{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001464599,0.0003826082,0.0006469702,0.0009144354,0.0011683,0.001410097,0.0006236459,0.0008845751,0.002461538],"category_scores_gemma":[0.002580906,0.0005091672,0.001297349,0.001692651,0.0003514108,0.001547518,0.0009807948,0.001672162,0.0004377112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004114345,"about_ca_system_score_gemma":0.0008122146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009690301,"about_ca_topic_score_gemma":0.01061915,"domain_scores_codex":[0.9990268,0.0002125279,0.000134218,0.0002949403,0.0001352031,0.000196361],"domain_scores_gemma":[0.9976113,0.0002556713,0.001201249,0.0002633323,0.0001829405,0.0004855472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009971502,0.000064498,0.9991475,0.00000745709,0.00008697971,0.00004467108,0.00007794275,0.00001405909,0.0000362913,0.00001566542,0.00009542991,0.0003098512],"study_design_scores_gemma":[0.00002390522,0.0001796939,0.9984865,0.00001660448,0.0000845488,0.0002830805,0.0004513802,0.0001817868,0.0000167651,0.00003496113,0.000232136,0.00000868908],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980581,0.000320524,0.00008531535,0.0001235009,0.00001155627,0.00002375669,0.001019415,0.000003394657,0.0003544243],"genre_scores_gemma":[0.9985353,0.0002017383,0.00009894161,0.0001150962,0.00002143866,0.00002835111,0.0008532827,0.000003039068,0.0001428291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009690301,"threshold_uncertainty_score":0.0192678,"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."}}