{"id":"W1966812431","doi":"10.1016/j.healun.2009.04.025","title":"Whole Blood Genomic Biomarkers of Acute Cardiac Allograft Rejection","year":2009,"lang":"en","type":"article","venue":"The Journal of Heart and Lung Transplantation","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Transplantation; Biomarker; Heart transplantation; Biopsy; Internal medicine; Pathology; Cardiology","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":[0.0006660523,0.00008403681,0.0002605653,0.0001211963,0.00006674786,0.000007654531,0.00003736876,0.00005004368,0.000006309655],"category_scores_gemma":[0.000003598949,0.00005375001,0.0001259213,0.0001054483,0.00004081896,0.0001051878,9.351731e-7,0.000132194,4.91406e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009207869,"about_ca_system_score_gemma":0.00003841473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000019062,"about_ca_topic_score_gemma":0.000002613486,"domain_scores_codex":[0.9991996,0.0001280448,0.000339213,0.00005922548,0.0001769586,0.00009694538],"domain_scores_gemma":[0.9995499,0.0001111275,0.0001372348,0.00007258765,0.00007313557,0.00005600011],"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":[0.002027897,0.0000519528,0.02951245,0.0001379454,0.0005994661,0.00002127614,0.00211476,0.00001627057,0.9636729,0.00004885062,0.0001245357,0.001671653],"study_design_scores_gemma":[0.002078117,0.0008358296,0.9385812,0.0001983463,0.005076754,0.001802934,0.000155924,0.00004175893,0.05081147,0.000124417,0.0002223559,0.00007090865],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931134,0.0012521,0.002985674,0.002217226,0.0001586596,0.0001506891,0.00001855883,0.000008260832,0.00009543811],"genre_scores_gemma":[0.9873669,0.005581358,0.006711202,0.0001765471,0.0000967208,4.166596e-7,0.00001582013,0.00000647385,0.00004455889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9128615,"threshold_uncertainty_score":0.2191862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009785712447329092,"score_gpt":0.2906925284089011,"score_spread":0.2809068159615721,"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."}}