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New Development Of The Neutrosophic Fuzzy Soft Set Framework Using Several Aggregation Operator Techniques, Ahmad A. Abubaker, Abdallah Al-Husban, R. Uma Dec 2025

New Development Of The Neutrosophic Fuzzy Soft Set Framework Using Several Aggregation Operator Techniques, Ahmad A. Abubaker, Abdallah Al-Husban, R. Uma

Neutrosophic Sets and Systems

No abstract provided.


Optimizing Crime Response Time Using Predictive Analytics Models, Mohammad Hassan Bin Yaqoob Dec 2025

Optimizing Crime Response Time Using Predictive Analytics Models, Mohammad Hassan Bin Yaqoob

Theses

Timely and efficient emergency response is essential for public safety, particularly in high- risk urban environments. However, existing dispatch systems often rely on reactive decision- making, leading to delays and inefficient resource allocation. This thesis explores how artificial intelligence (AI) and data modeling can enhance police response times through predictive analytics. A systematic review of 17 peer-reviewed studies identified key predictors such as dispatch behavior, crime history, temporal characteristics, and geographic location. Using real-world emergency response and crime data, predictive models were developed and evaluated through algorithms including XGBoost, Linear Support Vector Machine (LSVM), Generalized Linear Model (GLM), and Neural …


Evaluating The Effect Of Ethnicity And Amyloid On Gait Speed In The Healthy Aging Brain Study-Health Disparities Study, Alexandra M. Reed, Andrew Hooyman, Edward Ofori, Sydney Y. Schaefer Dec 2025

Evaluating The Effect Of Ethnicity And Amyloid On Gait Speed In The Healthy Aging Brain Study-Health Disparities Study, Alexandra M. Reed, Andrew Hooyman, Edward Ofori, Sydney Y. Schaefer

Physical Therapy Faculty Articles and Research

Background

Many novel Alzheimer's disease (AD) biomarkers have been studied in non-Hispanic White populations, despite Hispanic/Latino adults being 1.5 times more likely to develop AD and receiving a later diagnosis. Equitable, accessible assessments are needed to identify individuals at risk earlier. While cognitive screening monitors early AD signs, neuropsychological tests are often inequitable across ethnicity, race, and other social determinants of health. However, we have shown that performance-based motor assessments may be less susceptible to demographic factors than memory tests, and may be more equitable for screening older adults. Gait speed has been linked to elevated amyloid in non-Hispanic White …


Incidental Cardiac Metastasis In Breast Carcinoma, Yaomin Chen, Haibo Wang, Zhiyan Fu, Ellen Elizabeth Connor Dec 2025

Incidental Cardiac Metastasis In Breast Carcinoma, Yaomin Chen, Haibo Wang, Zhiyan Fu, Ellen Elizabeth Connor

School of Medicine Faculty Publications

Background and Clinical Significance: Metastatic breast cancer is a major global health burden, with common metastatic sites including the bones, lungs, liver, and brain. Cardiac metastasis is rare and often clinically silent, leading to underdiagnosis. Recognizing cardiac involvement, even when asymptomatic, is important for understanding the full extent of disease and ensuring optimal patient care. Case Presentation: We report the case of a woman with advanced breast carcinoma who showed no clinical or imaging evidence of cardiac involvement throughout the course of her illness. Following her death from progressive metastatic disease, an autopsy revealed metastatic carcinoma infiltrating the myocardium and …


Braingenebot: A Gpt-Engineered, User-Driven Genetic Data Exploration With Polygenic Risk Scores Ranking In Alzheimer’S Disease, Guan Ou, Zhongming Zhao Dec 2025

Braingenebot: A Gpt-Engineered, User-Driven Genetic Data Exploration With Polygenic Risk Scores Ranking In Alzheimer’S Disease, Guan Ou, Zhongming Zhao

Faculty, Staff and Student Publications

Background

Polygenic risk scores (PGSs) aggregate the effects of multiple genetic variants to attribute to disease susceptibility, and have been applied to numerous complex diseases including Alzheimer's disease (AD). However, as omics and phenotypic data grow exponentially, reconciling findings across studies with differing ancestral backgrounds, study designs, and statistical methodologies remains a pressing issue. Efficiently extracting biologically relevant insights from this expanding body of data is equally challenging, especially for diseases driven by complex interactions among genetic, environmental, and lifestyle factors.

