{"id":"W4409072807","doi":"10.1111/trf.18231","title":"Use of non‐qualifying umbilical cord blood units to support research and quality assurance by the Canadian Blood Services Cord Blood Bank","year":2025,"lang":"en","type":"article","venue":"Transfusion","topic":"Hematopoietic Stem Cell Transplantation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Canadian Blood Services; University of British Columbia; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Umbilical cord; Cord blood; Medicine; Blood bank; Quality assurance; Tissue bank; Blood transfusion; Operations management; Medical emergency; Surgery; Internal medicine; Engineering; Immunology","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":[0.03470171,0.0005656244,0.0002961146,0.005596449,0.003661669,0.003899567,0.003627342,0.0005842667,0.01272071],"category_scores_gemma":[0.04572273,0.0003508367,0.0004773667,0.00524677,0.001648696,0.001061104,0.003259034,0.0007774709,0.001819678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02799836,"about_ca_system_score_gemma":0.1573924,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5820417,"about_ca_topic_score_gemma":0.6308464,"domain_scores_codex":[0.9629985,0.007478633,0.002917374,0.001446518,0.02134476,0.003814176],"domain_scores_gemma":[0.8968823,0.01112222,0.01450235,0.008716514,0.05219133,0.01658536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007436467,0.0003763024,0.2704602,0.001868333,0.0001509681,0.0008539211,0.003651722,0.0006564468,0.007239488,0.01175613,0.1074085,0.5948343],"study_design_scores_gemma":[0.0001668173,0.0006690219,0.4913569,0.001832306,0.000161465,0.000993759,0.00466455,0.00100283,0.007354523,0.0009114664,0.4908074,0.00007901904],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4576799,0.02759804,0.0382796,0.04560304,0.002225354,0.01788202,0.02200501,0.002823052,0.385904],"genre_scores_gemma":[0.8401461,0.01652397,0.05826482,0.005443258,0.0005474412,0.003980455,0.01648955,0.0002949672,0.05830947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4179583,"threshold_uncertainty_score":0.8408394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1075690650783599,"score_gpt":0.3792171327734127,"score_spread":0.2716480676950528,"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."}}