{"id":"W4409473303","doi":"10.2196/71691","title":"Changes in Epidemiological Characteristics of Varicella and Breakthrough Cases in Ningbo, China, From 2010 to 2023: Surveillance Study","year":2025,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Herpesvirus Infections and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Epidemiology; Environmental health; Geography; Medicine; Computer science; World Wide Web","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008902861,0.0006124271,0.0004070759,0.001648034,0.0005711031,0.0004753844,0.0005985721,0.0003909358,0.0007332814],"category_scores_gemma":[0.000835495,0.0004462096,0.0006415194,0.001765288,0.0003465402,0.0005105189,0.0005006739,0.0003521959,0.0001396373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00211167,"about_ca_system_score_gemma":0.001623827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1111024,"about_ca_topic_score_gemma":0.1035937,"domain_scores_codex":[0.9996644,0.00003823896,0.00004795673,0.0001277615,0.00005698724,0.0000646643],"domain_scores_gemma":[0.9992564,0.00005364704,0.0002608799,0.00005637883,0.0001904405,0.0001821509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005423471,0.00002078233,0.9976605,0.00003063046,0.00003962209,0.00007864066,0.0002942919,0.0001104247,0.0004446567,0.0000121252,0.0001859743,0.00106806],"study_design_scores_gemma":[0.000004537626,0.00002806328,0.9990544,0.00000618782,0.00001933503,0.00007460894,0.0002538455,0.0003202365,0.00005904536,0.000004684131,0.0001707018,0.000004498151],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960676,0.0002826529,0.0001249076,0.00004005102,0.000005381019,0.00003952791,0.003129024,0.000007328787,0.0003034604],"genre_scores_gemma":[0.995373,0.0002401468,0.0001818322,0.00003242223,0.000005870546,0.00004893734,0.003826285,0.00000253611,0.0002890148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1111024,"threshold_uncertainty_score":0.2209114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04464995983643972,"score_gpt":0.3596657702348124,"score_spread":0.3150158103983727,"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."}}