{"id":"W3194559243","doi":"10.1016/j.transproceed.2021.07.025","title":"Human Leukocyte Antigen Antibody Sampling in Ventricular Assist Device Recipients: Are We Talking?","year":2021,"lang":"en","type":"article","venue":"Transplantation Proceedings","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Stollery Children's Hospital; Alberta Biodiversity Monitoring Institute; Translational Research in Oncology; University of Alberta Hospital; University of Alberta","funders":"","keywords":"Medicine; Human leukocyte antigen; Interquartile range; Transplantation; Histocompatibility; Immunosuppression; Internal medicine; Surgery; Immunology; Antigen","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00022605,0.0002289076,0.0002996982,0.0001852858,0.0001078462,0.0001097458,0.0001738326,0.0001484469,0.0001600047],"category_scores_gemma":[0.00001716146,0.0002658947,0.00008210072,0.0006836821,0.00001667894,0.0004563111,0.0000117384,0.0002743211,0.00003844914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001116826,"about_ca_system_score_gemma":0.0000213825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009208968,"about_ca_topic_score_gemma":0.00003365887,"domain_scores_codex":[0.9984004,0.00001049011,0.0004989181,0.0003868226,0.0003377981,0.0003655807],"domain_scores_gemma":[0.9995355,0.00002413628,0.00009237485,0.0001057063,0.0001294382,0.0001128618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002533189,0.0001494876,0.7519169,0.003468313,0.00015656,0.001020088,0.002089101,0.002575387,0.2332564,0.004411681,0.0001312774,0.0007994847],"study_design_scores_gemma":[0.002066959,0.00003738933,0.7460137,0.002352412,0.000183074,0.0003565968,0.001005627,0.004519432,0.2342318,0.001267835,0.006819113,0.001146065],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926259,0.0007125358,0.004390807,0.00006691147,0.0002246845,0.0001878699,0.00001734566,0.0003237585,0.001450173],"genre_scores_gemma":[0.9985299,0.0001746763,0.0008882983,0.00009231403,0.00007310477,0.00002328488,0.000146652,0.0000511053,0.00002070275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006687836,"threshold_uncertainty_score":0.9999793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03208365102178246,"score_gpt":0.2880996310333146,"score_spread":0.2560159800115321,"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."}}