Mapping the “X” Debate: Water Fluoridation Sentiment Analysis With Advanced Machine Learning

Our findings highlight the polarized nature of public sentiment toward CWF and the temporal fluctuations in public engagement. These insights can inform public health policymakers in developing timely, targeted communication strategies. Specifically, efforts to engage neutral audiences through transparent messaging and counter misinformation during key periods may strengthen public trust in CWF. The application of machine learning in this analysis underscores its value in enhancing real-time monitoring and supporting evidence-based public health strategies.

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Publication Details

Journal
Journal of Public Health Dentistry
Published
2025-05-07
DOI
https://doi.org/10.1111/jphd.12669
Citations
1
Primary Topic
Misinformation and Its Impacts
Type
article
Field-Weighted Citation Impact
4.20

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article

Mapping the “X” Debate: Water Fluoridation Sentiment Analysis With Advanced Machine Learning

Ratilal Lalloo, Diep Ha, Loc Do, Nilesh Arjun Torwane
1 citations
Journal of Public Health Dentistry
Misinformation and Its Impacts
4.20
article

Mapping the “X” Debate: Water Fluoridation Sentiment Analysis With Advanced Machine Learning

Ratilal Lalloo, Diep Ha, Loc Do, Nilesh Arjun Torwane
article en
1 citations

Abstract

Our findings highlight the polarized nature of public sentiment toward CWF and the temporal fluctuations in public engagement. These insights can inform public health policymakers in developing timely, targeted communication strategies. Specifically, efforts to engage neutral audiences through transparent messaging and counter misinformation during key periods may strengthen public trust in CWF. The application of machine learning in this analysis underscores its value in enhancing real-time monitoring and supporting evidence-based public health strategies.

Journal of Public Health DentistryVol. 85(3)
The University of Queensland (AU)
University of Queensland
Openalex Percentile: Top 8%
Misinformation and Its Impacts
4.20
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