{"id":"W4220887944","doi":"10.1016/j.jtct.2022.03.016","title":"UM171 Expansion of Cord Blood Improves Donor Availability and HLA Matching For All Patients, Including Minorities","year":2022,"lang":"en","type":"article","venue":"Transplantation and Cellular Therapy","topic":"Hematopoietic Stem Cell Transplantation","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Maisonneuve-Rosemont; Université de Montréal; Institute for Research in Immunology and Cancer","funders":"","keywords":"Cord blood; Transplantation; Stem cell; Human leukocyte antigen; Medicine; Bone marrow; Immunology; Internal medicine; Oncology; Biology; Antigen; Genetics","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":[0.0007228491,0.0002557664,0.0003157239,0.0003448754,0.0002045596,0.0004369035,0.0005151345,0.0002213801,0.001370442],"category_scores_gemma":[0.002147941,0.0001485283,0.0004155495,0.000490403,0.0001336751,0.0004025138,0.0003485387,0.0002275605,0.000147006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005284978,"about_ca_system_score_gemma":0.0005909011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007574165,"about_ca_topic_score_gemma":0.008808835,"domain_scores_codex":[0.9997689,0.00008573767,0.00001521063,0.00005023434,0.00002900171,0.00005094893],"domain_scores_gemma":[0.9993936,0.0003353682,0.0001237731,0.00006006734,0.00004482951,0.00004237562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0003726492,0.0001370521,0.2276499,0.0001244388,0.0001456877,0.0003233607,0.00006785479,0.7343616,0.005131468,0.001670276,0.002985335,0.02703046],"study_design_scores_gemma":[0.00007476477,0.0002589716,0.06164444,0.00003613334,0.00009116952,0.0002260223,0.0001858025,0.9257046,0.00611064,0.001159332,0.004486719,0.00002141119],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943879,0.0001494998,0.002943062,0.0001002409,0.00001063263,0.00001218834,0.001120903,0.00007661071,0.001198863],"genre_scores_gemma":[0.9943791,0.0001069128,0.002868061,0.00004802558,0.000007179109,0.00001804028,0.002241339,0.00001789948,0.0003133988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007574165,"threshold_uncertainty_score":0.01506019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02708554488530717,"score_gpt":0.267616644892491,"score_spread":0.2405311000071839,"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."}}