{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003065965,0.0001424021,0.0002578002,0.00008832094,0.0001785381,0.0000128105,0.00004272854,0.00004833926,0.00006072998],"category_scores_gemma":[0.000003040891,0.000135077,0.00005963764,0.00006372379,0.00005752563,0.00007721173,0.000007077278,0.00009709685,2.863253e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001477249,"about_ca_system_score_gemma":0.00002953262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008038921,"about_ca_topic_score_gemma":0.000005379953,"domain_scores_codex":[0.9989377,0.00007881733,0.0003507331,0.000253958,0.0002292994,0.0001494923],"domain_scores_gemma":[0.9994966,0.0001636985,0.0001044893,0.0001128127,0.00005611177,0.00006622969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003449273,0.00032462,0.02106521,0.002369482,0.000133779,0.00001001077,0.01692726,0.000004602609,0.9429518,0.0004567695,0.000008515186,0.01229867],"study_design_scores_gemma":[0.02476808,0.003981895,0.06145572,0.0002518687,0.0008293973,0.0001460612,0.005126839,0.0003773938,0.9002333,0.00130499,0.001004712,0.0005197183],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945825,0.000881312,0.003157262,0.00009047553,0.00009454057,0.0009098583,0.0001359321,0.00003230856,0.0001158615],"genre_scores_gemma":[0.9955356,0.001916558,0.001666256,0.0001768976,0.00002011913,0.00009486076,0.0004848395,0.00002161798,0.00008332672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04271848,"threshold_uncertainty_score":0.5508282,"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."}}