{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002619752,0.0003669859,0.000681714,0.00228565,0.0006346297,0.0005952264,0.0006062366,0.000502439,0.003965994],"category_scores_gemma":[0.001711705,0.000227572,0.0004295341,0.001433609,0.0003813433,0.0002320162,0.0007168155,0.0005626692,0.001071613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004016368,"about_ca_system_score_gemma":0.001210409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002271737,"about_ca_topic_score_gemma":0.007260216,"domain_scores_codex":[0.9982219,0.0006421767,0.0001487048,0.0002471669,0.0005507457,0.0001892764],"domain_scores_gemma":[0.9987431,0.0002781107,0.0002299194,0.0001725347,0.00041952,0.0001568029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003781006,0.0003314426,0.1681016,0.001131315,0.0003972154,0.00125927,0.0006087973,0.001984722,0.6916981,0.002778918,0.02298241,0.1049452],"study_design_scores_gemma":[0.000259481,0.001213177,0.730531,0.0004630008,0.0003145823,0.004588699,0.0005595411,0.008651348,0.1448974,0.002530176,0.1058696,0.0001221106],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7650247,0.01023451,0.1509213,0.001377352,0.0004300553,0.003863193,0.03743797,0.001373569,0.02933736],"genre_scores_gemma":[0.7013031,0.002652576,0.2336925,0.001553241,0.0001017626,0.006209424,0.04633383,0.0003147976,0.007838732],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.003965994,"threshold_uncertainty_score":0.01385474,"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."}}