{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001335523,0.0001275656,0.0002761081,0.0001699348,0.00005646582,0.00002944849,0.00003807577,0.00008204512,0.0005503861],"category_scores_gemma":[0.00005520339,0.0001028213,0.00005106651,0.0002489018,0.00006129499,0.0001081499,0.00012861,0.0001114886,0.00001360546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007690414,"about_ca_system_score_gemma":0.00009228561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003231402,"about_ca_topic_score_gemma":0.0005078923,"domain_scores_codex":[0.9987488,0.0001372863,0.0002332042,0.0003660043,0.0003021815,0.0002125083],"domain_scores_gemma":[0.9994497,0.00001400816,0.00006559862,0.0002214349,0.00008154866,0.0001676911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003180581,0.0009376758,0.9726045,0.0001084898,0.000421393,0.00009543112,0.0003829195,0.00001409964,0.004685646,0.00006731699,0.01437152,0.003130441],"study_design_scores_gemma":[0.00453418,0.000578506,0.9781953,0.00003894558,0.0005101578,0.000003558714,0.0001224431,0.0001427345,0.0003762978,0.00006789115,0.01533085,0.00009916814],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951287,0.0001914842,0.00003156178,0.002619531,0.00008040076,0.0003584301,0.00001494454,0.00001713874,0.001557841],"genre_scores_gemma":[0.9923819,0.0000661403,0.0002093653,0.006314321,0.0001049698,0.00005661134,0.0003457501,0.00001293427,0.0005080157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005590778,"threshold_uncertainty_score":0.6026342,"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."}}