{"id":"W4210391151","doi":"10.1007/s40265-021-01666-z","title":"Contemporary Drug Treatment of Advanced Heart Failure with Reduced Ejection Fraction","year":2022,"lang":"en","type":"review","venue":"Drugs","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Medicine; Tolerability; Heart failure; Ejection fraction; Guideline; Intensive care medicine; Internal medicine; Population; Pharmacotherapy; Cardiology; Adverse effect; Pathology","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":[0.0004279826,0.0003148435,0.000740235,0.0009147802,0.000161348,0.0005399688,0.0003290852,0.0005365985,0.002666136],"category_scores_gemma":[0.0008599857,0.00009693683,0.0005260903,0.00071003,0.0001873294,0.0004559924,0.0002653613,0.00101651,0.0007471966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003740334,"about_ca_system_score_gemma":0.0006471499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009442316,"about_ca_topic_score_gemma":0.002592877,"domain_scores_codex":[0.9996811,0.0001075795,0.00006654891,0.00003584229,0.0000891961,0.00001982095],"domain_scores_gemma":[0.9996554,0.0001753419,0.0000793182,0.000008070768,0.00006515398,0.00001663913],"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":[0.0002198156,0.00009633515,0.0003446455,0.0210141,0.0002137016,0.0001726872,0.00005333147,0.0001970372,0.001120632,0.001869792,0.0177139,0.956984],"study_design_scores_gemma":[0.000277178,0.0005090125,0.005091029,0.01614588,0.0009699137,0.002224085,0.00007743848,0.0003513388,0.000964975,0.002283568,0.9710815,0.00002412832],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006136037,0.9962199,0.0002349741,0.0006347476,0.0002357572,0.00001696346,0.00004441701,0.000009897814,0.00198973],"genre_scores_gemma":[0.005459226,0.9919721,0.0007157765,0.0007011496,0.0003160602,0.00003577739,0.00008498358,0.000002407045,0.000712376],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002666136,"threshold_uncertainty_score":0.00891912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03752179838557585,"score_gpt":0.3217152077680374,"score_spread":0.2841934093824616,"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."}}