{"id":"W4414325528","doi":"10.1177/08968608251371951","title":"Advances in sorbent peritoneal dialysis technologies: A narrative review","year":2025,"lang":"en","type":"review","venue":"Peritoneal Dialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences North; London Health Sciences Centre","funders":"","keywords":"Peritoneal dialysis; Artificial kidney; Ultrafiltration (renal); Dialysis; Renal replacement therapy; Sorbent","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":[0.001529776,0.0009573568,0.001689374,0.004898167,0.0003601518,0.002063529,0.00114936,0.001290046,0.006233057],"category_scores_gemma":[0.004108706,0.000374409,0.001443341,0.004692289,0.0004544281,0.002678824,0.001001161,0.001384499,0.00118875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007237787,"about_ca_system_score_gemma":0.003059837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001187167,"about_ca_topic_score_gemma":0.001966903,"domain_scores_codex":[0.9992543,0.0001348316,0.0002546184,0.0001042266,0.0002048026,0.00004725425],"domain_scores_gemma":[0.9967803,0.002160004,0.0004873897,0.00004340405,0.0004486471,0.00008012699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001408037,0.00006949806,0.0004908977,0.2278288,0.0003902001,0.0004292529,0.0002625038,0.000245321,0.0006145906,0.003341886,0.02972041,0.7364658],"study_design_scores_gemma":[0.00004060098,0.0001767598,0.001585959,0.1150291,0.001572453,0.002770005,0.0003390612,0.0001409288,0.0004105041,0.00155863,0.8763267,0.00004936092],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001054544,0.9989439,0.00007132052,0.0002950627,0.0001300354,0.00001091803,0.0000401254,0.000003823919,0.0003993813],"genre_scores_gemma":[0.0006255023,0.9986843,0.0001687844,0.0002221653,0.0001377915,0.00001337956,0.00004571533,0.000001411274,0.0001009365],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006233057,"threshold_uncertainty_score":0.02085167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01886010136490073,"score_gpt":0.3732779213187382,"score_spread":0.3544178199538375,"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."}}