Health Communication · 2020 · 21 citations · 37 references
Social SciencesInfectious DiseasesPreventive MedicineEpidemiologyHealth CommunicationImmunizationMedia EffectsNews MediaVaccinationVaccine PolicyFirst-level Agenda SettingFramesHealth News CoverageMass Media EffectsNews FramesSecond-level Agenda SettingSociodemographic Determinants Of ExposureVaccine Uptake Determinants
Flu remains a prevalent public health issue and the flu vaccine uptake remains low. This study examined the behavioral consequences of first- and second-level agenda setting by testing the effects of exposure to flu-related news coverage and different frames on flu vaccine uptake, while controlling for confounding sociodemographic factors, utilizing computational methods. Findings suggested that the media effects on children and adult influenza vaccine uptake differed. The frame of influenza caused deaths/illnesses stories was the only media frame that positively predicted flu vaccine uptake among children. Four frames, including influenza caused deaths/illnesses stories, flu prevention tips, things to know about flu vaccine, and public accountability positively predicted flu vaccine uptake among adults. Exposure rate negatively predicted flu vaccine uptake among adults. A few sociodemographic factors impacted flu vaccine uptake. Results also revealed the most and least exposed frames and state exposure rates to flu-related news stories.
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Framing: Toward Clarification of a Fractured Paradigm
Robert M. Entman · Journal of Communication · 1993 · 15.5K citations
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RCV1: A New Benchmark Collection for Text Categorization Research
David Lewis, Yiming Yang, Tony Rose et al. · Goldsmiths (University of London) · 2004 · 2.6K citations · Full text