{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002134359,0.0005011612,0.001421414,0.002320608,0.0003651515,0.001606061,0.000681866,0.001340227,0.002216781],"category_scores_gemma":[0.007455243,0.0002472444,0.001457822,0.002345098,0.0005283139,0.00157608,0.0007524122,0.001258224,0.0003822179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009162963,"about_ca_system_score_gemma":0.003320834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002813852,"about_ca_topic_score_gemma":0.006092983,"domain_scores_codex":[0.9987212,0.0004642334,0.0003302668,0.0001409864,0.0002719898,0.00007126328],"domain_scores_gemma":[0.9958664,0.002981971,0.0005041967,0.00006118607,0.0005089907,0.00007734836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000135229,0.00003830955,0.001421982,0.1162689,0.0008296606,0.0002840406,0.0002650296,0.0003393697,0.0003111815,0.003555117,0.02208548,0.8544657],"study_design_scores_gemma":[0.00009517987,0.000268539,0.0113586,0.2580096,0.004678878,0.004786239,0.001232724,0.0003767795,0.0003895685,0.00722755,0.7114742,0.0001020998],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001482954,0.9986246,0.00005724066,0.0007824636,0.0001102886,0.000004275159,0.00002133824,0.000002152347,0.0002493654],"genre_scores_gemma":[0.001874209,0.9971137,0.0001534472,0.0005412804,0.000204151,0.000009666747,0.00003299009,0.000001099771,0.00006953225],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002813852,"threshold_uncertainty_score":0.01128769,"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."}}