{"id":"W4387021150","doi":"10.21926/obm.transplant.2303196","title":"A Urinary Proteomics Approach to Predict Treatment Response in Acute Antibody-Mediated Rejection","year":2023,"lang":"en","type":"article","venue":"OBM Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Urinary system; Biomarker; Medicine; Proteomics; Proteome; Internal medicine; Antibody; Pathogenesis; Bioinformatics; Immunology; Biology; Gene","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":[0.001454075,0.0003739403,0.0004757976,0.001709651,0.0002565569,0.00070455,0.0002507817,0.0004700103,0.0005312473],"category_scores_gemma":[0.001680745,0.0001290013,0.0002830812,0.000781671,0.0002436295,0.0003116677,0.0003001301,0.0003351804,0.0001135051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002516096,"about_ca_system_score_gemma":0.0002028767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003908029,"about_ca_topic_score_gemma":0.0004494898,"domain_scores_codex":[0.9993749,0.0002493423,0.00006828311,0.0001020265,0.0001617943,0.0000436257],"domain_scores_gemma":[0.9992817,0.0001949556,0.0003116149,0.00004162933,0.0001134558,0.00005666519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001928578,0.0006069047,0.8548598,0.0003056638,0.0003537416,0.0005202542,0.0002211711,0.0008304818,0.07726831,0.0001722909,0.0004852997,0.06244761],"study_design_scores_gemma":[0.00008001447,0.002262696,0.943401,0.00006333742,0.0003987541,0.00284607,0.0003600408,0.01365848,0.03452527,0.0003993773,0.001964603,0.00004028345],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901817,0.003425814,0.005139876,0.000145741,0.00004445902,0.00007832517,0.0002665077,0.00005897636,0.0006584671],"genre_scores_gemma":[0.9956883,0.0004035207,0.003480454,0.00007516227,0.00002401023,0.00003021039,0.0001258827,0.000004143864,0.0001683914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001709651,"threshold_uncertainty_score":0.007689953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02574941933032784,"score_gpt":0.3164795635796221,"score_spread":0.2907301442492943,"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."}}