{"id":"W3041024743","doi":"10.1002/ehf2.12796","title":"Management and Outcomes of Heart Failure Patients with CKD: Experience from an Inter-Disciplinary Clinic","year":2020,"lang":"en","type":"article","venue":"ESC Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"British Heart Foundation","keywords":"Medicine; Heart failure; Ejection fraction; Renal function; Internal medicine; Diabetes mellitus; Creatinine; Kidney disease; Dose; Medical record; Cardiology; Endocrinology","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"],"consensus_categories":[],"category_scores_codex":[0.0001039129,0.0003708512,0.0007501902,0.0001148521,0.0001121636,0.00004125372,0.0001405358,0.0001150754,0.0007861793],"category_scores_gemma":[0.0000235657,0.0002708714,0.0001284997,0.0002623216,0.0001628175,0.0003181519,0.000268524,0.0002369653,0.0001446179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003715655,"about_ca_system_score_gemma":0.00003231378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006787117,"about_ca_topic_score_gemma":0.0000742746,"domain_scores_codex":[0.9978188,0.00008054035,0.0004864112,0.0007211153,0.0005041577,0.0003889532],"domain_scores_gemma":[0.9986769,0.00005698582,0.000097137,0.0005876124,0.00008598401,0.0004953607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003502624,0.0005758683,0.9495983,0.0001474284,0.0002955411,0.00004774641,0.002502389,0.000001154342,0.0001277985,0.00004090189,0.04556592,0.0007467457],"study_design_scores_gemma":[0.004354414,0.002239055,0.7510275,0.0002214724,0.0002655666,0.000003535633,0.003628626,0.00003744795,0.00028457,0.00002724434,0.2375945,0.0003160919],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9276312,0.00005693209,0.0001491793,0.07050671,0.00007547501,0.001252269,0.00003409059,0.0001373818,0.0001567396],"genre_scores_gemma":[0.9414849,0.000007475415,0.05500988,0.002668774,0.00008915876,0.00007737931,0.0001522712,0.00004681497,0.000463324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1985708,"threshold_uncertainty_score":0.9999744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01943768623324035,"score_gpt":0.2970779928731354,"score_spread":0.2776403066398951,"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."}}