{"id":"W4393152609","doi":"10.1016/j.jchf.2024.03.001","title":"Eligibility and Projected Benefits of Rapid Initiation of Quadruple Therapy for Newly Diagnosed Heart Failure","year":2024,"lang":"en","type":"article","venue":"JACC Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Medicine; Heart failure; Ejection fraction; Internal medicine; Clinical trial; Medical therapy; Number needed to treat; Emergency medicine; Relative risk; Intensive care medicine; Confidence interval","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":[],"consensus_categories":[],"category_scores_codex":[0.0005165503,0.0002666904,0.0006499837,0.000277918,0.00006858513,0.00003713032,0.00005870921,0.0001933933,0.0001688612],"category_scores_gemma":[0.0001637939,0.000211219,0.000238054,0.0004662771,0.0000860027,0.0002077491,0.0000385463,0.0001634659,0.00001211656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004940094,"about_ca_system_score_gemma":0.0002141403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001627851,"about_ca_topic_score_gemma":0.0001968389,"domain_scores_codex":[0.998225,0.0000827724,0.0005442065,0.000495942,0.0003296023,0.0003224269],"domain_scores_gemma":[0.9987443,0.0003674796,0.00007868659,0.0004183321,0.0002528118,0.0001384039],"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":[0.0016509,0.001996762,0.1564048,0.005942176,0.001185885,0.00001957715,0.004638195,0.00002864658,0.07383461,0.004326059,0.6965685,0.05340395],"study_design_scores_gemma":[0.006535011,0.003096273,0.1054955,0.0008478765,0.0003021868,0.00002965223,0.0007332741,0.0005589806,0.04367395,0.0002934623,0.8380812,0.0003525454],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9431199,0.00256714,0.0001572739,0.05005644,0.0001413332,0.003589913,0.0001049623,0.000184326,0.00007868242],"genre_scores_gemma":[0.9734358,0.0002370936,0.02503263,0.0004386823,0.0001999841,0.0002889575,0.0001782883,0.00004601961,0.0001425682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1415128,"threshold_uncertainty_score":0.8613262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02702200073907673,"score_gpt":0.3139339470647077,"score_spread":0.286911946325631,"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."}}