{"id":"W4296322408","doi":"10.1097/tp.0000000000004284","title":"The Molecular Diagnosis Might Be Clinically Useful in Discrepant Kidney Allograft Biopsy Findings: An Analysis of Clinical Outcomes","year":2022,"lang":"en","type":"article","venue":"Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Metabolomics Innovation Centre","funders":"","keywords":"Histology; Medicine; Biopsy; Single Center; Kidney; Clinical endpoint; Transplantation; Kidney transplant; Kidney transplantation; Pathology; Internal medicine; Clinical trial","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":[0.001010448,0.0001833435,0.000683755,0.0004921582,0.0001570562,0.00001894202,0.0001864742,0.00007774272,0.0002040699],"category_scores_gemma":[0.00007415927,0.0001239047,0.0006306942,0.001128241,0.00009622832,0.00009326794,0.00001169245,0.0002596244,0.000002334531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000310286,"about_ca_system_score_gemma":0.00008601334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004839235,"about_ca_topic_score_gemma":0.0003268485,"domain_scores_codex":[0.9970481,0.0004106087,0.001339429,0.0003874467,0.0005780881,0.0002363145],"domain_scores_gemma":[0.9982352,0.0009239094,0.0002368253,0.0003579781,0.00005202912,0.0001940474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001294381,0.0008206815,0.9934586,0.00006697622,0.001830705,0.0003471534,0.0007790969,0.0005415425,0.0001555883,0.0003803965,0.000009000564,0.0003158389],"study_design_scores_gemma":[0.003882818,0.0005476719,0.9894998,0.00004976852,0.004397761,0.00002192004,0.0002741762,0.0006787001,0.0002525067,0.00003850007,0.0002280454,0.0001283127],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996135,0.00004935159,0.0005091627,0.001921494,0.0001576511,0.0004526419,0.0005780436,0.00003174556,0.0001649133],"genre_scores_gemma":[0.9938185,0.002036641,0.0008648774,0.001014917,0.0000101445,0.0001695009,0.001990163,0.00001939674,0.00007588437],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00395882,"threshold_uncertainty_score":0.5052688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04650684104198359,"score_gpt":0.391920467520497,"score_spread":0.3454136264785134,"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."}}