{"id":"W4360600818","doi":"10.1097/tp.0000000000004554","title":"Multicenter Validation of a Urine CXCL10 Assay for Noninvasive Monitoring of Renal Transplants","year":2023,"lang":"en","type":"article","venue":"Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; Western University; Université Laval; University of Manitoba; Centre Hospitalier de l’Université de Montréal; George & Fay Yee Centre for Healthcare Innovation; Manitoba Health","funders":"","keywords":"Urine; Medicine; Urology; Multicenter study; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02577801,0.0009396498,0.0005493841,0.0007356875,0.0005339727,0.001382461,0.00108709,0.0007347255,0.0007939556],"category_scores_gemma":[0.01566721,0.0004153411,0.0006086552,0.0006611248,0.001177121,0.000433833,0.001280732,0.0008283522,0.0005444558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008042511,"about_ca_system_score_gemma":0.001495737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001201051,"about_ca_topic_score_gemma":0.0009980177,"domain_scores_codex":[0.9863427,0.007008137,0.0008448297,0.002388333,0.003007472,0.0004085678],"domain_scores_gemma":[0.9883761,0.003107869,0.003013997,0.002251531,0.002548632,0.0007018219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01234607,0.002473323,0.8213553,0.0003049121,0.0008453296,0.0001697307,0.0008849693,0.005876307,0.1009773,0.0005664536,0.002958799,0.05124139],"study_design_scores_gemma":[0.00280066,0.01590677,0.8547925,0.0001586985,0.0009406098,0.001490494,0.0002998817,0.02247398,0.09305659,0.000538888,0.007434285,0.000106663],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9792424,0.0005021661,0.01663813,0.0001983403,0.00006872485,0.0005754242,0.001417391,0.0002384448,0.001118905],"genre_scores_gemma":[0.9894376,0.0000608278,0.007330012,0.0001795123,0.00003752137,0.0004032681,0.002168308,0.00003580129,0.000347244],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02577801,"threshold_uncertainty_score":0.1363288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04414808581501485,"score_gpt":0.3343564393330814,"score_spread":0.2902083535180666,"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."}}