{"id":"W2956392865","doi":"10.1097/tp.0000000000002798","title":"HLA Alloimmunization Following Ventricular Assist Device Support Across the Age Spectrum","year":2019,"lang":"en","type":"article","venue":"Transplantation","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stollery Children's Hospital; Alberta Biodiversity Monitoring Institute; CBC (Canada); University of Alberta","funders":"","keywords":"Human leukocyte antigen; Medicine; 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":[],"consensus_categories":[],"category_scores_codex":[0.000290196,0.0001454151,0.0001534642,0.00003196547,0.00009717057,0.00007144458,0.0002035211,0.0000854709,0.0002531089],"category_scores_gemma":[0.000004125437,0.0001223569,0.0001052493,0.00023921,0.000009638698,0.0002540207,0.000006545232,0.0001547142,0.0004774668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004741768,"about_ca_system_score_gemma":0.00001111065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001839816,"about_ca_topic_score_gemma":0.00006524415,"domain_scores_codex":[0.9989904,0.00004065632,0.000259892,0.0001683911,0.0002708987,0.0002697289],"domain_scores_gemma":[0.9995922,0.00006051399,0.00003606012,0.0002594485,0.00001266073,0.00003914995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001610222,0.0002138231,0.6378019,0.003705483,0.001460401,0.002793108,0.01833906,0.2271898,0.0936594,0.007274795,0.0006075407,0.006793648],"study_design_scores_gemma":[0.003602102,0.0001425644,0.8439373,0.0002945466,0.0006638918,0.0002720738,0.0009652549,0.05288831,0.07408227,0.000721381,0.02097725,0.001452994],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986771,0.0001179797,0.009862749,0.00005795159,0.000632507,0.0003319131,0.00001743777,0.0002700622,0.001938347],"genre_scores_gemma":[0.9992466,0.00001531253,0.00008406832,0.0001290177,0.00004320912,0.00001513357,0.0003346394,0.00003611929,0.00009592633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2061354,"threshold_uncertainty_score":0.613703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01006160172227751,"score_gpt":0.233678593283611,"score_spread":0.2236169915613334,"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."}}