{"id":"W4393096615","doi":"10.1111/vox.13617","title":"An international review of the characteristics of viral nucleic acid‐amplification testing (NAT) reveals a trend towards the use of smaller pool sizes and individual donation NAT","year":2024,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Hepatitis B Virus Studies","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; Héma-Québec; Public Health Agency of Canada","funders":"","keywords":"Nat; Virology; Medicine; Nucleic acid test; Hepatitis C virus; Serology; Virus; Immunology; Antibody; Internal medicine; Coronavirus disease 2019 (COVID-19); Computer science; Infectious disease (medical specialty); Disease","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":[0.0005074394,0.0001129827,0.0002964315,0.00008959561,0.00004799167,0.00002361247,0.0001650488,0.00005041413,0.00005534428],"category_scores_gemma":[0.002518847,0.0000677948,0.00007381051,0.0002716923,0.0001819909,0.0001344839,0.00009540408,0.0001274027,0.00000135304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003270878,"about_ca_system_score_gemma":0.00007383785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002029244,"about_ca_topic_score_gemma":0.00004277787,"domain_scores_codex":[0.998657,0.0001080769,0.0005438971,0.000171558,0.0004251357,0.00009436563],"domain_scores_gemma":[0.9987919,0.0002945961,0.0002958119,0.0002853681,0.0003047476,0.00002757287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00008492773,0.0002842757,0.2907347,0.0074439,0.0007377662,0.00000973741,0.007078941,0.000001145594,0.07873368,0.003279494,0.00355702,0.6080545],"study_design_scores_gemma":[0.0002198391,0.000168518,0.9829389,0.005483018,0.0003200386,0.0000186463,0.00007530455,0.0004093253,0.003357241,0.00008739111,0.006839598,0.00008215602],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897876,0.006081042,0.00003232806,0.002388913,0.0002502273,0.0004725454,0.0005435238,0.00002662238,0.000417158],"genre_scores_gemma":[0.9946593,0.003743495,0.0008994307,0.0004123898,0.0001220854,0.00002403995,0.00006107262,0.00001651494,0.00006168132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6922042,"threshold_uncertainty_score":0.3015477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1199000180537801,"score_gpt":0.3308463080911005,"score_spread":0.2109462900373204,"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."}}