{"id":"W1931957718","doi":"10.1111/j.1525-139x.2008.00441.x","title":"Clinical Outcomes after Failed Renal Transplantation—Does Dialysis Modality Matter?","year":2008,"lang":"en","type":"review","venue":"Seminars in Dialysis","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Dialysis; Immunosuppression; Hemodialysis; Peritoneal dialysis; Transplantation; Home hemodialysis; Intensive care medicine; Population; Nephrology; Kidney transplantation; Internal medicine; Urology; Surgery","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":[0.0003812012,0.0009217933,0.005351664,0.0008804238,0.00008920563,0.00004542702,0.000304804,0.0007422296,0.001189674],"category_scores_gemma":[0.00008776262,0.0005731873,0.004111605,0.000999282,0.0001997213,0.0001451948,0.00003858401,0.0007238447,0.00056076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002588789,"about_ca_system_score_gemma":0.000247617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002107159,"about_ca_topic_score_gemma":0.0002766295,"domain_scores_codex":[0.9942372,0.0006634522,0.002654326,0.00114304,0.000746819,0.0005551979],"domain_scores_gemma":[0.9967746,0.001218702,0.0006070965,0.0009925194,0.00008039838,0.0003267201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002168681,0.0005390657,0.6968287,0.007580493,0.003318198,0.002303132,0.0002996602,0.000002543341,5.893233e-8,0.000002652794,0.00007271564,0.288836],"study_design_scores_gemma":[0.009804203,0.0002781978,0.6386849,0.07260862,0.06723758,0.0005283813,0.00008574507,0.00001697455,0.000008374785,0.0001889776,0.2078499,0.00270809],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0069105,0.9888369,0.0001331247,0.0002359696,0.0005121161,0.0015066,0.0006910228,0.00008922175,0.001084528],"genre_scores_gemma":[0.00295172,0.9896598,0.001456654,0.0002635415,0.0001967126,0.0006062988,0.002159203,0.000105756,0.002600345],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2861279,"threshold_uncertainty_score":0.9997234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03707009236856106,"score_gpt":0.3785689600766657,"score_spread":0.3414988677081046,"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."}}