{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.000631978,0.00131871,0.003822559,0.000477633,0.0004377092,0.0001001096,0.0003654354,0.0008543783,0.006932094],"category_scores_gemma":[0.0005097976,0.001002843,0.0009647756,0.0009125651,0.0002536909,0.0001333027,0.0005398327,0.001962847,0.0002871551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005878573,"about_ca_system_score_gemma":0.001444665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001280558,"about_ca_topic_score_gemma":0.0002440253,"domain_scores_codex":[0.9934138,0.0007160202,0.001540885,0.00153583,0.001759086,0.00103435],"domain_scores_gemma":[0.9968289,0.0004064411,0.000309966,0.001227026,0.0002596558,0.0009680395],"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":[0.0000602621,0.000240184,0.0002050422,0.005099919,0.0008057926,0.0002627251,0.0003663603,3.960514e-7,0.000002398211,0.00009593145,0.5517222,0.4411387],"study_design_scores_gemma":[0.002623682,0.0008036041,0.00003938302,0.004920645,0.001064113,0.0001671741,0.0005223379,0.000008219869,0.000004580776,0.000009026178,0.9890012,0.0008360335],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003068881,0.9615189,0.0000182581,0.03235647,0.0004650577,0.00453454,0.0001339274,0.0006578637,0.0002843229],"genre_scores_gemma":[0.0000369565,0.962204,0.02938782,0.002477242,0.0007968323,0.0009794815,0.002601667,0.0002719805,0.001244069],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4403027,"threshold_uncertainty_score":0.9999564,"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."}}