{"id":"W2335044087","doi":"10.1097/tp.0b013e3182003df6","title":"Whole Blood Biomarkers of Acute Cardiac Allograft Rejection: Double-Crossing the Biopsy","year":2010,"lang":"en","type":"article","venue":"Transplantation","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; Prevention of Organ Failure; University of British Columbia","funders":"","keywords":"Biopsy; Biomarker; Medicine; Endomyocardial biopsy; Whole blood; Liquid biopsy; Pathology; Internal medicine; Cancer; Biology","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":[0.0004202639,0.0001532214,0.0002596382,0.0001128356,0.0002194813,0.00004416448,0.00008901064,0.0001296796,0.00005148672],"category_scores_gemma":[0.000004733255,0.0001060926,0.0001982351,0.0003156549,0.0002317455,0.0001349229,0.000002898246,0.0002494295,0.000009074852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000677615,"about_ca_system_score_gemma":0.00008237741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002096564,"about_ca_topic_score_gemma":0.0000647464,"domain_scores_codex":[0.9989263,0.00006059956,0.0003337187,0.0002171075,0.0002709179,0.0001912955],"domain_scores_gemma":[0.9993206,0.0001424285,0.0001084267,0.0002627594,0.00009382215,0.00007195614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001164469,0.00006708784,0.06390967,0.000251502,0.0006589906,0.00004700559,0.002479531,0.000003500287,0.928235,0.000581899,0.00002594091,0.002575404],"study_design_scores_gemma":[0.005219457,0.000151973,0.6596141,0.0001243759,0.003939725,0.0007768426,0.0002194489,0.00003364228,0.3285525,0.0001013313,0.001070936,0.0001955826],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902508,0.00009106585,0.005558179,0.001089203,0.0008521292,0.0004190259,0.0001362079,0.00008820512,0.001515233],"genre_scores_gemma":[0.9789487,0.0002432025,0.01994093,0.00009412089,0.0001715417,0.00002384119,0.0002959794,0.00002330321,0.0002584258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5996825,"threshold_uncertainty_score":0.4326332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01771002792531703,"score_gpt":0.3111160710038399,"score_spread":0.2934060430785229,"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."}}