{"id":"W3217032967","doi":"10.1016/j.ekir.2021.11.019","title":"Incremental Versus Standard (Full-Dose) Peritoneal Dialysis","year":2021,"lang":"en","type":"review","venue":"Kidney International Reports","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Medical Research Council; Fresenius Medical Care North America; AstraZeneca; Eli Lilly and Company; National Health and Medical Research Council; Amgen","keywords":"Medicine; Peritoneal dialysis; Standard of care; Internal medicine","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000451191,0.0004856391,0.001896057,0.0004369211,0.00008116606,0.0001812049,0.0002047462,0.0002055441,0.005437748],"category_scores_gemma":[0.001399919,0.0003862552,0.001925388,0.0003630559,0.0000690986,0.00008661568,0.0003714561,0.0003321331,0.0001130032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009382277,"about_ca_system_score_gemma":0.001548024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004242789,"about_ca_topic_score_gemma":0.000007481395,"domain_scores_codex":[0.9957434,0.00009885386,0.001312171,0.0008444827,0.001707002,0.0002940859],"domain_scores_gemma":[0.9974524,0.00006999404,0.0007694681,0.0006843708,0.0003788118,0.0006449535],"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":[0.0002901776,0.0004633294,0.00004390949,0.004123971,0.01105428,0.01449263,0.00003746564,0.000001420188,0.000004461022,0.0003524947,0.1325794,0.8365565],"study_design_scores_gemma":[0.0007391229,0.0001218905,0.00001623346,0.007540409,0.007013358,0.0005596062,0.00002896988,0.000006494431,0.000004253234,0.000006965628,0.98363,0.0003326845],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003763337,0.9323617,0.00003716204,0.0006253752,0.006237831,0.0006994123,0.0003204371,0.00007728757,0.05960321],"genre_scores_gemma":[0.0001624932,0.9831863,0.00046027,0.0003221247,0.001518994,0.0001708841,0.00865767,0.00007427305,0.005446979],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8510506,"threshold_uncertainty_score":0.9998589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03979078009219322,"score_gpt":0.3634230840624543,"score_spread":0.323632303970261,"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."}}