{"id":"W2552263672","doi":"10.1111/ajt.14107","title":"The Banff 2015 Kidney Meeting Report: Current Challenges in Rejection Classification and Prospects for Adopting Molecular Pathology","year":2016,"lang":"en","type":"article","venue":"American Journal of Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":624,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; University of Alberta","funders":"Roche Organ Transplant Research Foundation; University of Alberta; Astellas Pharma; Alexion Pharmaceuticals; Astellas Pharma US; Renal Pathology Society; American Society of Transplantation; WILEY; Canadian Institutes of Health Research; Novartis","keywords":"Medicine; Transplantation; Serology; Molecular pathology; Kidney transplantation; Pathology; Histopathology; Intensive care medicine; Internal medicine; Immunology; Antibody; Gene","routes":{"ca_aff":true,"ca_fund":true,"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":[0.04803187,0.0006714705,0.001318591,0.003266332,0.002357658,0.006711252,0.003081242,0.006373111,0.00543526],"category_scores_gemma":[0.03533281,0.0004730878,0.001072146,0.001661015,0.003418067,0.008350423,0.003643119,0.01165831,0.002910043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004862013,"about_ca_system_score_gemma":0.01652423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01391213,"about_ca_topic_score_gemma":0.03218899,"domain_scores_codex":[0.9908053,0.002473177,0.001546072,0.0006898353,0.003356055,0.00112957],"domain_scores_gemma":[0.9423417,0.01142513,0.002946919,0.002258837,0.03010009,0.01092733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001789274,0.0001304791,0.01266542,0.0004561759,0.00003564781,0.0002173543,0.0001892765,0.0002490832,0.001147578,0.00963163,0.7520505,0.2230479],"study_design_scores_gemma":[0.0000500352,0.0001551773,0.02564196,0.001996684,0.00008013358,0.001282498,0.001209965,0.001479063,0.001050216,0.01779766,0.9490507,0.0002059027],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.00310145,0.01740871,0.003199835,0.9238223,0.04709162,0.00003571676,0.0002908362,0.000155956,0.004893595],"genre_scores_gemma":[0.09988149,0.06602655,0.06206347,0.5594648,0.1903565,0.0002369808,0.002961654,0.0005086513,0.01849979],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.04803187,"threshold_uncertainty_score":0.2540199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03412974086551866,"score_gpt":0.32896497988443,"score_spread":0.2948352390189113,"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."}}