{"id":"W4388669346","doi":"10.1093/ndt/gfad246","title":"Early progression of chronic histologic lesions in kidney transplant biopsies is not associated with HLA histocompatibility","year":2023,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Manitoba Health","funders":"Vienna Science and Technology Fund","keywords":"Medicine; Fibrosis; Histocompatibility; Human leukocyte antigen; Pathology; Biopsy; Kidney disease; Kidney transplantation; Transplantation; Gastroenterology; Internal medicine; Antigen; Immunology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008420332,0.0001429278,0.0002107172,0.0004207687,0.0002642822,0.0004179153,0.0002387982,0.0002044161,0.001899811],"category_scores_gemma":[0.001825962,0.0001112022,0.0002373939,0.0004537079,0.0002408857,0.0003487332,0.0003289682,0.0003507943,0.0002257736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001493375,"about_ca_system_score_gemma":0.0002236892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007670328,"about_ca_topic_score_gemma":0.0009316226,"domain_scores_codex":[0.9995667,0.00008006673,0.00006559632,0.0001090923,0.00009274123,0.00008577268],"domain_scores_gemma":[0.9975331,0.0003560064,0.001364748,0.0002302316,0.0002006071,0.0003153123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007907958,0.000005414271,0.9990632,0.000003464991,0.000008031537,0.00002928047,0.00001029702,0.000008807325,0.0002641275,0.000004883849,0.000007827498,0.0005157059],"study_design_scores_gemma":[0.000001845367,0.00008872206,0.999001,0.000002822726,0.00001098473,0.0005219253,0.00003528487,0.0000525026,0.0001960857,0.00001227434,0.00007549243,0.00000115057],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993258,0.0001793915,0.000147852,0.000007969069,0.000002268615,0.000004360369,0.0001164142,0.000002566112,0.000213506],"genre_scores_gemma":[0.9997539,0.00003377654,0.00004852082,0.000003893613,0.000002928991,0.000002156385,0.0001090997,9.246421e-7,0.00004464273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001899811,"threshold_uncertainty_score":0.006355464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02683568606129029,"score_gpt":0.2996914406940312,"score_spread":0.2728557546327409,"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."}}