{"id":"W2134682879","doi":"10.1177/089686080202200508","title":"Predictors of Outcome following Bacterial Peritonitis in Peritoneal Dialysis","year":2002,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":166,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Peritonitis; Peritoneal dialysis; Medicine; Continuous ambulatory peritoneal dialysis; Internal medicine; Gastroenterology; Univariate analysis; Surgery; Multivariate analysis","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":[0.0004008345,0.00035936,0.001034924,0.0009523895,0.00008571224,0.0001077379,0.0004027369,0.0001594784,0.005037813],"category_scores_gemma":[0.0003549744,0.0003319831,0.001271161,0.0006945833,0.0001522355,0.0002771343,0.0002044998,0.0002451663,0.0001000307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002851244,"about_ca_system_score_gemma":0.00003521675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004525212,"about_ca_topic_score_gemma":0.00015205,"domain_scores_codex":[0.99621,0.0001294048,0.001304326,0.0006292317,0.00128922,0.0004378299],"domain_scores_gemma":[0.9987693,0.00009304014,0.0002731631,0.0004647145,0.0001345734,0.0002651655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003931521,0.002311206,0.9635301,0.0001169053,0.003290347,0.000465859,0.0023102,0.0001701439,0.01175215,0.0003553646,0.001321823,0.01398274],"study_design_scores_gemma":[0.007859371,0.0003894776,0.9292628,0.0003206058,0.003112704,0.00003424951,0.0008353274,0.0170535,0.002751378,0.00006777941,0.03728675,0.00102602],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9764205,0.0002173972,0.00007987172,0.001434254,0.002367035,0.0003398259,0.0001216592,0.00006670939,0.01895274],"genre_scores_gemma":[0.9953013,0.0001849164,0.0006079875,0.0001871607,0.001301885,0.0001082493,0.0003869121,0.00004670247,0.001874861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03596493,"threshold_uncertainty_score":0.9999132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0205529889080998,"score_gpt":0.2779385411332233,"score_spread":0.2573855522251235,"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."}}