.0006508112,0.00127217,0.001013902],"domain_scores_gemma":[0.9682611,0.01854104,0.001894322,0.0008429104,0.003061336,0.00739927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002906688,0.00003152107,0.0004175638,0.0001964223,0.00001896414,0.001354953,0.000426586,0.00004650868,0.00008127061,0.004642531,0.973859,0.01889548],"study_design_scores_gemma":[0.00005083694,0.00008491045,0.000816369,0.0009297026,0.00001815614,0.002630962,0.00153369,0.0001831662,0.00009702137,0.01995949,0.9736351,0.0000606071],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001601909,0.002322275,0.00007276925,0.9880851,0.00853119,0.000002769047,0.00001899616,0.00001389266,0.0007928294],"genre_scores_gemma":[0.004446213,0.00289104,0.0001818591,0.9572397,0.03340114,0.0000162118,0.00002714352,0.00001927034,0.001777413],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.035754,"threshold_uncertainty_score":0.04263675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1433101410160605,"score_gpt":0.3772044256571117,"score_spread":0.2338942846410512,"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."}}