{"id":"W4220963175","doi":"10.1002/ehf2.13859","title":"Advanced Heart Failure: Guideline-Directed Medical Therapy, Diuretics, Inotropes, and Palliative Care","year":2022,"lang":"en","type":"review","venue":"ESC Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":81,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Medicine; Heart failure; Intensive care medicine; Inotrope; Adverse effect; Nesiritide; Cardiology; Internal medicine","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":[0.001333145,0.0008039366,0.001617909,0.0009357085,0.0002713558,0.001157927,0.0006608747,0.00105808,0.002416911],"category_scores_gemma":[0.002155142,0.0002452617,0.0008381135,0.001157373,0.0002950342,0.0008644064,0.0005920432,0.001808538,0.0008413114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009246243,"about_ca_system_score_gemma":0.003019936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003013731,"about_ca_topic_score_gemma":0.01346388,"domain_scores_codex":[0.9991058,0.0003636709,0.0001812932,0.00005567981,0.0002440984,0.00004955515],"domain_scores_gemma":[0.9989259,0.0003656076,0.000253625,0.00001829712,0.0003413272,0.00009526944],"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":[0.0001596335,0.0001232152,0.0009691921,0.04356506,0.000441996,0.0001526513,0.0001736738,0.0004329341,0.0005207862,0.003290688,0.1418059,0.8083642],"study_design_scores_gemma":[0.0003800764,0.0004679361,0.0101214,0.08071306,0.001257679,0.001100008,0.0002252367,0.0004827131,0.0001548958,0.004204682,0.9008441,0.00004831444],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005170461,0.9858656,0.0004030185,0.008869613,0.001491116,0.00007074264,0.00009510261,0.00002328257,0.002664446],"genre_scores_gemma":[0.004540116,0.9820597,0.002164881,0.008197424,0.00161201,0.00009050617,0.000215775,0.000004989864,0.001114525],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003013731,"threshold_uncertainty_score":0.00808537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03787614062035989,"score_gpt":0.3501377351489969,"score_spread":0.312261594528637,"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."}}