Method

To address these challenges, we introduce BrainGeneBot, an AI‐driven chatbot framework that automates genetic data analysis and bridges …


Sustainability Analysis In Agriculture Using Linguistic Pythagorean Neutrosophic Number Through Einstein Aggregation Operators, S. Annadurai, R. Sundareswaran, M. Mohanalakshmi Dec 2025

Sustainability Analysis In Agriculture Using Linguistic Pythagorean Neutrosophic Number Through Einstein Aggregation Operators, S. Annadurai, R. Sundareswaran, M. Mohanalakshmi

Neutrosophic Sets and Systems

No abstract provided.


Soft Set Models Applied To Pattern Recognition Via 3-Valued Extension Of Neutrosophic Soft Sets, Ahmad A. Abubaker, M. Palanikumar Dec 2025

Soft Set Models Applied To Pattern Recognition Via 3-Valued Extension Of Neutrosophic Soft Sets, Ahmad A. Abubaker, M. Palanikumar

Neutrosophic Sets and Systems

No abstract provided.


Complex Pentapartitioned Neutrosophic Aggregation Operators With An Application In The Selection Of Millets For Cultivation, Porchudar T, Ajay D Dec 2025

Complex Pentapartitioned Neutrosophic Aggregation Operators With An Application In The Selection Of Millets For Cultivation, Porchudar T, Ajay D

Neutrosophic Sets and Systems

No abstract provided.


Reliability Assessment Of Refined Single-Valued Neutrosophic Data With Application In Multi-Criteria Decision-Making, Ankita Ankita, Deepak Kumar Dec 2025

Reliability Assessment Of Refined Single-Valued Neutrosophic Data With Application In Multi-Criteria Decision-Making, Ankita Ankita, Deepak Kumar

Neutrosophic Sets and Systems

No abstract provided.


Pythagorean Neutrosophic Fuzzy Em-Swara-Topsis Approach For Green Supply Selection, Sudip Kumar Gorey, Sreejata Sen Sarma, Avijit De Dec 2025

Pythagorean Neutrosophic Fuzzy Em-Swara-Topsis Approach For Green Supply Selection, Sudip Kumar Gorey, Sreejata Sen Sarma, Avijit De

Neutrosophic Sets and Systems

No abstract provided.


Neutrosophic-Based Feature Set (Nbfs) For Brain Tumor Detection Using Glcm Features And Knn Classifier On Mri Images, S. Gowri, V. M. Vijayalakshmi Dec 2025

Neutrosophic-Based Feature Set (Nbfs) For Brain Tumor Detection Using Glcm Features And Knn Classifier On Mri Images, S. Gowri, V. M. Vijayalakshmi

Neutrosophic Sets and Systems

No abstract provided.


Process Activities Of A Neutrosophic-Based Smart Simulation Framework For Islamic Sacred Rituals, Nabil M. Abdelaziz, Mohamad S. Al-Thenyan Dec 2025

Process Activities Of A Neutrosophic-Based Smart Simulation Framework For Islamic Sacred Rituals, Nabil M. Abdelaziz, Mohamad S. Al-Thenyan

Neutrosophic Sets and Systems

No abstract provided.


An Intelligent Soft Computing-Oriented Strategy For Managing Global Sustainability Issues In Dynamic Environments, Walaa M. Sabry Dec 2025

An Intelligent Soft Computing-Oriented Strategy For Managing Global Sustainability Issues In Dynamic Environments, Walaa M. Sabry

Neutrosophic Sets and Systems

No abstract provided.


Neutrosophic State Learning For High-Stakes Systems Using A Dynamic Triplet Model Of Support Contradiction And Uncertainty, Alaa Hassan And, Reda Ahmed Dec 2025

Neutrosophic State Learning For High-Stakes Systems Using A Dynamic Triplet Model Of Support Contradiction And Uncertainty, Alaa Hassan And, Reda Ahmed

Neutrosophic Sets and Systems

No abstract provided.


