{"id":"W4380786587","doi":"10.2196/45199","title":"Periodic Characteristics of Hepatitis Virus Infections From 2013 to 2020 and Their Association With Meteorological Factors in Guangdong, China: Surveillance Study","year":2023,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Hepatitis Viruses Studies and Epidemiology","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"China Postdoctoral Science Foundation","keywords":"Hepatitis A; Outbreak; Hepatitis; Population; Medicine; Viral hepatitis; Environmental health; Virology; China; Demography; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.001527623,0.0002124412,0.001055326,0.0001661427,0.000185532,0.00002581539,0.00005822491,0.0001259804,0.0000298998],"category_scores_gemma":[0.001720074,0.0001492573,0.00003723646,0.0006971802,0.00007574277,0.00006494094,0.00009540173,0.0002682897,0.000006359256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001549572,"about_ca_system_score_gemma":0.0001783247,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04800518,"about_ca_topic_score_gemma":0.1370806,"domain_scores_codex":[0.9976317,0.0006116434,0.0005937554,0.0004249208,0.0001810479,0.0005568966],"domain_scores_gemma":[0.9981958,0.0007929915,0.0002599371,0.0002100098,0.0001223436,0.0004189546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006520139,0.0001764136,0.9918117,0.00005397742,0.00006821923,0.000007906439,0.002938343,0.000001020762,0.00001740565,0.000007502954,0.002172603,0.002679701],"study_design_scores_gemma":[0.0007729887,0.001898905,0.9889743,0.000014926,0.00000115157,0.000003071993,0.0005010418,0.0002025597,3.671651e-7,0.00000883188,0.007492047,0.0001297645],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883689,0.0003149697,0.00004285906,0.00967902,0.0001523332,0.0009216016,0.0003991445,0.00008251737,0.00003860304],"genre_scores_gemma":[0.9867323,0.01180257,0.00002834842,0.0009755795,0.00008753052,0.0001479646,0.0001745578,0.0000166746,0.00003447154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08907539,"threshold_uncertainty_score":0.9583342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03465721238395605,"score_gpt":0.3109934331433724,"score_spread":0.2763362207594163,"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."}}