{"id":"W2883904868","doi":"10.1093/ndt/gfy204","title":"Regional variation in the treatment and prevention of peritoneal dialysis-related infections in the Peritoneal Dialysis Outcomes and Practice Patterns Study","year":2018,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":82,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; McGill University; Jewish General Hospital","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; Fresenius Medical Care North America; National Health and Medical Research Council; Medical Research Council; Kidney Research UK; Canadian Institutes of Health Research; National Institute for Health and Care Research; AstraZeneca; Patient-Centered Outcomes Research Institute; National Research Council of Thailand; Chulalongkorn University; Baxter International","keywords":"Medicine; Peritoneal dialysis; Peritonitis; Mupirocin; Dialysis; Guideline; Internal medicine; Intensive care medicine; Methicillin-resistant Staphylococcus aureus","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001373444,0.0002037602,0.0004825397,0.0004899012,0.0001678732,0.00004669434,0.00008689844,0.0001144773,0.00003437612],"category_scores_gemma":[0.00008010023,0.000121954,0.0001744841,0.000699093,0.0001743726,0.0001993726,0.00001005474,0.0001388965,0.000002669139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000529268,"about_ca_system_score_gemma":0.00003856336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002157236,"about_ca_topic_score_gemma":0.009516712,"domain_scores_codex":[0.996852,0.001617607,0.0006132123,0.000385604,0.0003460822,0.0001854446],"domain_scores_gemma":[0.9985082,0.0008359819,0.0002378225,0.000284535,0.00009297236,0.00004054921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001691517,0.007338617,0.8354454,0.00008954691,0.002408245,0.00007462576,0.1406912,0.0002199272,0.001266595,0.0004669696,0.00001565276,0.01029172],"study_design_scores_gemma":[0.004242572,0.001673539,0.9807732,0.00002089796,0.007297043,0.00004165092,0.005010276,0.0005422503,0.00001187504,0.0001387817,0.0001444696,0.0001034562],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940897,0.00009577594,0.0004776439,0.0038436,0.00005598448,0.001158346,0.0000143974,0.00001394959,0.0002506458],"genre_scores_gemma":[0.9972887,0.001425443,0.00008197917,0.0005560624,0.00009731074,0.0003034789,0.0002170847,0.000009884167,0.00002003176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1453278,"threshold_uncertainty_score":0.5310549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01883034311503602,"score_gpt":0.3076919374144827,"score_spread":0.2888615942994467,"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."}}