{"id":"W2185303555","doi":"10.1177/089686080502503s24","title":"Impact of Peritoneal Dialysis Dose Guidelines on Clinical Outcomes","year":2005,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Medicine; Peritoneal dialysis; Randomized controlled trial; Observational study; Adverse effect; Kidney disease; Urology; Intensive care medicine; Renal function; Dialysis; Clinical trial; 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":[0.0007656361,0.0003831657,0.001127292,0.0006257452,0.00008196107,0.00008046862,0.0004269693,0.0001548952,0.002995891],"category_scores_gemma":[0.0009850628,0.0002701294,0.002979934,0.0003910669,0.0001952929,0.0001670152,0.0001831307,0.0002474361,0.0002946845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002689279,"about_ca_system_score_gemma":0.0001634294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003769835,"about_ca_topic_score_gemma":0.00006552027,"domain_scores_codex":[0.9958518,0.0001270398,0.001687526,0.0006384279,0.001346128,0.0003491259],"domain_scores_gemma":[0.9977622,0.0001992481,0.0004277043,0.0006531788,0.0005822771,0.0003754031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001446944,0.004591182,0.8062048,0.00002647737,0.01007683,0.00005781446,0.000268052,0.00235537,0.0009628651,0.0008202658,0.02058722,0.1526022],"study_design_scores_gemma":[0.002859459,0.0005437799,0.9592193,0.00006787031,0.00146213,0.000006107825,0.00005462102,0.008019492,0.0001701163,0.00005236822,0.02721475,0.0003299618],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.975852,0.0001210954,0.0001856727,0.007156189,0.0007687816,0.0002898172,0.0001426043,0.00007405989,0.01540982],"genre_scores_gemma":[0.989136,0.0003515695,0.00268465,0.001630154,0.00260935,0.00004906397,0.0003928241,0.0000407775,0.00310559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1530146,"threshold_uncertainty_score":0.9999751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06970557169650324,"score_gpt":0.4449469196450803,"score_spread":0.375241347948577,"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."}}