{"id":"W132013398","doi":"10.1016/j.path.2014.04.005","title":"Renalomics","year":2014,"lang":"en","type":"review","venue":"Surgical pathology clinics","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta Hospital","funders":"","keywords":"Medicine; Renal transplant; Pathology; Data science; Medical physics; Computational biology; Bioinformatics; Transplantation; Computer science; Internal medicine; Biology","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":[0.0004286401,0.0003967014,0.003126435,0.0001377993,0.00004835875,0.000009576806,0.0001277395,0.0009039973,0.0002186026],"category_scores_gemma":[0.00007452669,0.0002549039,0.00136449,0.0001656679,0.0001321668,0.00001467709,0.00003351659,0.0007390595,0.001355523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004782588,"about_ca_system_score_gemma":0.0001895745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.833695e-7,"about_ca_topic_score_gemma":4.872476e-7,"domain_scores_codex":[0.9976178,0.0002989139,0.001082848,0.000515442,0.0001774277,0.0003076161],"domain_scores_gemma":[0.9979772,0.0008795615,0.0003568546,0.0005109122,0.00005210173,0.000223387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000524165,0.0001778153,0.0002248307,0.01075876,0.0003377637,0.008484851,0.000006616835,1.344387e-7,4.71605e-9,0.0008929489,0.000114508,0.9789494],"study_design_scores_gemma":[0.00144258,0.000268783,0.00002766369,0.005829359,0.002705404,0.005786037,6.839401e-7,0.000001777829,4.300587e-8,0.0001196558,0.9836161,0.0002019158],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001829807,0.9900274,0.00005174237,0.00004349516,0.0006286148,0.0004884155,0.00007524793,0.00007668259,0.008590162],"genre_scores_gemma":[0.000006762124,0.9934961,0.0007373292,0.0002260794,0.0003517305,0.00003725684,0.001371877,0.00006031148,0.003712566],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9835016,"threshold_uncertainty_score":0.9999903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08453937321135066,"score_gpt":0.4371302396790454,"score_spread":0.3525908664676947,"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."}}