{"id":"W2305989136","doi":"10.3747/pdi.2014.00288","title":"The Peritoneal Dialysis Outcomes and Practice Patterns Study (PDOPPS): Unifying Efforts to Inform Practice and Improve Global Outcomes in Peritoneal Dialysis","year":2015,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":144,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"Canadian Institutes of Health Research; Soochow University; Fresenius Medical Care North America; Medical Research Council; Sanofi; AbbVie; Kyowa Hakko Kirin; National Health and Medical Research Council; Amgen","keywords":"Peritoneal dialysis; Medicine; Comorbidity; Dialysis; Intensive care medicine; Clinical Practice; Family medicine; Cohort; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0145286,0.0004897061,0.0005257923,0.00234835,0.0006556726,0.001942765,0.001298041,0.0009995502,0.001024956],"category_scores_gemma":[0.03133659,0.0002680595,0.0005646072,0.005197981,0.0006125105,0.002636941,0.004170732,0.001505065,0.0002535303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001245245,"about_ca_system_score_gemma":0.007229611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01329951,"about_ca_topic_score_gemma":0.0144085,"domain_scores_codex":[0.9940895,0.002919185,0.0009290942,0.0006499265,0.001075264,0.0003370503],"domain_scores_gemma":[0.9801353,0.004553828,0.007453503,0.001741691,0.003431472,0.002684162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009351042,0.0000806617,0.95158,0.000581668,0.0001698706,0.00001910685,0.0007985543,0.0001161493,0.00004836262,0.0004602961,0.007221751,0.03882998],"study_design_scores_gemma":[0.0000807192,0.0001451594,0.986932,0.0008679051,0.00009333751,0.00004770734,0.001347516,0.0005538071,0.00006081018,0.0004904976,0.009366254,0.00001441242],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8732677,0.01697149,0.009096147,0.04320771,0.0008694031,0.002674296,0.04149804,0.0001897903,0.01222537],"genre_scores_gemma":[0.9577146,0.006111721,0.01287877,0.003176371,0.0005721647,0.003242275,0.01554437,0.00005339774,0.0007062057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0145286,"threshold_uncertainty_score":0.07683551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02422001734249542,"score_gpt":0.3546459562517456,"score_spread":0.3304259389092501,"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."}}