{"id":"W4416239372","doi":"10.1016/j.xkme.2025.101100","title":"The Impact of Hemodiafiltration Versus Hemodialysis on Uremic Symptoms, Physical Function: A Systematic Review and Meta-analysis of Randomized Controlled Trials","year":2025,"lang":"en","type":"article","venue":"Kidney Medicine","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Calgary; McGill University; University of Manitoba; McGill University Health Centre; University of Alberta","funders":"","keywords":"Randomized controlled trial; Hemodialysis; Dialysis; Protocol (science); Kidney disease","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":[0.02387441,0.003528575,0.02778368,0.009319997,0.0009104117,0.004530448,0.003267587,0.003461283,0.003839621],"category_scores_gemma":[0.05432482,0.002277381,0.03346401,0.01060035,0.001243137,0.003059481,0.001738525,0.002262965,0.0003143774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004710044,"about_ca_system_score_gemma":0.00720036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006507524,"about_ca_topic_score_gemma":0.01331143,"domain_scores_codex":[0.9789333,0.01012555,0.006626374,0.001787465,0.002050905,0.0004764378],"domain_scores_gemma":[0.9650896,0.0258829,0.006000428,0.0007152718,0.001972766,0.0003390599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001376793,0.00002997638,0.001663877,0.6869704,0.3006728,0.00009143479,0.00008214966,0.0003681859,0.0001722613,0.0001597955,0.0004301893,0.007982115],"study_design_scores_gemma":[0.001005371,0.0003109068,0.002275917,0.08539362,0.9082899,0.0001009779,0.00007116667,0.0002159892,0.0001808182,0.0003202665,0.001802578,0.00003239438],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.002698068,0.9952534,0.0004584916,0.0002080711,0.0001418063,0.0007092244,0.0003245504,0.00002127006,0.0001851147],"genre_scores_gemma":[0.10989,0.8783821,0.004524538,0.001280806,0.0002980634,0.00461019,0.0006888041,0.00003263813,0.0002929154],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02778368,"threshold_uncertainty_score":0.1262615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04204381107574602,"score_gpt":0.3663079793070063,"score_spread":0.3242641682312603,"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."}}