{"id":"W4410288449","doi":"10.7326/annals-25-00815","title":"Medical, Societal, and Ethical Considerations for Directed Blood Donation in 2025","year":2025,"lang":"en","type":"review","venue":"Annals of Internal Medicine","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Canadian Blood Services; University of Toronto","funders":"Department of Laboratory Medicine and Pathology, University of Washington; Versus Arthritis; Erasmus Medisch Centrum; University College Dublin; National Heart, Lung, and Blood Institute; Children’s Hospital of Wisconsin Research Institute; Lincoln Memorial University; Universitätsspital Basel; City of Hope; Vanderbilt University Medical Center; Canadian Blood Services; Children's Healthcare of Atlanta; Johns Hopkins University; University of Washington; Children's National Hospital; Department of Pathology, Johns Hopkins University; Seattle Children's Research Institute; National Institute for Health and Care Research; Aarhus Universitetshospital; NHS Blood and Transplant; University of Ottawa; Aarhus Universitet; Institut for Klinisk Medicin, Aarhus Universitet; University of Minnesota; University of California, San Diego; University of Toronto; Yale University; Stichting Sanquin Bloedvoorziening; Vanderbilt University; University of Nebraska Medical Center; University of Nottingham; Emory University; Aflac; Pfizer","keywords":"Medicine; Donation; Blood donor; Intensive care medicine; Family medicine; Immunology","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001515095,0.0002244372,0.001016837,0.000652767,0.00007043435,0.00005496289,0.0001737045,0.0004373328,0.0009737273],"category_scores_gemma":[0.01066204,0.0001666957,0.0001703655,0.0004227629,0.0001707733,0.0002087794,0.00007919617,0.0006404748,0.000005528118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004338131,"about_ca_system_score_gemma":0.0001730735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00042584,"about_ca_topic_score_gemma":0.000335632,"domain_scores_codex":[0.9981115,0.00005731072,0.0009533396,0.0002926602,0.0004351552,0.0001500326],"domain_scores_gemma":[0.9957585,0.003045193,0.0005446677,0.0001234824,0.0005028725,0.0000252645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004135054,0.0002738247,0.00006602691,0.04069149,0.0005907462,0.00003218904,0.00007997549,1.955369e-7,0.000001739501,0.1086586,0.1013009,0.7482629],"study_design_scores_gemma":[0.001046331,0.00003489739,0.00002905185,0.03094411,0.0008075249,0.00001053453,0.00003923302,0.0001237326,0.00000209601,0.006378628,0.9604336,0.0001502627],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002195911,0.9459414,0.00013066,0.04253177,0.0005048995,0.0006311387,0.00001477901,0.00004692961,0.01017646],"genre_scores_gemma":[0.0004830987,0.9838934,0.0001017793,0.01446966,0.0005463025,0.00008829232,0.00007082785,0.00001494125,0.0003317087],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8591327,"threshold_uncertainty_score":0.9999395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1154565754043357,"score_gpt":0.4156781130586374,"score_spread":0.3002215376543017,"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."}}