{"id":"W2970907004","doi":"10.1111/jvh.13197","title":"Consistent high prevalence of undiagnosed blood‐borne virus infection in patients attending large urban emergency departments in England","year":2019,"lang":"en","type":"article","venue":"Journal of Viral Hepatitis","topic":"Hepatitis C virus research","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"Gilead Sciences","keywords":"Medicine; Epidemiology; Human immunodeficiency virus (HIV); Emergency department; Family medicine; Environmental health; Virology; Emergency medicine; Internal medicine; Nursing","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":[0.0007170779,0.0001727498,0.0005756788,0.0006488323,0.000026863,0.000009801322,0.0001256002,0.0001263002,0.0008180117],"category_scores_gemma":[0.0004633674,0.0001586033,0.0001474568,0.0004218874,0.00003394964,0.0003393709,0.00006806907,0.000469751,0.00003862582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003291811,"about_ca_system_score_gemma":0.0001395066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003310242,"about_ca_topic_score_gemma":0.004783043,"domain_scores_codex":[0.9971359,0.0002525189,0.001175051,0.0002098702,0.0008270371,0.0003996275],"domain_scores_gemma":[0.9986724,0.00009704699,0.0005197282,0.0002179104,0.0003318488,0.0001610667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000318297,0.001425767,0.9943776,0.000432015,0.00008829143,0.0001907603,0.0002315565,0.00001379858,0.001258809,0.00002691481,0.0001917963,0.001444358],"study_design_scores_gemma":[0.009228492,0.002837841,0.9842703,0.0006213623,0.00007326246,0.00001187571,0.000003780498,0.0001030698,0.002130697,0.00005683049,0.0005362983,0.0001262178],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980768,0.0002842641,0.00001035095,0.00004680724,0.0005881559,0.0006161719,0.000090253,0.000006363927,0.0002808654],"genre_scores_gemma":[0.9929448,0.006621947,0.0001151808,0.0000359335,0.00009387378,0.00001111936,0.00001870141,0.00002450436,0.0001338789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01010736,"threshold_uncertainty_score":0.8956655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01315686272512461,"score_gpt":0.2915969702303248,"score_spread":0.2784401075052002,"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."}}