{"id":"W2913610446","doi":"10.1016/j.bbmt.2018.12.277","title":"Availability of Multiple HLA-Matched Unrelated Donors for Allogeneic HCT Recipients","year":2019,"lang":"en","type":"article","venue":"Biology of Blood and Marrow Transplantation","topic":"Hematopoietic Stem Cell Transplantation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Foothills Medical Centre; University of Ottawa; Canadian Blood Services; Stem Cell Network; University of Calgary","funders":"","keywords":"Medicine; Human leukocyte antigen; Immunology; Oncology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001223772,0.0001924065,0.000382238,0.0003992275,0.0005773231,0.0005851542,0.0004968387,0.0003091891,0.02216337],"category_scores_gemma":[0.001350959,0.0001723244,0.0003496619,0.0002885437,0.000192547,0.0004119445,0.0007578998,0.0006872274,0.001720014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002306375,"about_ca_system_score_gemma":0.0006755669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000281983,"about_ca_topic_score_gemma":0.0006138895,"domain_scores_codex":[0.9994795,0.0001508164,0.00007759479,0.0001300154,0.00009359647,0.00006845633],"domain_scores_gemma":[0.9987684,0.000384812,0.0001492937,0.000275337,0.00009756968,0.0003245714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01463127,0.003535006,0.1461007,0.0009664209,0.0003450193,0.006307484,0.0005280458,0.001611063,0.4661258,0.005589094,0.01081331,0.3434467],"study_design_scores_gemma":[0.002652525,0.02404009,0.4955971,0.0008252628,0.001682188,0.06748867,0.001574059,0.004650144,0.2010827,0.005689444,0.1945026,0.0002152114],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.961013,0.00765427,0.01026064,0.001299226,0.000880236,0.0003775239,0.001019645,0.0001985203,0.01729691],"genre_scores_gemma":[0.9851563,0.001377081,0.007252284,0.0005590511,0.0003967072,0.0004010647,0.0009767702,0.00003198022,0.003848707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02216337,"threshold_uncertainty_score":0.07414383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0148783699497079,"score_gpt":0.2562056151772514,"score_spread":0.2413272452275435,"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."}}