{"id":"W2084855983","doi":"10.1038/sj.ki.5001930","title":"Patient and technique survival on peritoneal dialysis in patients with failed renal allograft: A case–control study","year":2006,"lang":"en","type":"article","venue":"Kidney International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"AGE-WELL","keywords":"Peritoneal dialysis; Medicine; Urology; Dialysis; Surgery; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000171666,0.0001615173,0.0002557084,0.0003310447,0.00004280701,0.0000461139,0.00005772452,0.00003684888,0.0001464712],"category_scores_gemma":[0.00006377999,0.0001141086,0.00007239063,0.0001531309,0.00003996068,0.00005532731,0.00004251364,0.0001123712,0.000004546069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000104674,"about_ca_system_score_gemma":0.00003647888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003711976,"about_ca_topic_score_gemma":0.000248531,"domain_scores_codex":[0.9985646,0.00008157561,0.0002965685,0.0003236372,0.0005786546,0.0001549352],"domain_scores_gemma":[0.9994856,0.00003158802,0.00008550429,0.0001561445,0.0000925866,0.0001485679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001285127,0.003958272,0.989504,0.00001041863,0.000587694,0.0008884875,0.0001569921,0.00006988878,0.00007029602,0.0001955874,0.001045465,0.002227749],"study_design_scores_gemma":[0.007322436,0.001064444,0.9895431,0.00007453624,0.0002512459,0.000007782083,0.000105192,0.0002873984,0.00004421128,0.0000265231,0.001126447,0.0001466705],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941661,0.000004888155,0.0002806882,0.0007671306,0.0001072376,0.001086926,0.000105818,0.00002702701,0.003454177],"genre_scores_gemma":[0.9986606,8.877221e-7,0.000290921,0.0003979712,0.0001081663,0.0002094711,0.00016803,0.00001509218,0.000148854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006037309,"threshold_uncertainty_score":0.4653216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003926135336000326,"score_gpt":0.222469010219874,"score_spread":0.2185428748838737,"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."}}