{"id":"W2101534707","doi":"10.1111/trf.12299","title":"Prevalence of human immunodeficiency virus <scp>RNA</scp> and antibody in first‐time, lapsed, and repeat blood donations across five international regions and relative efficacy of alternative screening scenarios","year":2013,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Virology; Human immunodeficiency virus (HIV); Antibody; Medicine; RNA; Biology; Immunology; Gene; Genetics","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":[],"consensus_categories":[],"category_scores_codex":[0.000403875,0.0001873387,0.0002493875,0.0003381837,0.00034346,0.0001261322,0.0001801815,0.00009356697,0.0001044112],"category_scores_gemma":[0.0002665425,0.0001772366,0.00005220314,0.0003636237,0.0002814169,0.002206532,0.0001242593,0.0002247347,0.000003686008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007173814,"about_ca_system_score_gemma":0.000009540573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004974557,"about_ca_topic_score_gemma":0.0003849801,"domain_scores_codex":[0.9985703,0.0000387561,0.0004892218,0.0003939277,0.0003206879,0.0001870974],"domain_scores_gemma":[0.9987075,0.0004856051,0.0003438847,0.0001540014,0.0002868282,0.00002212709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002384129,0.002731757,0.511864,0.001512166,0.0004392022,0.00002730642,0.03230775,0.0005347126,0.3904634,0.04000452,0.00009517922,0.01978159],"study_design_scores_gemma":[0.005700966,0.0001087561,0.9777079,0.0007228538,0.0002125611,0.00001316314,0.00185304,0.007503459,0.003762375,0.001902892,0.0003242837,0.0001877038],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944874,0.0004775867,0.0005008721,0.0005981826,0.00006023708,0.0005739738,0.0000241181,0.00003265798,0.003244991],"genre_scores_gemma":[0.996675,0.002465283,0.0003883172,0.00007330516,0.00003594176,0.0000187462,0.00002657958,0.00001672088,0.0003000856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4658439,"threshold_uncertainty_score":0.7520074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01599379511227144,"score_gpt":0.2706213000719705,"score_spread":0.2546275049596991,"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."}}