{"id":"W4389128401","doi":"10.1101/2023.11.28.23299131","title":"Hepatitis E in Kathmandu Valley: Insights from a Representative Longitudinal Serosurvey","year":2023,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Hepatitis Viruses Studies and Epidemiology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Seroprevalence; Seroconversion; Transmission (telecommunications); Hepatitis E virus; Medicine; Incidence (geometry); Serology; Subclinical infection; Environmental health; Vaccination; Population; Hepatitis A; Hepatitis E; Demography; Veterinary medicine; Geography; Virology; Hepatitis; Antibody; Immunology; Biology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007612155,0.0005080908,0.001759406,0.0003273768,0.0001069471,0.00002588666,0.0002935095,0.0005839337,0.0002185136],"category_scores_gemma":[0.002370594,0.0004464934,0.0003152341,0.0003594778,0.0002108722,0.00005314222,0.001482943,0.001405797,0.0005060883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002823138,"about_ca_system_score_gemma":0.0002025426,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2422806,"about_ca_topic_score_gemma":0.1940061,"domain_scores_codex":[0.9958179,0.0007107965,0.001057569,0.001367017,0.0004020892,0.0006446269],"domain_scores_gemma":[0.9971017,0.001125251,0.0003323774,0.001024728,0.0001824079,0.0002335588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001359557,0.0001123013,0.9862924,0.0001387525,0.0004483136,0.001868602,0.00128842,0.0001400441,0.00007491393,0.00009728063,0.009223206,0.0001797938],"study_design_scores_gemma":[0.001006632,0.0001526413,0.9896036,0.0007536354,0.0001174167,0.00000779602,0.0001160404,0.00128244,0.00004914356,0.005294235,0.001254496,0.0003619033],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909471,0.001714666,0.0003958938,0.002222555,0.001985731,0.0008375947,0.000234433,0.000223872,0.001438101],"genre_scores_gemma":[0.9648331,0.03080826,0.0007638804,0.0006655948,0.0007861116,0.0003975847,0.0006845146,0.0001047158,0.0009561949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04827454,"threshold_uncertainty_score":0.9997987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1456162777823736,"score_gpt":0.3671467308499908,"score_spread":0.2215304530676172,"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."}}