Neutrosophic Α-Discounted Cognitive Mapping For Financial Distress Prediction: Evidence From Saudi Emerging Markets, Mohanned H. Alharbi Dec 2025

Neutrosophic Α-Discounted Cognitive Mapping For Financial Distress Prediction: Evidence From Saudi Emerging Markets, Mohanned H. Alharbi

Neutrosophic Sets and Systems

No abstract provided.


Evaluasi Keselamatan Alat Permainan Edukatif (Ape) Dan Penataan Area Bermain Outdoor Di Dua Taman Kanak-Kanak, Auri Willyado, Novrikasari Novrikasari, Mona Lestari, Dina Waldani, Desheila Andarini Dec 2025

Evaluasi Keselamatan Alat Permainan Edukatif (Ape) Dan Penataan Area Bermain Outdoor Di Dua Taman Kanak-Kanak, Auri Willyado, Novrikasari Novrikasari, Mona Lestari, Dina Waldani, Desheila Andarini

National Journal of Occupational Health and Safety

Educational Play Equipment (APE) is one of the facilities provided by Early Childhood Education (PAUD) institutions to support the learning process through play. This study aims to assess the compliance of APE and the arrangement of outdoor play areas with the 2018 Guidelines for Managing PAUD Classroom Space, SNI 9169:2023, the Ministry of Education and Culture’s 2021 Safe APE Guidelines for Early Childhood, and Ministerial Regulation No. 3 of 2022. The study employs a qualitative design with a descriptive approach through facility observations, interviews with teaching staff, and a review of school documents. The data analysis process includes data reduction, …


Efektivitas Dan Keberterimaan Madcom Noise Protection Sebagai Alat Pelindung Pendengaran Berbasis Perlindungan Ganda, Ahmad Athif Wahyu Ramadhan, Yamtana Yamtana, Naris Dyah Prasetyawati, Sigid Sudaryanto Dec 2025

Efektivitas Dan Keberterimaan Madcom Noise Protection Sebagai Alat Pelindung Pendengaran Berbasis Perlindungan Ganda, Ahmad Athif Wahyu Ramadhan, Yamtana Yamtana, Naris Dyah Prasetyawati, Sigid Sudaryanto

National Journal of Occupational Health and Safety

Industrial environments often generate high noise levels due to the continuous operation of machinery and production equipment. Persistent exposure to workplace noise exceeding the Threshold Limit Value (TLV) can lead to noise-induced hearing loss. According to the World Health Organization, an estimated 430 million people worldwide require rehabilitation for hearing impairment, with 109.4 million of these cases occurring in Southeast and Central Asia. As a critical component of Occupational Health and Safety (OHS) management, noise control is often implemented using Hearing Protection Devices (HPDs). This study aims to evaluate the effectiveness of an earplug-earmuff combination, developed as Madcom Noise Protection, …


Impact Of Physical Activity On Sleep In Adults Recovering From Substance Use Disorders: A Protocol For An N-Of-1 Observational Study, Sascha Thal, Cele Richardson, Joanne Mcveigh, Craig Thompson, Phoebe Wan, Bingyan Pang, Hugh Riddell, Stephen Bright, James Clarke, Bronwyn Myers Dec 2025

Impact Of Physical Activity On Sleep In Adults Recovering From Substance Use Disorders: A Protocol For An N-Of-1 Observational Study, Sascha Thal, Cele Richardson, Joanne Mcveigh, Craig Thompson, Phoebe Wan, Bingyan Pang, Hugh Riddell, Stephen Bright, James Clarke, Bronwyn Myers

Research outputs 2022 to 2026

Introduction Sleep impairments are prevalent among individuals recovering from substance use disorders (SUDs) and are associated with poorer treatment outcomes and increased relapse risk. Physical activity (PA) is known to enhance sleep in general populations, but its day-to-day effects on sleep during SUD recovery remain underexplored, especially across different recovery stages. Methods and Analysis In this observational n-of-1 study, we aim to examine within-person associations between daily PA and sleep quality in three groups of individuals at varying stages of substance use recovery (early treatment, continuing care and long-term recovery). A substudy will validate the agreement between two wearable sleepmonitoring …


