{"id":"W3189878868","doi":"10.1136/openhrt-2021-001681","title":"Impact of COVID-19 on the imaging diagnosis of cardiac disease in Europe","year":2021,"lang":"en","type":"article","venue":"Open Heart","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"British Heart Foundation; Israel Cancer Research Fund","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medicine; Disease; Cardiac imaging; Internal medicine; Cardiology; Intensive care medicine; Virology; Infectious disease (medical specialty); Outbreak","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":[0.0005635003,0.00009727439,0.000378784,0.00007426461,0.00004434714,0.00002175499,0.0001214743,0.00002081449,0.0006617359],"category_scores_gemma":[0.004650377,0.00006478644,0.0001391083,0.0005285821,0.0000532878,0.00006649747,0.000140307,0.0001521012,0.00002140715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001780387,"about_ca_system_score_gemma":0.003554498,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01131969,"about_ca_topic_score_gemma":0.0001146524,"domain_scores_codex":[0.9988434,0.0002604814,0.0002586892,0.0001992335,0.0002294646,0.0002087434],"domain_scores_gemma":[0.9980198,0.0007844648,0.00006142734,0.000537379,0.000165189,0.0004317279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003176182,0.0002292429,0.9760638,0.0002062366,0.00002486188,0.00009732324,0.000442453,0.00003142266,0.0007294218,0.0001884919,0.02019634,0.00147279],"study_design_scores_gemma":[0.0005441252,0.0001617683,0.9590026,0.0003356387,0.00003410485,0.000003775851,0.0001036367,0.00003118295,0.0008822734,0.00005594671,0.03878319,0.00006179419],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9199922,0.001206514,0.000001228599,0.07639989,0.00006726779,0.0006536797,0.0001051613,0.000007296775,0.001566769],"genre_scores_gemma":[0.9925821,0.0003882639,0.00002471364,0.006683386,0.00004692138,0.00002950882,0.00001733234,0.000015711,0.000212093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07258987,"threshold_uncertainty_score":0.995264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1031746661504554,"score_gpt":0.4578180048055083,"score_spread":0.3546433386550529,"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."}}