{"id":"W4296039596","doi":"10.1002/ehf2.14118","title":"Heart Failure During the COVID-19 Pandemic: Clinical, Diagnostic, Management, and Organizational Dilemmas","year":2022,"lang":"en","type":"review","venue":"ESC Heart Failure","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Medicine; Pandemic; Heart failure; Intensive care medicine; Cardiogenic shock; Coronavirus disease 2019 (COVID-19); Epidemiology; Disease management; Disease; Internal medicine; Cardiology; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001192021,0.0007004708,0.001605754,0.000194844,0.0005762431,0.0001884592,0.000654733,0.0005036055,0.00738618],"category_scores_gemma":[0.0009210738,0.0005587771,0.0004722684,0.0007946164,0.000126209,0.0001561183,0.000580724,0.001681497,0.0005052994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002853152,"about_ca_system_score_gemma":0.0001974434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007644461,"about_ca_topic_score_gemma":0.00005102126,"domain_scores_codex":[0.9960286,0.0005959087,0.001257281,0.0008785688,0.0006247421,0.0006148756],"domain_scores_gemma":[0.9956046,0.002622978,0.0001787251,0.0009791283,0.00003083799,0.000583685],"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":[0.000007579706,0.000178835,0.07618321,0.09420353,0.002626734,0.0004185813,0.0001923492,0.0006420761,0.000002444479,0.003128828,0.7950971,0.02731872],"study_design_scores_gemma":[0.0002645599,0.00001621777,0.0002732405,0.0005607908,0.0004725337,0.0004962185,0.00005711175,0.00002668756,1.687223e-7,0.00007746364,0.9971563,0.0005987743],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001923486,0.9943119,0.0001758527,0.001145245,0.0008013393,0.002078754,0.0002544884,0.000914096,0.0001259744],"genre_scores_gemma":[0.0005918864,0.9940935,0.001379171,0.001361325,0.0008476598,0.0005545514,0.0004730958,0.0003216482,0.0003771199],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2020591,"threshold_uncertainty_score":0.9996864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06181079363612133,"score_gpt":0.322604457882646,"score_spread":0.2607936642465247,"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."}}