A Pilot Qualitative Study To Better Understand The Factors Related To Suicides And Inform Public Health Action Across A Predominantly Coastal And Rural Area: Cornwall, Southwest Of England: International Journal Of Environmental Research And Public Health, Paula Chappell, Jane Horrell, Kerryn Husk, Beth Simons, Richard A. Sharpe Dec 2025

A Pilot Qualitative Study To Better Understand The Factors Related To Suicides And Inform Public Health Action Across A Predominantly Coastal And Rural Area: Cornwall, Southwest Of England: International Journal Of Environmental Research And Public Health, Paula Chappell, Jane Horrell, Kerryn Husk, Beth Simons, Richard A. Sharpe

Peninsula Medical School

Background: Better understanding factors leading to suicide and prevention opportunities is a global public health priority. This qualitative pilot study tested whether reviewing inquest recordings could generate insights during COVID-19 and inform public health prevention programmes across a predominantly rural and coastal area where there are significant health inequalities. Methods: Fifty-five inquest recordings reached a suicide conclusion between March 2020 and January 2021. Stratified sampling was used to obtain two samples from each month. Template analysis was employed to thematically analyse data from 30 inquests. Results: Risk factors during this period were social isolation, anxiety, difficulty in routine creation and …


Systemic Sclerosis-Associated Interstitial Lung Disease: Improved Understanding And Advances In Management, Amit Syal, Chris T. Derk Dec 2025

Systemic Sclerosis-Associated Interstitial Lung Disease: Improved Understanding And Advances In Management, Amit Syal, Chris T. Derk

Student Papers, Posters & Projects

Interstitial lung disease (ILD), a common manifestation of systemic sclerosis (SSc), has the highest organ-specific morbidity and mortality, particularly in patients with diffuse cutaneous SSc (dcSSc). Recent advances in diagnostics-including artificial intelligence (AI)-enhanced high-resolution computed tomography (HRCT) and biomarkers such as Krebs van den Lungen (KL)-6-have enabled earlier detection and monitoring of disease progression. Therapeutically, the approval of antifibrotics like nintedanib (NINT) and immunomodulators such as tocilizumab (Toci) has significantly expanded treatment options. Updated international guidelines from the American College of Rheumatology (ACR), American College of Chest Physicians (CHEST), American Thoracic Society (ATS), and European league against Rheumatism (EULAR) now …


Effects Of Video Game Type On Cognitive Performance And Brain Functional Connectivity: A Longitudinal Eeg Study, Jingqing Lu, Ruifang Cui, Lijun Jiang, Chenyu Mu, Weiyi Ma, Diankun Gong, Dezhong Yao Dec 2025

Effects Of Video Game Type On Cognitive Performance And Brain Functional Connectivity: A Longitudinal Eeg Study, Jingqing Lu, Ruifang Cui, Lijun Jiang, Chenyu Mu, Weiyi Ma, Diankun Gong, Dezhong Yao

General Human Environmental Sciences Faculty Publications and Presentations

Background: Previous research has shown that video gaming experience is associated with changes in cognitive and perceptual functions as well as neural structure and function. However, how the different types of video games differentially influence cognitive function and neuroplasticity remains unclear. Methods: In this 30-week longitudinal study, participants were randomly assigned to an action video game group or a strategy card game group. Behavioral assessments and resting-state electroencephalography (EEG) recordings were administered at six time points to evaluate changes in attention, working memory, executive function, and their neural correlates. Results: Both groups showed significant improvements in multiple cognitive tasks, but …


Engaging Stakeholders To Build, Sustain, And Grow Responsible Business: Some Frameworks, Meena Raghunathan, Kara Li Liu Dec 2025

Engaging Stakeholders To Build, Sustain, And Grow Responsible Business: Some Frameworks, Meena Raghunathan, Kara Li Liu

Markets, Globalization & Development Review

This is a follow-up Dialogue commentary to the MGDR publication:

Raghunathan, Meena and Liu, Kara Li (2024) "Moving from ‘Managing Stakeholders’ to ‘Managing for Stakeholders’: The Imperative for Responsible Business," Markets, Globalization & Development Review: Vol. 9: No. 3, Article 4.
DOI: 10.23860/MGDR-2024-09-03-04
Available at: https://digitalcommons.uri.edu/mgdr/vol9/iss3/4.

