{"id":"W4388150459","doi":"10.1093/oso/9780198515470.003.0019","title":"Peritoneal dialysis transformed: CAPD","year":2002,"lang":"en","type":"book-chapter","venue":"","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Peritoneal dialysis; Medicine; Dialysis; Surgery; Catheter","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009949702,0.0004788408,0.0006639014,0.001087724,0.001199388,0.003109129,0.00106168,0.001104852,0.428077],"category_scores_gemma":[0.008958409,0.0001504434,0.0008914979,0.002522392,0.0004991191,0.001369316,0.002005699,0.002630778,0.2136438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001154834,"about_ca_system_score_gemma":0.002014462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002400734,"about_ca_topic_score_gemma":0.001589257,"domain_scores_codex":[0.9985365,0.0003539773,0.0001783484,0.0002337872,0.0004831333,0.0002143348],"domain_scores_gemma":[0.9954281,0.0006663332,0.00052057,0.000581846,0.001961978,0.0008410991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002116916,0.0000670408,0.002183586,0.0005915447,0.00002085401,0.0002703368,0.00004190288,0.0000459514,0.00007492698,0.002560834,0.8910463,0.1028851],"study_design_scores_gemma":[0.00007142611,0.00005020511,0.003411077,0.0005470706,0.00001547748,0.0008545187,0.00006137254,0.00006112115,0.0001088275,0.001797899,0.9930106,0.00001049624],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005483918,0.01199049,0.002608448,0.04992798,0.02272062,0.0007875471,0.1238409,0.003531713,0.7791084],"genre_scores_gemma":[0.1494861,0.022643,0.006368147,0.1047071,0.02383096,0.003014114,0.1355361,0.00302897,0.5513856],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.428077,"threshold_uncertainty_score":0.8157787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01972051308796031,"score_gpt":0.2339288014945685,"score_spread":0.2142082884066082,"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."}}