{"id":"W2155142242","doi":"10.1111/voxs.12007","title":"Donor selection for recipient safety","year":2013,"lang":"en","type":"article","venue":"ISBT Science Series","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services","funders":"","keywords":"Deferral; Medicine; Selection (genetic algorithm); Intensive care medicine; Population; Human immunodeficiency virus (HIV); Blood donor; Risk analysis (engineering); Immunology; Computer science; Business; Environmental health","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004863244,0.00007677029,0.00007191997,0.0001843873,0.0007191941,0.0007580912,0.0001961048,0.00002376542,0.0009526122],"category_scores_gemma":[0.0001608358,0.00006353038,0.00003135189,0.0008049179,0.0001911374,0.008317349,0.0000427344,0.0000481383,0.0004218488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001712998,"about_ca_system_score_gemma":0.00003829926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004666672,"about_ca_topic_score_gemma":0.0002655108,"domain_scores_codex":[0.9991597,0.000002895065,0.0001492541,0.0002301413,0.0002451708,0.0002128544],"domain_scores_gemma":[0.9993497,0.000031787,0.00009768546,0.00009331319,0.0004141009,0.00001345871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00022446,0.0002551208,0.02306373,0.0001487087,0.00002971277,4.708977e-7,0.0004389652,0.0001563816,0.04378211,0.7572766,0.01708013,0.1575436],"study_design_scores_gemma":[0.0004669972,0.00003065576,0.04436117,0.00001366239,0.00002853426,0.00000382256,0.0006909546,0.003279719,0.004498207,0.01453824,0.9318567,0.000231332],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7791408,0.00004880488,0.006856033,0.05213112,0.002973936,0.001546878,0.000003695074,0.0005178896,0.1567808],"genre_scores_gemma":[0.9924453,0.00001335433,0.002314108,0.002319823,0.0003691386,0.00008315466,0.000004247542,0.000008081327,0.002442813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9147766,"threshold_uncertainty_score":0.9999607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01570006500318737,"score_gpt":0.2416225470510141,"score_spread":0.2259224820478268,"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."}}