{"id":"W4408220093","doi":"10.3390/pathogens14030258","title":"Development of Low-Cost In-House Assays for Quantitative Detection of HBsAg, HBeAg, and HBV DNA to Enhance Hepatitis B Virus Diagnostics and Antiviral Screening in Resource-Limited Settings","year":2025,"lang":"en","type":"article","venue":"Pathogens","topic":"Hepatitis B Virus Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Lethbridge","funders":"","keywords":"HBsAg; Hepatitis B virus; HBeAg; Virology; Viral load; Hepatitis B; Isolation (microbiology); Medicine; Immunology; Virus; Biology; Bioinformatics","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":[0.0005555619,0.000161376,0.0004855439,0.0004211924,0.00007268145,0.000007366747,0.00004201636,0.00008299318,8.600818e-7],"category_scores_gemma":[0.002997875,0.0001700741,0.00003183399,0.0004836356,0.00008826025,0.00005036918,0.0001071492,0.0001168003,7.32706e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006895181,"about_ca_system_score_gemma":0.00006379141,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005875707,"about_ca_topic_score_gemma":0.02632415,"domain_scores_codex":[0.9986496,0.00007002596,0.000562539,0.0003093437,0.0001563925,0.0002520902],"domain_scores_gemma":[0.9987528,0.0007697439,0.0001443623,0.0001260547,0.0001545565,0.00005247392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000290406,0.0001023292,0.6455063,0.0004724426,0.00005288097,0.00001613621,0.006972695,0.000005863527,0.2872438,0.00003632167,0.00004434864,0.05925656],"study_design_scores_gemma":[0.0007146963,0.0001790017,0.6426158,0.001323831,0.00003876461,0.000001027097,0.0005058188,0.0004585799,0.3532228,0.0000181082,0.000801257,0.0001203309],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846702,0.0004978165,0.01344974,0.0001322166,0.00003728513,0.000986591,0.0001220087,0.00002360688,0.00008058632],"genre_scores_gemma":[0.9658887,0.0006115309,0.03311507,0.0001866866,0.000009872262,0.0001381106,0.000009536769,0.00002377495,0.00001666211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06597906,"threshold_uncertainty_score":0.9914429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01982430095068549,"score_gpt":0.3080566473982741,"score_spread":0.2882323464475886,"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."}}