{"id":"W4406352891","doi":"10.1111/vox.13796","title":"Notification of blood donors who test positive for transfusion‐transmissible infections","year":2025,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Hepatitis B Virus Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Canadian Blood Services; University of Ottawa","funders":"","keywords":"Medicine; Syphilis; Public health; Family medicine; Blood transfusion; Test (biology); Hepatitis B; Hepatitis B virus; Internal medicine; Human immunodeficiency virus (HIV); Immunology; Virus; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001169595,0.0001146615,0.0002859071,0.0002003594,0.0001545707,0.000007425846,0.00005200263,0.00008255131,0.00007126629],"category_scores_gemma":[0.0004736079,0.0001064204,0.0001380006,0.0004333708,0.00009067185,0.00004157912,0.00001007318,0.00008640315,0.00000768252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002757744,"about_ca_system_score_gemma":0.0001280292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001525626,"about_ca_topic_score_gemma":0.00144528,"domain_scores_codex":[0.9992028,0.00001823438,0.0002995849,0.0002094325,0.0001087461,0.0001611278],"domain_scores_gemma":[0.9989945,0.0003821369,0.00005302195,0.0002154034,0.0003045491,0.00005035154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002179869,0.002490051,0.7256031,0.001148498,0.0009860216,0.000007972177,0.005354575,0.00001001489,0.2094394,0.007784651,0.01317068,0.03378705],"study_design_scores_gemma":[0.003569261,0.001423698,0.6055072,0.0008858193,0.001738867,0.000009588868,0.0002482143,0.0001983117,0.3572991,0.000681954,0.02820236,0.0002356823],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9144379,0.002086533,0.01731862,0.007702834,0.0004273202,0.002480439,0.0006230503,0.0001955894,0.05472769],"genre_scores_gemma":[0.9935295,0.0009231792,0.001569351,0.0002535646,0.00007014701,0.0001751918,0.00004161878,0.00001664328,0.003420816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1478597,"threshold_uncertainty_score":0.4339697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01344057193066301,"score_gpt":0.2964979192794762,"score_spread":0.2830573473488132,"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."}}