{"id":"W2104380771","doi":"10.1097/01.asn.0000046061.62136.d4","title":"Dialysis, Kidney Transplantation, or Pancreas Transplantation for Patients with Diabetes Mellitus and Renal Failure","year":2003,"lang":"en","type":"review","venue":"Journal of the American Society of Nephrology","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":75,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Transplantation; Kidney transplantation; Pancreas transplantation; Dialysis; Diabetes mellitus; Kidney; Kidney disease; Life expectancy; Internal medicine; Surgery; Endocrinology; Population","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001152179,0.0001388082,0.0004587065,0.0003397022,0.0002815865,0.0003948411,0.0002872309,0.0002941307,0.003036404],"category_scores_gemma":[0.004288033,0.0001188134,0.0008871779,0.0005853809,0.0001310733,0.0003679961,0.0003055461,0.0004033727,0.0002130983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004411675,"about_ca_system_score_gemma":0.002192721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002699963,"about_ca_topic_score_gemma":0.006851639,"domain_scores_codex":[0.9994854,0.0003224898,0.00003734792,0.00004837621,0.00006491988,0.00004153778],"domain_scores_gemma":[0.9981636,0.001300963,0.0003626609,0.00004252033,0.00003787322,0.00009242848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"systematic_review","study_design_scores_codex":[0.005226139,0.00179414,0.563795,0.001827585,0.001308134,0.001260878,0.0003017911,0.1087688,0.001591359,0.008471292,0.01018448,0.2954704],"study_design_scores_gemma":[0.003429256,0.007900734,0.4460939,0.001821037,0.002289193,0.004313624,0.001073652,0.4378905,0.002571102,0.05935869,0.03304793,0.0002104498],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9365336,0.01131506,0.02921966,0.006322092,0.0002263118,0.0007833318,0.004653548,0.0001354133,0.01081096],"genre_scores_gemma":[0.9883503,0.003119844,0.005791264,0.0007245181,0.00007354965,0.0002169266,0.0009018533,0.000005620233,0.00081611],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.003036404,"threshold_uncertainty_score":0.01015782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01651922223862267,"score_gpt":0.2915322641453873,"score_spread":0.2750130419067646,"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."}}