{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005767868,0.0003045076,0.0002711861,0.001667546,0.001674049,0.0009919816,0.0009487804,0.0003573801,0.0025608],"category_scores_gemma":[0.00260432,0.0001942806,0.0003973104,0.004377943,0.0004637175,0.0003339161,0.0007525879,0.000623719,0.0001845045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01814353,"about_ca_system_score_gemma":0.02348932,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9424109,"about_ca_topic_score_gemma":0.9653807,"domain_scores_codex":[0.9989933,0.00004677371,0.00005647073,0.0001370471,0.000377964,0.0003883815],"domain_scores_gemma":[0.9973242,0.0001340794,0.001015893,0.00006118012,0.000779456,0.0006851152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007866006,0.00001393093,0.9939348,0.00002240002,0.00001903336,0.0001401195,0.0003274164,0.00006963217,0.0002476118,0.00008176523,0.0008715018,0.004193256],"study_design_scores_gemma":[0.000003729492,0.00002240956,0.9972643,0.00002149052,0.00001543517,0.0002535383,0.000876796,0.0001280539,0.00009720428,0.00001343774,0.001297567,0.000006091582],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944292,0.000782533,0.00008232934,0.0003590126,0.00001333586,0.00002935509,0.002527597,0.000009219282,0.001767512],"genre_scores_gemma":[0.997557,0.0004954842,0.0001420354,0.0001646049,0.000009092214,0.000008742546,0.001297191,0.000005365659,0.0003204728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05758905,"threshold_uncertainty_score":0.1316411,"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."}}