{"id":"W3017102919","doi":"10.1111/trf.15795","title":"Improved access to better <scp>HLA</scp>‐matched hematopoietic cells for allogeneic transplant: analysis of donors and cord blood units selected for Canadian patients in 2018","year":2020,"lang":"en","type":"article","venue":"Transfusion","topic":"Hematopoietic Stem Cell Transplantation","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa; Canadian Blood Services","funders":"","keywords":"Cord blood; ABO blood group system; Medicine; Human leukocyte antigen; Transplantation; Blood product; Blood transfusion; Haematopoiesis; Hematopoietic stem cell transplantation; Immunology; Internal medicine; Surgery; Stem cell; Antigen; Biology; Genetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001613012,0.0002605238,0.0007503646,0.0005852123,0.00007311393,0.00002175733,0.000156385,0.0002040615,0.00002352389],"category_scores_gemma":[0.00005682962,0.0002524363,0.0001300439,0.001855914,0.00003194042,0.00008385421,0.000006033344,0.000113002,0.000001237944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004442291,"about_ca_system_score_gemma":0.0001942683,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01232061,"about_ca_topic_score_gemma":0.1022942,"domain_scores_codex":[0.9981838,0.0000463624,0.0006166447,0.0004971589,0.0002074235,0.0004485543],"domain_scores_gemma":[0.9986179,0.0003175777,0.00008426596,0.0001816388,0.0002867077,0.0005118758],"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":[0.001303927,0.0003227394,0.4078655,0.003562653,0.00108248,0.0000165627,0.02356041,0.0001343132,0.5606344,0.000009210084,0.0003005551,0.001207157],"study_design_scores_gemma":[0.01359164,0.002247283,0.3181067,0.0004131984,0.007557072,0.000006646434,0.0004428706,0.005249456,0.651801,0.00001411288,0.0002706079,0.0002993235],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847758,0.0000285326,0.01014127,0.0008314939,0.00006373013,0.00335346,0.0007397506,0.00003253148,0.00003337777],"genre_scores_gemma":[0.9962238,0.0002015899,0.001404827,0.001043496,0.0000239205,0.0001796135,0.0008592966,0.0000473691,0.00001608661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09116662,"threshold_uncertainty_score":0.9999928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02268283028247725,"score_gpt":0.2544567262775553,"score_spread":0.231773895995078,"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."}}