{"id":"W4280560245","doi":"10.3389/fimmu.2022.754383","title":"High-Frequency Notable HBV Mutations Identified in Blood Donors With Occult Hepatitis B Infection From Heyuan City of Southern China","year":2022,"lang":"en","type":"article","venue":"Frontiers in Immunology","topic":"Hepatitis B Virus Studies","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Chinese Academy of Medical Sciences Initiative for Innovative Medicine; National Key Research and Development Program of China; University of Toronto; Canadian Blood Services","keywords":"HBsAg; Genotype; Virology; Genotyping; Hepatitis B virus; Biology; Nested polymerase chain reaction; Polymerase chain reaction; Virus; Gene; Genetics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002018728,0.0001797046,0.0006074628,0.0005200835,0.0001629217,0.000007341584,0.0001332599,0.0001039721,0.0003543682],"category_scores_gemma":[0.0001731465,0.0001840187,0.000061081,0.0007070437,0.000253009,0.0001010452,0.0001262494,0.0005317258,0.000009295566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003514373,"about_ca_system_score_gemma":0.0001466253,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4212847,"about_ca_topic_score_gemma":0.09838188,"domain_scores_codex":[0.9983706,0.0002398067,0.0005056753,0.0003476297,0.0002131091,0.0003231967],"domain_scores_gemma":[0.999297,0.00004795213,0.0002158031,0.0003390698,0.00007057089,0.00002960353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002762121,0.0003978485,0.9908018,0.00002051199,0.0003855853,0.00009194124,0.004067832,0.0001710157,0.00283303,0.00006797324,0.0002201616,0.0006661195],"study_design_scores_gemma":[0.003356273,0.0005636325,0.9909111,0.00006140769,0.0001371288,0.00002006353,0.0008874933,0.00005059263,0.001612277,0.002114841,0.0001155686,0.0001696002],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955941,0.001115332,0.0008630143,0.0002438607,0.001030673,0.0004693817,0.0003045402,0.00005209606,0.0003269551],"genre_scores_gemma":[0.9938833,0.0006518154,0.004633142,0.00005269482,0.00002833116,0.0002568849,0.0002548611,0.00002726296,0.0002117574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3229028,"threshold_uncertainty_score":0.9180703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007928944729274776,"score_gpt":0.2197378386317256,"score_spread":0.2118088939024508,"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."}}