{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006678319,0.0009559386,0.004730664,0.00219441,0.0001334269,0.0001343122,0.001060435,0.0004387919,0.0009092382],"category_scores_gemma":[0.001267055,0.0007335905,0.003079311,0.002433923,0.0002547806,0.0002710152,0.0006557375,0.0008201494,0.0001461719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009977086,"about_ca_system_score_gemma":0.0006507051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005596405,"about_ca_topic_score_gemma":0.0001142692,"domain_scores_codex":[0.9941832,0.0003403451,0.002116982,0.001431973,0.001355474,0.0005719956],"domain_scores_gemma":[0.9974699,0.0003074219,0.0007874759,0.0009851686,0.0002758649,0.0001741423],"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":[0.00004336891,0.0006818417,0.00004379005,0.04176928,0.001916849,0.0001959137,0.0001721662,0.000005365679,4.498057e-7,0.0004323099,0.003468926,0.9512697],"study_design_scores_gemma":[0.000484112,0.00005665328,0.00001736537,0.08897693,0.00682609,0.00001543251,0.0003172739,0.00006675973,0.000001272828,0.00008997233,0.9025872,0.0005609449],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003682606,0.9665385,0.00009769408,0.002086769,0.0009849836,0.001912472,0.0001972155,0.000209674,0.027969],"genre_scores_gemma":[0.00009295426,0.9911008,0.0003717975,0.0004530637,0.0004747106,0.002327793,0.002356532,0.00005886029,0.002763438],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9507088,"threshold_uncertainty_score":0.9995115,"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."}}