{"id":"W1972982206","doi":"10.1016/j.tmrv.2012.04.004","title":"The National Heart, Lung, and Blood Institute Retrovirus Epidemiology Donor Studies (Retrovirus Epidemiology Donor Study and Retrovirus Epidemiology Donor Study-II): Twenty Years of Research to Advance Blood Product Safety and Availability","year":2012,"lang":"en","type":"article","venue":"Transfusion Medicine Reviews","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":48,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria; University of British Columbia","funders":"National Institute of Allergy and Infectious Diseases; National Heart, Lung, and Blood Institute","keywords":"Medicine; Epidemiology; Hepatitis B virus; Virology; Blood transfusion; Environmental health; Immunology; Virus; Internal medicine","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":["metaresearch","metaepi_narrow","sts"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.07946089,0.0006422698,0.003080934,0.0006709564,0.001442637,0.00002591277,0.0005192421,0.0002231267,0.0001525856],"category_scores_gemma":[0.06641737,0.0004242846,0.0001695541,0.001368367,0.002013918,0.001242402,0.0005810297,0.001235312,0.00003002538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006900079,"about_ca_system_score_gemma":0.00008085329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003935717,"about_ca_topic_score_gemma":0.003921289,"domain_scores_codex":[0.9871364,0.005509311,0.003727931,0.001696148,0.0007115743,0.001218593],"domain_scores_gemma":[0.9835456,0.01319319,0.001195187,0.0009249003,0.0008813974,0.0002597429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001024174,0.001400014,0.9353082,0.001021203,0.000459555,0.000005186951,0.001554176,0.000005109856,0.0003079958,0.004605419,0.003497274,0.05081171],"study_design_scores_gemma":[0.005062036,0.00154988,0.6206221,0.0003896358,0.001285854,0.00005313916,0.001985075,0.00004005419,0.00001377309,0.001325805,0.3671936,0.0004790257],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8187143,0.1515558,0.0001035182,0.02254554,0.00095788,0.005607918,0.00001732998,0.00007460183,0.0004230352],"genre_scores_gemma":[0.6485283,0.341071,0.001286014,0.00631758,0.001852412,0.000569404,0.00002203055,0.00005758023,0.0002956438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3636964,"threshold_uncertainty_score":0.9998574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1799270532861708,"score_gpt":0.4368490241581094,"score_spread":0.2569219708719386,"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."}}