{"id":"W4407511924","doi":"10.1182/bloodadvances.2024015257","title":"How donor age affects RBC deformability in storage","year":2025,"lang":"en","type":"letter","venue":"Blood Advances","topic":"Hemoglobinopathies and Related Disorders","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Blood preservation; Chemistry; Medicine; Andrology","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"],"consensus_categories":[],"category_scores_codex":[0.000158881,0.0004251149,0.0008380619,0.0002814987,0.00006957082,0.00005280445,0.0002077587,0.0009723456,0.00003367897],"category_scores_gemma":[0.0003238,0.0003252122,0.0002470829,0.0004113217,0.0001636842,0.0001852304,0.00007940532,0.002293632,0.00001147633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001022268,"about_ca_system_score_gemma":0.0002100807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004683886,"about_ca_topic_score_gemma":0.0001089049,"domain_scores_codex":[0.9980742,0.00009883471,0.0002878139,0.000600861,0.0003515678,0.000586745],"domain_scores_gemma":[0.998956,0.0002018857,0.0001462005,0.0005699298,0.00004578838,0.00008024104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002114144,0.0008788454,0.01286967,0.0120585,0.0005177206,0.01772517,0.000454907,0.00005335585,0.0002198519,0.00005030119,0.9101093,0.04485089],"study_design_scores_gemma":[0.002229287,0.0002306516,0.0008920375,0.001428169,0.0003194133,0.00005761346,0.0001519286,0.000008723002,0.000259777,0.0002349047,0.9938309,0.0003565707],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.04694273,0.0392395,0.0000482096,0.8875117,0.00186241,0.002103732,0.00009505272,0.0002806973,0.02191595],"genre_scores_gemma":[0.06682862,0.01300133,0.001646097,0.8420991,0.003862137,0.0003946908,0.001564341,0.0001789334,0.07042474],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08372156,"threshold_uncertainty_score":0.99992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006653103978082862,"score_gpt":0.2345876695874288,"score_spread":0.2279345656093459,"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."}}