{"id":"W4416292421","doi":"10.1002/ehf2.70008","title":"Therapy Gaps for Patients with Heart Failure and Reduced Kidney Function: A Prospective Cohort Study","year":2025,"lang":"en","type":"article","venue":"ESC Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Patient Safety Institute; University of Toronto; University of Calgary; University of Alberta","funders":"Alberta Health Services; Heart and Stroke Foundation of Canada","keywords":"Heart failure; Prospective cohort study; Cohort study; Kidney disease; Kidney; Comorbidity","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002893272,0.0003918861,0.0006528081,0.000231689,0.000336088,0.00008584888,0.00006227065,0.0001327357,0.0001705186],"category_scores_gemma":[0.00007466047,0.0002834523,0.000120919,0.0004739253,0.00008608195,0.0001768009,0.00005531918,0.0002422331,0.00003254537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001326774,"about_ca_system_score_gemma":0.0002429995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005467531,"about_ca_topic_score_gemma":0.00008977168,"domain_scores_codex":[0.9979515,0.00008092416,0.0003164627,0.0007871217,0.0004097754,0.000454231],"domain_scores_gemma":[0.9986936,0.00006737107,0.00005427748,0.000544208,0.0003401181,0.0003004197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009713533,0.001182087,0.6861176,0.00007293276,0.0005853134,0.000003138161,0.0001637544,3.1397e-7,0.0001591052,0.0001385606,0.3104048,0.0002009875],"study_design_scores_gemma":[0.008536797,0.00326382,0.5204819,0.0001211856,0.000293795,0.000003393239,0.0004042573,0.000003905823,0.0001617591,0.00005349755,0.4665026,0.0001730427],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.914448,0.0001202062,0.0001492324,0.06958508,0.0002618642,0.01462785,0.00002479532,0.0002728198,0.0005102096],"genre_scores_gemma":[0.9806612,0.00000822224,0.009048586,0.003534581,0.0001810457,0.001879385,0.0001371733,0.00005326327,0.004496555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1656357,"threshold_uncertainty_score":0.9999618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006880892512755842,"score_gpt":0.2547867042514106,"score_spread":0.2479058117386548,"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."}}