{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001861865,0.0001366575,0.0003021148,0.0002331049,0.00004377431,0.000004515366,0.00004935895,0.00007298297,0.00002473013],"category_scores_gemma":[0.00001266855,0.0001186525,0.0001642807,0.0002500256,0.00002873196,0.0001114629,0.000001393972,0.00005433774,0.00001062954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000196878,"about_ca_system_score_gemma":0.00003738702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003211124,"about_ca_topic_score_gemma":0.000004755392,"domain_scores_codex":[0.9988701,0.00003434918,0.0004511356,0.0001835562,0.0002875878,0.0001733112],"domain_scores_gemma":[0.9992504,0.0002720116,0.0001523256,0.0001150282,0.0001492317,0.00006097174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00666931,0.0004693613,0.4398986,0.009442783,0.0008323434,0.0001543346,0.006956107,0.001752885,0.5298658,0.0002356872,0.0000124143,0.00371042],"study_design_scores_gemma":[0.007111894,0.0003143043,0.2249757,0.001176079,0.0006716968,0.00003329768,0.0001042612,0.0004575585,0.7650167,0.00004205156,0.000009125734,0.00008737424],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771576,0.00002485401,0.02104161,0.00008081912,0.0001594031,0.0007483144,0.0005282397,0.00005902132,0.0002001696],"genre_scores_gemma":[0.9938181,0.0007062201,0.00366594,0.000008182372,0.00004829379,0.00006280057,0.001468579,0.0000224268,0.0001994472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2351509,"threshold_uncertainty_score":0.483851,"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."}}