{"id":"W3164494753","doi":"10.1111/trf.16511","title":"Minipool testing for <scp>SARS‐CoV</scp>‐2 <scp>RNA</scp> in United States blood donors","year":2021,"lang":"en","type":"article","venue":"Transfusion","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Institute of Allergy and Infectious Diseases; National Heart, Lung, and Blood Institute","keywords":"Infectivity; Virology; Blood donations; Antibody; Viral load; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virus; Medicine; Coronavirus disease 2019 (COVID-19); Immunology; Biology; Internal medicine; Human immunodeficiency virus (HIV)","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":[0.001794342,0.0003448149,0.0001395848,0.000462928,0.0002730536,0.0002928528,0.0002949304,0.000281053,0.002322322],"category_scores_gemma":[0.001918247,0.0001906142,0.000119231,0.0003342569,0.000313348,0.0002057777,0.0003086413,0.000210797,0.00041124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002589769,"about_ca_system_score_gemma":0.0002239446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001560517,"about_ca_topic_score_gemma":0.001293971,"domain_scores_codex":[0.9991741,0.0002037242,0.0000916479,0.000224642,0.0002310804,0.00007489092],"domain_scores_gemma":[0.998902,0.0002731422,0.0004220637,0.00008475645,0.0002087156,0.0001093809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005342801,0.0001168309,0.9391519,0.0001241668,0.00003579634,0.0003875477,0.0008072641,0.0002943526,0.04009978,0.0001471766,0.001086785,0.01721404],"study_design_scores_gemma":[0.0000409694,0.002011427,0.9428183,0.00006401249,0.00006229329,0.003530863,0.0005562959,0.00126195,0.04613549,0.0001546094,0.003346971,0.00001688102],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965571,0.0002103487,0.00129512,0.00004942431,0.00001245473,0.00005321269,0.0005950949,0.00004381575,0.001183416],"genre_scores_gemma":[0.9971009,0.00009018876,0.001541817,0.00008586148,0.00001011148,0.00005192398,0.0007222509,0.000004650311,0.0003923076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002322322,"threshold_uncertainty_score":0.009489477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05385395782965845,"score_gpt":0.3300485685806728,"score_spread":0.2761946107510143,"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."}}