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How does air pollution threaten mental health? Protocol for a machine-learning enhanced systematic map
Zhuanlan Sun1, Zhe Han2, Demi Zhu3,4
1High-Quality Development Evaluation Institute, Nanjing University of Posts and Telecommunications, Nanjing, China.
Air pollution significantly impacts mental health across various scientific fields. This systematic map synthesizes research to identify trends and gaps in understanding these complex environmental health effects.
Area of Science:
- Environmental health
- Neuroscience
- Public health
Background:
- Air pollution exposure is increasingly linked to diverse mental health conditions.
- Research spans biomedical sciences, epidemiology, neuroscience, and social science, highlighting public health significance.
- Fragmented research landscapes hinder integration of insights and identification of trends.
Purpose of the Study:
- To systematically map the existing literature on air pollution and mental health.
- To identify research trends, gaps, and challenges in establishing causal and moderator effects.
- To provide a comprehensive overview for future research and policy development.
Main Methods:
- Systematic map following established evidence synthesis guidelines.
- Comprehensive literature search across multiple databases and search engines (inception–November 2022).
- Machine learning and literature mining for rapid screening and coding, supplemented by manual review and conflict resolution.
Main Results:
- A publicly available database of the synthesized literature will be generated.
- The map will detail the breadth and diversity of research on air pollution and mental health.
- Identification of key research trends and knowledge gaps.
Conclusions:
- This systematic map will consolidate fragmented knowledge on air pollution's mental health impacts.
- It will facilitate a more integrated understanding of environmental influences on mental well-being.
- The findings will inform future research directions and public health policies.
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