{"id":"W3195523677","doi":"10.1111/nep.13962","title":"Incremental peritoneal dialysis is a safe and feasible prescription in incident patients with preserved residual kidney function","year":2021,"lang":"en","type":"article","venue":"Nephrology","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Eastern Health","keywords":"Medicine; Peritoneal dialysis; Medical prescription; Residual; Dialysis; Intensive care medicine; Renal function; Internal medicine; Pharmacology; Algorithm","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0004953029,0.0001326232,0.0001844533,0.0003358038,0.0002913159,0.0006506621,0.0002739796,0.0002232554,0.001668472],"category_scores_gemma":[0.00362757,0.00007571239,0.0002760568,0.0005021797,0.0001611071,0.0004357705,0.0003423129,0.000498088,0.0001849709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002003857,"about_ca_system_score_gemma":0.0004163873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000983091,"about_ca_topic_score_gemma":0.00166913,"domain_scores_codex":[0.9997104,0.00007056307,0.00003882611,0.00004157381,0.00008442096,0.00005428906],"domain_scores_gemma":[0.998153,0.0004357662,0.0009058078,0.00007447966,0.0001397157,0.0002911112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001788006,0.00009866379,0.9833992,0.00003970393,0.00001800139,0.000285128,0.0000674461,0.00003624512,0.0001433766,0.00002902376,0.0003767,0.01532781],"study_design_scores_gemma":[0.00002538123,0.000484203,0.9952235,0.00007704723,0.0000319758,0.002118549,0.0003397114,0.0003863484,0.000155873,0.0001269563,0.001023873,0.000006741378],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960005,0.001009785,0.0003702941,0.0003518669,0.00002619494,0.00002583885,0.0002934692,0.00002075252,0.001901249],"genre_scores_gemma":[0.9990038,0.0003685495,0.0002528385,0.00009017777,0.00002556316,0.000006585625,0.0001664248,0.000002150378,0.00008380344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001668472,"threshold_uncertainty_score":0.005581617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009732229251411451,"score_gpt":0.2280047634223831,"score_spread":0.2182725341709716,"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."}}