{"id":"W2568730525","doi":"10.1093/ndt/gfw171.06","title":"SP435VARIATION IN THE TREATMENT AND PREVENTION OF PERITONEAL DIALYSIS RELATED INFECTIONS: PRELIMINARY RESULTS FROM THE PERITONEAL DIALYSIS OUTCOMES AND PRACTICE PATTERNS STUDY (PDOPPS)","year":2016,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Peritoneal dialysis; Intensive care medicine; Dialysis; Hemodialysis; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.003725425,0.0001715627,0.0002476091,0.0005783963,0.0003120756,0.0007805582,0.0004910764,0.0004918705,0.001691997],"category_scores_gemma":[0.01452678,0.0002126198,0.0006816848,0.001433226,0.0002133393,0.0007029843,0.00107241,0.0005098488,0.000194763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005556674,"about_ca_system_score_gemma":0.001606962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01405641,"about_ca_topic_score_gemma":0.01530893,"domain_scores_codex":[0.9974942,0.001278501,0.0002735466,0.0002502785,0.0005072911,0.0001962096],"domain_scores_gemma":[0.9907624,0.002754621,0.003382882,0.0005456408,0.001343449,0.001210939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005175072,0.0002272793,0.9833201,0.00008582453,0.0001719436,0.00002301516,0.0003508371,0.00006955959,0.00007777335,0.00002851106,0.0004737717,0.01465386],"study_design_scores_gemma":[0.0000583213,0.000386646,0.9984688,0.00003211053,0.00006973108,0.00003678237,0.0002772831,0.0001738504,0.00003221964,0.00002082243,0.0004398882,0.000003401993],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972416,0.0003884751,0.0001811879,0.0003029992,0.00001125758,0.00006589509,0.001024808,0.00000421744,0.0007795572],"genre_scores_gemma":[0.9977022,0.0003043482,0.0005120703,0.0001153934,0.00001996489,0.00007903123,0.001056711,0.000003062608,0.0002073394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01405641,"threshold_uncertainty_score":0.02794921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0163646053318501,"score_gpt":0.290964599028914,"score_spread":0.2745999936970639,"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."}}