{"id":"W2324004019","doi":"10.1097/tp.0b013e3181b7ccc6","title":"Functional Genomic Analysis of Peripheral Blood During Early Acute Renal Allograft Rejection","year":2009,"lang":"en","type":"article","venue":"Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; Institute of Infection and Immunity; Prevention of Organ Failure; University of British Columbia","funders":"","keywords":"Medicine; Transplantation; Biopsy; Gene expression profiling; Cohort; Gene expression; Pathology; Immunology; Gene; Internal medicine; 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":[0.00005129294,0.0001389103,0.0002977708,0.0003837417,0.00007420569,0.0000121757,0.00003221252,0.00007137608,0.000179126],"category_scores_gemma":[0.000001064151,0.0001228263,0.0002712592,0.0005040338,0.00002185459,0.0001298495,8.756389e-7,0.00008596143,0.000005821177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003785957,"about_ca_system_score_gemma":0.00002516293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007094483,"about_ca_topic_score_gemma":0.00002964327,"domain_scores_codex":[0.999005,0.00002673205,0.0003316068,0.0002198343,0.0002653412,0.0001514502],"domain_scores_gemma":[0.9996226,0.00001865736,0.0001000863,0.000119613,0.00006611262,0.00007293358],"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":[0.003161928,0.0003235077,0.2141959,0.0001167903,0.005584332,0.0002012974,0.000972176,0.002094119,0.7726747,0.0001864686,0.000001743086,0.000487057],"study_design_scores_gemma":[0.004007525,0.0004124527,0.9385303,0.00006486703,0.01283024,0.0001695149,0.000009464362,0.0001710222,0.04368271,0.00002519367,0.00000156968,0.00009519143],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941359,0.00004153857,0.004798708,0.00008717355,0.0000518241,0.0001904009,0.00008434244,0.00005544234,0.0005546847],"genre_scores_gemma":[0.9966474,0.0004152289,0.001287472,0.0000658772,0.00004166755,0.000007648377,0.001054214,0.000009301156,0.0004711451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.728992,"threshold_uncertainty_score":0.5008712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01244867003520762,"score_gpt":0.2591009369800853,"score_spread":0.2466522669448777,"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."}}