{"id":"W4403292978","doi":"10.34067/kid.0000000596","title":"Impact of the Preservation of Residual Kidney Function on Hemodialysis Survival","year":2024,"lang":"en","type":"article","venue":"Kidney360","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre","funders":"Health Technology Assessment Programme; Keele University; Science Foundation Ireland; Sheffield Teaching Hospitals NHS Foundation Trust; University of Nottingham; University of Oxford; North Bristol NHS Trust; King's College London; Imperial College London; Imperial College Healthcare NHS Trust; National Institute for Health and Care Research; Barts Health NHS Trust; Royal Free London NHS Foundation Trust; NHS Greater Glasgow and Clyde; Nottingham University Hospitals NHS Trust; University Hospitals of Leicester NHS Trust; University Hospitals Birmingham NHS Foundation Trust; King's College Hospital NHS Foundation Trust","keywords":"Dialysis; Residual; Medicine; Renal function; Hemodialysis; Intensive care medicine; Internal medicine; Computer science","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":[0.0003016499,0.00009960356,0.0002260123,0.0001547332,0.0000260231,0.00001555733,0.0000837632,0.0000455791,0.0004198871],"category_scores_gemma":[0.0003462621,0.00005379618,0.0004290001,0.0005310183,0.00004646009,0.00006367682,0.00004830853,0.00008657199,0.00002022396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005861954,"about_ca_system_score_gemma":0.0002417778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001634574,"about_ca_topic_score_gemma":0.000003392782,"domain_scores_codex":[0.9989026,0.00007459693,0.0002576109,0.0001757217,0.0004820878,0.0001074176],"domain_scores_gemma":[0.9992757,0.00004848457,0.00007514306,0.0003762208,0.00009122271,0.0001331848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.002809622,0.001830048,0.124106,0.002706359,0.006828875,0.00002054923,0.0009246857,0.001824627,0.08470324,0.0160865,0.7337867,0.0243728],"study_design_scores_gemma":[0.001107772,0.0007318685,0.9643953,0.000770989,0.002152832,5.978578e-7,0.0000506544,0.002731096,0.006426853,0.0008839559,0.02062194,0.0001261101],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9616326,0.0001658646,0.0002256523,0.004066543,0.0006864822,0.0004176838,0.0001319662,0.00004715871,0.03262603],"genre_scores_gemma":[0.9963749,0.00002351494,0.00001881868,0.0002811298,0.0001972583,0.000008618064,0.00008833862,0.0000133417,0.002994074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8402894,"threshold_uncertainty_score":0.4597469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01959357680208994,"score_gpt":0.2930618065097365,"score_spread":0.2734682297076466,"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."}}