{"id":"W4405086565","doi":"10.1002/ehf2.15105","title":"Implementation of Guideline-Recommended Medical Therapy for Patients with Heart Failure in Europe","year":2024,"lang":"en","type":"review","venue":"ESC Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"Ministero della Salute","keywords":"Guideline; Medicine; Heart failure; Intensive care medicine; Dosing; Medical therapy; Pharmacotherapy; MEDLINE; Internal medicine; 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000814666,0.0007451497,0.002444914,0.0006253646,0.00005934174,0.00004400866,0.0001959558,0.0004252749,0.001088124],"category_scores_gemma":[0.00009570502,0.000476448,0.0005509481,0.00105529,0.00005745713,0.0001134644,0.0001103852,0.0006045438,0.0001628287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001936803,"about_ca_system_score_gemma":0.001218358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001175994,"about_ca_topic_score_gemma":0.0007515402,"domain_scores_codex":[0.995769,0.0002209266,0.001648261,0.0008190597,0.0009241133,0.0006186809],"domain_scores_gemma":[0.9982973,0.0001623933,0.0002381113,0.0006202091,0.0003708829,0.0003111576],"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":[0.00007417113,0.0005471844,0.002958219,0.008642226,0.0005890067,0.00002138333,0.00007907032,1.313775e-7,6.425134e-7,0.00008935719,0.7980071,0.1889915],"study_design_scores_gemma":[0.004441622,0.001496155,0.0001730259,0.008641579,0.001012397,0.00002081245,0.0001013978,0.000002673101,0.000004656112,0.000008614502,0.9837173,0.000379816],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006298863,0.8864688,0.0001053083,0.09260757,0.0006515736,0.018704,0.0004320976,0.0003012625,0.00009949334],"genre_scores_gemma":[0.0003204602,0.9448977,0.04254135,0.002164666,0.0007718223,0.001994018,0.006062926,0.0004220999,0.0008250052],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1886116,"threshold_uncertainty_score":0.999825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03079425884939819,"score_gpt":0.3777331595843501,"score_spread":0.3469389007349519,"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."}}