{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002949127,0.0002208589,0.001019905,0.0002672263,0.00008363121,0.00004306275,0.00006813938,0.0001075387,0.00006396649],"category_scores_gemma":[0.001549856,0.000159553,0.0002670055,0.0005039775,0.00009726894,0.0001239209,0.00006504809,0.0001983854,0.00001651416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001350315,"about_ca_system_score_gemma":0.0001097602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001136188,"about_ca_topic_score_gemma":0.00005194277,"domain_scores_codex":[0.99856,0.000166742,0.0003625548,0.0003960941,0.0002324579,0.0002821801],"domain_scores_gemma":[0.9989009,0.0004602363,0.00004877535,0.0002767611,0.0001434596,0.0001698716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002157533,0.0001722137,0.9912406,0.00002686839,0.0002247887,0.00003589159,0.001145131,0.000003799991,0.00005826008,0.001012392,0.0005713583,0.005293],"study_design_scores_gemma":[0.003759468,0.00008973919,0.987883,0.0001152278,0.0001936719,0.000002232747,0.0002372633,0.00007988585,0.0001565446,0.00004019905,0.007282374,0.0001603808],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.960618,0.0001284594,0.00003493398,0.009527204,0.0001230324,0.0005329467,0.00001078189,0.00003732138,0.02898733],"genre_scores_gemma":[0.9798627,0.00009421621,0.0004259467,0.00552623,0.00001762427,0.00005050402,0.00002877577,0.00001289315,0.01398105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01924476,"threshold_uncertainty_score":0.6506383,"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."}}