{"id":"W4407081097","doi":"10.1093/cid/ciaf053","title":"Human T-Lymphotropic Virus Screening of Blood Donations in England Between 2002 and 2021—Comparison of Screening Strategies","year":2025,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"T-cell and Retrovirus Studies","field":"Immunology and Microbiology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"National Institute for Health and Care Research","keywords":"Medicine; Blood donations; Family medicine; Immunology; Virology; Blood donor","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004350874,0.0003262373,0.0005311982,0.001331804,0.0002077985,0.001022478,0.0005708478,0.0005261783,0.0008540928],"category_scores_gemma":[0.01070979,0.000317931,0.0005305889,0.001373969,0.000392492,0.001067288,0.001021584,0.0003754139,0.0002332499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002593847,"about_ca_system_score_gemma":0.001255114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0522064,"about_ca_topic_score_gemma":0.0588209,"domain_scores_codex":[0.9961254,0.001623773,0.0005284056,0.0004808254,0.0007527266,0.0004888211],"domain_scores_gemma":[0.9906887,0.00222763,0.003903463,0.0002518726,0.002248359,0.0006799645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001064744,0.00007830949,0.9751642,0.0005535854,0.0001873818,0.0004406008,0.001471782,0.0006345219,0.0006045624,0.0001098123,0.0008672887,0.01882308],"study_design_scores_gemma":[0.00001947952,0.0003423969,0.9972407,0.0001503855,0.00005811884,0.0003442432,0.0006395421,0.0002177187,0.0001736255,0.00001730701,0.000787019,0.000009481615],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99154,0.005315098,0.0002015059,0.0003060073,0.00002581933,0.00005028652,0.001323386,0.00001036989,0.001227468],"genre_scores_gemma":[0.9970681,0.001472121,0.0001525354,0.0001421478,0.00001448236,0.00002767952,0.0008234692,0.000002364025,0.0002971165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0522064,"threshold_uncertainty_score":0.1038051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03627501922322353,"score_gpt":0.35743619354717,"score_spread":0.3211611743239465,"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."}}