{"id":"W2951864503","doi":"10.1111/tme.12612","title":"Impact of Human Leucocyte Antigen epitope matched platelet transfusions in alloimmunised aplastic anaemia patients","year":2019,"lang":"en","type":"article","venue":"Transfusion Medicine","topic":"Blood transfusion and management","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"NHS Blood and Transplant","keywords":"Epitope; Human leukocyte antigen; Platelet; Medicine; Antigen; Platelet transfusion; Immunology; Isoantibodies","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005032304,0.0004358764,0.001314711,0.0007543637,0.00008850074,0.000005870205,0.0002658484,0.0002326355,0.005024722],"category_scores_gemma":[0.00003778639,0.0003215672,0.0003347458,0.0008857906,0.0001825596,0.0001437483,0.0000308238,0.0005413454,0.00006763848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001285074,"about_ca_system_score_gemma":0.0001141418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003983058,"about_ca_topic_score_gemma":0.0005142908,"domain_scores_codex":[0.9967726,0.0001237329,0.001162096,0.000559971,0.0008425146,0.0005390557],"domain_scores_gemma":[0.9985667,0.0001217532,0.0001424104,0.0007060423,0.0001467415,0.0003163315],"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":[0.002067013,0.001976941,0.4490829,0.000561678,0.0002891698,0.00008254629,0.004089712,0.00006607168,0.5292008,0.0002249573,0.0006251954,0.01173304],"study_design_scores_gemma":[0.03120609,0.0050977,0.9554282,0.00128771,0.0002255483,0.00001220954,0.0004651314,0.0001273901,0.00517579,0.00004585759,0.0006126657,0.0003157205],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890271,0.0002106808,0.000196225,0.0007639031,0.0003227823,0.002435154,0.00002011147,0.00009667401,0.006927325],"genre_scores_gemma":[0.9953027,0.003501838,0.0001096466,0.0003296187,0.00005772282,0.00002693584,0.0001895756,0.00006414283,0.0004178259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.524025,"threshold_uncertainty_score":0.9999236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01465901515983918,"score_gpt":0.2960736986179159,"score_spread":0.2814146834580767,"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."}}