{"id":"W4411686090","doi":"10.2196/71943","title":"Comparing Clearances of Polymethylmethacrylate and Polysulfone Dialyzer Membranes for Postdilution Hemodiafiltration in Patients With Kidney Failure: Protocol for a Systematic Review and Meta-Analysis","year":2025,"lang":"en","type":"review","venue":"JMIR Research Protocols","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Polysulfone; Clearance; Systematic review; Dialysis; Protocol (science); Hemodialysis; Intensive care medicine; Membrane; Urology; MEDLINE; Surgery; Chemistry; Pathology; Alternative medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04541954,0.005656552,0.02570965,0.008628542,0.002699241,0.006258925,0.004325431,0.00567737,0.03541608],"category_scores_gemma":[0.06578539,0.003571917,0.03493914,0.008487678,0.002956625,0.00507838,0.00400916,0.004170001,0.003115017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01234393,"about_ca_system_score_gemma":0.02948675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00610653,"about_ca_topic_score_gemma":0.01116021,"domain_scores_codex":[0.9738814,0.01018781,0.009164752,0.002556294,0.003009855,0.001199867],"domain_scores_gemma":[0.9786143,0.007515319,0.006233895,0.001780695,0.005122866,0.0007330075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01010358,0.0001616181,0.001107433,0.9318351,0.03074187,0.000271149,0.0005132366,0.001022712,0.0009156825,0.001580618,0.00683117,0.01491588],"study_design_scores_gemma":[0.06629644,0.003948082,0.01059694,0.4922741,0.3130328,0.0005229347,0.001084017,0.002750629,0.002866901,0.009266751,0.09674656,0.0006137505],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001894755,0.0157464,0.003358583,0.0006866158,0.0004858663,0.969883,0.00693261,0.0002018637,0.0008102986],"genre_scores_gemma":[0.002362049,0.00368836,0.003815631,0.0003552091,0.00003968106,0.9883813,0.0009639337,0.0000165491,0.0003772384],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04541954,"threshold_uncertainty_score":0.2402044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2200693798299639,"score_gpt":0.5242467325150432,"score_spread":0.3041773526850793,"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."}}