{"id":"W4386418969","doi":"10.3389/ti.2023.11710","title":"Banff Human Organ Transplant Consensus Gene Panel for the Detection of Antibody Mediated Rejection in Heart Allograft Biopsies","year":2023,"lang":"en","type":"article","venue":"Transplant International","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Università degli Studi di Padova","keywords":"Transcriptome; Gene expression profiling; Medicine; Gene expression; Immunology; Gene; Heart transplantation; Computational biology; Bioinformatics; Transplantation; Pathology; Biology; Genetics; 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":[0.0005875041,0.0001707307,0.0003025305,0.0004015544,0.0001065764,0.00001360583,0.0001283972,0.0001221329,0.00005644542],"category_scores_gemma":[0.00004008437,0.0001274243,0.0001708654,0.0003735709,0.0001019702,0.00004738964,0.000003901621,0.0001820269,0.000009232675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003863044,"about_ca_system_score_gemma":0.00004884998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004309703,"about_ca_topic_score_gemma":0.000593045,"domain_scores_codex":[0.9985578,0.00007239292,0.0005233574,0.0002568102,0.000351621,0.0002379963],"domain_scores_gemma":[0.9987594,0.0008320756,0.00009006854,0.0001421637,0.0001217567,0.00005446572],"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":[0.0009447494,0.00008629167,0.08119272,0.0001598954,0.0001934335,0.00004871631,0.001387036,0.0001384684,0.9150416,0.000276906,0.00001751154,0.0005127137],"study_design_scores_gemma":[0.003802231,0.0002340001,0.785124,0.0002968341,0.0002427094,0.0003715542,0.0002614984,0.003726142,0.204847,0.0001514479,0.0007737065,0.0001688592],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9743516,0.0001037998,0.02015603,0.002904658,0.0007773177,0.0006851731,0.0008014142,0.0001457369,0.0000742972],"genre_scores_gemma":[0.9960788,0.0006691322,0.001394795,0.0001419826,0.0001415253,0.00006172751,0.001320486,0.00002636022,0.0001651907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7101945,"threshold_uncertainty_score":0.5196212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06113309616073646,"score_gpt":0.358444920251857,"score_spread":0.2973118240911205,"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."}}