{"id":"W4411234902","doi":"10.34067/kid.0000000874","title":"Preoperative Dialysis Dose and Postoperative Outcomes in Patients Receiving Maintenance Hemodialysis","year":2025,"lang":"en","type":"article","venue":"Kidney360","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; American Heart Association","keywords":"Medicine; Hemodialysis; Dialysis; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006155097,0.0001239971,0.0002206448,0.0003565433,0.000238966,0.0005385995,0.0002215433,0.0002801984,0.002068926],"category_scores_gemma":[0.005149337,0.0001193898,0.0005362183,0.0006806208,0.0002001649,0.0004908469,0.0003421938,0.0008844581,0.0001171749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003200886,"about_ca_system_score_gemma":0.0003993088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001766896,"about_ca_topic_score_gemma":0.002016319,"domain_scores_codex":[0.9995639,0.0001019812,0.00008480486,0.00007023204,0.00009351086,0.00008548025],"domain_scores_gemma":[0.9949479,0.001090437,0.002937999,0.0001578416,0.0002443439,0.0006214288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008287105,0.00001669474,0.9988936,0.000008055685,0.00002544719,0.00002028603,0.00001560193,0.00003455766,0.00002528005,0.0000139822,0.00007503101,0.0007886231],"study_design_scores_gemma":[0.000006945727,0.00008631177,0.999253,0.00001209077,0.00002126948,0.0001213714,0.00007919461,0.0002489989,0.00002433405,0.00003466335,0.0001083544,0.000003437093],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983365,0.0005114273,0.00008254978,0.0001989322,0.00001345368,0.000004690096,0.000361842,0.00000287004,0.0004877942],"genre_scores_gemma":[0.9993808,0.0001439082,0.00004330548,0.00003937786,0.00001987186,0.000003709026,0.0003026318,7.702865e-7,0.00006550924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002068926,"threshold_uncertainty_score":0.006921291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006000595029780526,"score_gpt":0.2540007129979988,"score_spread":0.2480001179682183,"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."}}