Back

Different predictors of message fatigue across diverse risk areas for dengue prevention in Taiwan

Lin, C.-H.; Chang, Y.-J.; Lu, H.-Y.

2024-11-28 health policy
10.1101/2024.11.26.24317959 medRxiv
Show abstract

BackgroundDifferent regions in Taiwan have varying levels of dengue risk; however, the same prevention messages were implemented nationwide for a prolonged period. People in areas with different risk levels may perceive the disease risk differently, and these perceptions may be linked to message fatigue. Individuals experiencing high levels of message fatigue may engage in fewer preventive activities. Although message fatigue has been studied concerning many infectious diseases, it has not been extensively researched in the context of dengue. Moreover, previous studies primarily focused on the general population regardless of risk level or on high-risk populations, with few examining message fatigue across areas with varying risk levels. Therefore, this study aimed to identify distinct predictors of message fatigue across different dengue-risk areas in Taiwan. Methodology/Principal FindingsThe online questionnaire was adapted from the measurement developed by So et al., based on the conceptual definition of message fatigue. Message fatigue has two dimensions: message environment (ME) and audience response (AR). A negative binomial model was used to examine the association between the demographic variables (sex, residency, education, occupation, age, and income) and the perceived variables (perceived prevalence, perceived severity, and optimistic bias) with ME and AR separately. The results showed that in high dengue-risk areas, individuals with an education level of high school or below reported significantly higher levels of AR compared to those educated higher than high school (1.10, 95% CI = 1.01-1.21). In medium dengue-risk areas, individuals in the optimism group were 1.12 times more likely (95% CI = 1.01- 1.25) to report higher levels of ME than those in the realistic group. In low dengue-risk areas, younger individuals, males, and those with a high-school education or below reported significantly higher levels of AR. Conclusions/SignificanceThis study revealed that dengue-message fatigue is associated with different variables across varying risk areas. These findings could inform global health communication strategies by identifying key demographic and perception-based predictors of message fatigue, enabling more targeted and effective public health messaging in regions with differing risk levels. Author summaryIn Taiwan, dengue is a significant public health concern, and different regions face varying levels of risk. Despite these differences, the same public health messages about dengue prevention are disseminated nationwide. In this study, we explored how people in areas with high, medium, and low risk of dengue of Taiwan respond to these messages, specifically focusing on message fatigue--when individuals tire of repeated health messages and may stop following preventive advice. We found that individuals in high-risk areas with lower education levels reported more fatigue with these messages, while those in medium-risk areas who were optimistic about the disease were more likely to experience fatigue. In low-risk areas, younger individuals, males, and those with lower education levels were more likely to experience message fatigue. These findings can help global health authorities design better-targeted public health messages by considering how different groups respond to repeated health messaging, thereby making dengue prevention efforts more effective across various risk areas.

Matching journals

The top 2 journals account for 50% of the predicted probability mass.

50% of probability mass above

"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.