{"id":"W2187810425","doi":"10.1177/089686080902902s20","title":"Peritoneal Dialysis and Preservation of Residual Renal Function","year":2009,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital","funders":"","keywords":"Peritoneal dialysis; Medicine; Hemodialysis; Dialysis; Urology; Renal function; Intensive care medicine; 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":[],"consensus_categories":[],"category_scores_codex":[0.000341477,0.0002033276,0.0004505614,0.0004642956,0.00009287523,0.00007965476,0.0001538423,0.00009698168,0.0005407936],"category_scores_gemma":[0.0001921734,0.000177665,0.0003023361,0.0003585722,0.0001084366,0.0002956095,0.00008038029,0.0001320819,0.0000144396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007896213,"about_ca_system_score_gemma":0.00005243368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001198632,"about_ca_topic_score_gemma":0.00002608678,"domain_scores_codex":[0.9978089,0.00007262072,0.0005866117,0.000430187,0.0008969093,0.0002048017],"domain_scores_gemma":[0.999016,0.00004962227,0.0002187244,0.00028942,0.0002593666,0.0001668905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01015086,0.005926664,0.1969477,0.000347391,0.009783152,0.0001375437,0.00409631,0.001293023,0.2950386,0.03636736,0.01990984,0.4200015],"study_design_scores_gemma":[0.002152872,0.0005745656,0.9669716,0.00009842409,0.001905409,0.00001166211,0.0001836312,0.007183194,0.003882539,0.001432504,0.01530145,0.0003021444],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9760579,0.0003079779,0.001550406,0.005738432,0.0003432755,0.0002766686,0.00004167585,0.00006224645,0.01562137],"genre_scores_gemma":[0.9950878,0.0002099113,0.0009942773,0.0004616576,0.0009202397,0.00002578968,0.0005127821,0.00001442056,0.001773134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7700239,"threshold_uncertainty_score":0.7244969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01344648420260593,"score_gpt":0.2718743934486799,"score_spread":0.258427909246074,"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."}}