{"id":"W2014784991","doi":"10.7182/pit2014422","title":"The Role of Prophylactic versus Selective Ureteric Stenting in Kidney Transplant Patients: A Retrospective Review","year":2014,"lang":"en","type":"review","venue":"Progress in Transplantation","topic":"Renal and Vascular Pathologies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Retrospective cohort study; Kidney transplant; Kidney transplantation; Kidney; Intensive care medicine; Surgery; Urology; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0006564679,0.0003357274,0.00150261,0.0002105534,0.00004993381,0.00001530905,0.0001754128,0.0001957621,0.000002703918],"category_scores_gemma":[0.0001731174,0.0002035125,0.0003685343,0.0006674863,0.00012152,0.00008039417,0.000009188378,0.0005686307,0.000004255121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001808556,"about_ca_system_score_gemma":0.0001857404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001407309,"about_ca_topic_score_gemma":0.00002082414,"domain_scores_codex":[0.9974391,0.0005091108,0.0009333281,0.0004100019,0.0004010158,0.0003074158],"domain_scores_gemma":[0.9988323,0.000208872,0.0005180656,0.0002426069,0.0001409523,0.00005723593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0005848165,0.0001646683,0.0130433,0.167473,0.0001451642,0.00004196167,0.0004754243,1.532191e-7,6.259035e-7,0.00004684483,0.000001268601,0.8180227],"study_design_scores_gemma":[0.01067994,0.003500026,0.04006937,0.8809441,0.01049146,0.0002858636,0.00009873805,0.00006794887,0.0001029205,0.000193883,0.0523929,0.001172865],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006713957,0.9957874,0.00001261413,0.0000183416,0.0001267797,0.003013426,0.00005650164,0.00002460229,0.0002888739],"genre_scores_gemma":[0.02222161,0.9763902,0.0001182847,0.00001108645,0.00003417035,0.0007656816,0.0004207878,0.0000341632,0.000004019116],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8168499,"threshold_uncertainty_score":0.8298998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02016917115089259,"score_gpt":0.3194931036152005,"score_spread":0.2993239324643079,"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."}}