{"id":"W3158365154","doi":"10.1016/j.transproceed.2021.02.019","title":"Early Transplant Arteriopathy in Kidney Transplantation","year":2021,"lang":"en","type":"article","venue":"Transplantation Proceedings","topic":"Renal and Vascular Pathologies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital","funders":"University of Washington","keywords":"Medicine; Transplantation; Surgery; Biopsy; Vasculitis; Arteritis; Kidney transplantation; Creatinine; Pathology; Internal medicine; Disease","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":[0.0001868103,0.0002033534,0.0003175919,0.0001952924,0.0000593278,0.00004773473,0.00006633715,0.000141354,0.0001243346],"category_scores_gemma":[0.00001409148,0.0001880244,0.0001400662,0.0004338489,0.00004709129,0.0003213343,0.000002577232,0.0002447944,0.00005071585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000341457,"about_ca_system_score_gemma":0.000120278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000281875,"about_ca_topic_score_gemma":0.00001394632,"domain_scores_codex":[0.9985473,0.00001908744,0.000403401,0.0004017555,0.0003241815,0.0003043251],"domain_scores_gemma":[0.9995209,0.00002106067,0.00005578044,0.00008081432,0.000146977,0.0001744991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002537228,0.0004745386,0.2606473,0.005242134,0.0001021042,0.005695711,0.02979387,0.000008928017,0.6880038,0.002824863,0.0001139983,0.004555518],"study_design_scores_gemma":[0.005498246,0.0002545962,0.7640533,0.00141387,0.0003205483,0.004624623,0.0004067755,0.00009270936,0.2223159,0.0003746987,0.0003292961,0.000315409],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906135,0.0001416429,0.001237271,0.0008945365,0.00008805431,0.0003074985,0.00005936993,0.0001404245,0.006517674],"genre_scores_gemma":[0.9942518,0.002830133,0.001419508,0.0006748374,0.00006424608,0.00005799843,0.0003404802,0.00002557349,0.0003354084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.503406,"threshold_uncertainty_score":0.7667412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01524623029859792,"score_gpt":0.2489919351004984,"score_spread":0.2337457048019005,"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."}}