{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001249179,0.0004419749,0.001813711,0.000324164,0.00009864519,0.00001132261,0.00005380303,0.0001068639,0.0006091655],"category_scores_gemma":[0.000008750099,0.0002993446,0.0004900905,0.0004090141,0.00003758953,0.0001018109,0.00002677579,0.0001997322,0.00007252482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007577189,"about_ca_system_score_gemma":0.0004461006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00014564,"about_ca_topic_score_gemma":0.000007107867,"domain_scores_codex":[0.9982654,0.0001541425,0.0004911155,0.0004891375,0.0003858499,0.0002143211],"domain_scores_gemma":[0.9988535,0.0001063597,0.0003445154,0.0005410065,0.00003992992,0.0001147122],"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":[0.000239885,0.001052412,0.00004651693,0.006813483,0.001288581,0.00007322813,0.0003127364,0.000001119059,0.000007660261,0.00002029282,0.05036429,0.9397798],"study_design_scores_gemma":[0.001680654,0.001248686,0.000006964147,0.002531353,0.001734348,0.00004478811,0.0007881802,7.358919e-7,0.00004987389,0.000001640869,0.991693,0.000219736],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002657507,0.9877611,0.000004786435,0.0009046021,0.0002468357,0.003754003,0.00003098272,0.0001511329,0.006880834],"genre_scores_gemma":[0.0004939597,0.9880528,0.001240614,0.00004399586,0.000166944,0.001062223,0.001206518,0.00008327162,0.007649622],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9413288,"threshold_uncertainty_score":0.9999459,"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."}}