{"id":"W2032992413","doi":"10.1111/j.1399-0012.2005.00377.x","title":"Reproducibility of the Banff classification in subclinical kidney transplant rejection","year":2005,"lang":"en","type":"article","venue":"Clinical Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":78,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Reproducibility; Kappa; Transplantation; Renal function; Grading (engineering); Subclinical infection; Kidney transplantation; Pathology; 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":[0.00202312,0.000156667,0.0004346158,0.00008632604,0.00005803636,0.000007212074,0.0001183782,0.0002156637,0.00006730933],"category_scores_gemma":[0.0004123061,0.00009469571,0.0003769291,0.0003582243,0.0001793191,0.000138553,0.000003980335,0.0003795522,0.00002627897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006252829,"about_ca_system_score_gemma":0.0001629545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004863711,"about_ca_topic_score_gemma":0.0001330295,"domain_scores_codex":[0.9968352,0.0003419533,0.001496316,0.0008026694,0.0003425781,0.0001813309],"domain_scores_gemma":[0.9981623,0.0004433096,0.0002500138,0.0009031522,0.00009274085,0.0001485061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002002246,0.00102252,0.9817893,0.0003735086,0.00007728334,0.0000120882,0.0003554282,0.00005260321,0.002254147,0.0003259417,0.00002975281,0.0117052],"study_design_scores_gemma":[0.004978281,0.0002182833,0.985349,0.0006175534,0.0003773758,0.00006293696,0.0000186773,0.0006270174,0.007055453,0.0001459598,0.000450513,0.00009894143],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892678,0.00005343342,0.0014405,0.005752733,0.0004630347,0.0008587734,0.00008425247,0.00004848987,0.002031017],"genre_scores_gemma":[0.995626,0.001502912,0.00151129,0.0006903101,0.0001586272,0.00002555394,0.0002083029,0.00001550072,0.0002615516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01160626,"threshold_uncertainty_score":0.3861579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1028655512543974,"score_gpt":0.4035237262147585,"score_spread":0.3006581749603611,"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."}}