{"id":"W4388462111","doi":"10.1002/ejhf.3081","title":"Guideline-Directed Medical Therapy in Severe Heart Failure with Reduced Ejection Fraction: An Analysis from the HELP-HF Registry","year":2023,"lang":"en","type":"article","venue":"European Journal of Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"Abbott Vascular; Acceleron; AstraZeneca; Amgen; Vifor Pharma; Abbott Laboratories","keywords":"Medicine; Ejection fraction; Hazard ratio; Heart failure; Internal medicine; Guideline; Cardiology; Valsartan; Confidence interval; Blood pressure; 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":[0.002381684,0.0003625823,0.0008773191,0.001445608,0.0003908633,0.001129586,0.0007124603,0.000770447,0.001313229],"category_scores_gemma":[0.005993185,0.0003665279,0.001209361,0.003550126,0.000256855,0.000741999,0.001079484,0.0006159745,0.000364055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004419665,"about_ca_system_score_gemma":0.0005496225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006964676,"about_ca_topic_score_gemma":0.009867068,"domain_scores_codex":[0.9967308,0.001209154,0.0006542812,0.0006246479,0.0005000091,0.0002810651],"domain_scores_gemma":[0.9901937,0.001801722,0.006069967,0.0008647043,0.0006149075,0.0004550507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000377905,0.00003467896,0.997618,0.00004179667,0.0002473318,0.00006459529,0.000035015,0.00005581908,0.00003975283,0.00002081945,0.0005588129,0.0009053733],"study_design_scores_gemma":[0.00008190425,0.00008046652,0.9986889,0.00002278602,0.0001891772,0.000167212,0.0001011554,0.0002658341,0.00002420208,0.0000177624,0.0003529512,0.000007592831],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897858,0.0009302277,0.0001565066,0.0001266118,0.00001448246,0.00004737449,0.008243373,0.00001140516,0.0006842602],"genre_scores_gemma":[0.9873295,0.0003996328,0.0001971983,0.000172402,0.00003818921,0.00007709683,0.01162607,0.000009289366,0.0001506175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006964676,"threshold_uncertainty_score":0.0138483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02035434828682478,"score_gpt":0.2865192381794602,"score_spread":0.2661648898926355,"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."}}