In this commentary, the concepts of stakeholder approach to management is expanded and deepened.


Development And Validation Of Instruments To Measure Medication Adherence In Hypertensive Patients (Mahp): The Indonesian Case, Burhannudin Ichsan, Erna Herawati, Sri W. Basuki, Ikhwansyah W. Pramudyatama, Umatul Khoiriyah Dec 2025

Development And Validation Of Instruments To Measure Medication Adherence In Hypertensive Patients (Mahp): The Indonesian Case, Burhannudin Ichsan, Erna Herawati, Sri W. Basuki, Ikhwansyah W. Pramudyatama, Umatul Khoiriyah

Journal of Health Research

Background: Hypertension is a chronic disease that poses a significant public health issue globally. Medication adherence among hypertensive patients remains low, leading to various complications that adversely affect individuals, families, and the broader economy and society. To our knowledge, no specific instrument exists to measure medication adherence in hypertensive patients (MAHP) exclusively. This study aims to develop and validate an instrument to measure medication adherence and adherance-related behaviors among hypertensive patients.

Methods: The research consisted of two methods: (1) scale construction and (2) scale validation. The construction phase included: (1) defining the construct and its domains, (2) item development, …


Factors Influencing Tuberculosis Diagnosis, Treatment And Recovery In Alor, East Nusa Tenggara (Ntt), Indonesia, Abdillah Ahsan, Fitri Kurnia Rahim, Elisabeth Kramer, Indah Suci Widyahening, Maulida Gadis Utami Dec 2025

Factors Influencing Tuberculosis Diagnosis, Treatment And Recovery In Alor, East Nusa Tenggara (Ntt), Indonesia, Abdillah Ahsan, Fitri Kurnia Rahim, Elisabeth Kramer, Indah Suci Widyahening, Maulida Gadis Utami

Journal of Health Research

Background: Indonesia aims to reduce tuberculosis (TB) incidence by 50% in 2025 and 80% in 2030. In Alor, TB case notification has reached only 38%, while contact investigation remains low at 21% (46 of 220 cases), ranking 6th lowest in East Nusa Tenggara (NTT). This study explored factors influencing TB diagnosis, treatment, and recovery.

Method: Focus group discussions were conducted with 32 recovered TB patients at three community health centers (Moru, Alor Kecil, and Kenarilang). In-depth interviews were held with six key local stakeholders, including representatives from the Health Office, the Research and Development Unit, three heads of community …


Association Between Social Isolation And Risk Of Hypertension Among The Middle-Aged And Older: A Propensity Score–Matched Cohort Study, Yiting Kang, Minchao Liu Dec 2025

Association Between Social Isolation And Risk Of Hypertension Among The Middle-Aged And Older: A Propensity Score–Matched Cohort Study, Yiting Kang, Minchao Liu

Journal of Health Research

Background: Social isolation has emerged as a growing public health concern and may be an underrecognized risk factor for hypertension. However, evidence on its longitudinal association with hypertension remains limited and inconsistent.

Methods: The data of the national cohort study were collected from the China Health and Retirement Longitudinal Study (CHARLS) from 2011 to 2020. A total of 3280 participants aged 45 years and older without hypertension at baseline were included. Propensity score matching (PSM) was applied to balance covariates between socially isolated and non-isolated groups. Cox proportional hazards models were used to estimate the association between social isolation and …


Living Arrangements And Depression Among Elderly Persons In China: A National Cross-Sectional Study, Yue Lyu, Seung Chun Paek, Patreeya Kitcharoen, Thammarat Marohabutr Dec 2025

Living Arrangements And Depression Among Elderly Persons In China: A National Cross-Sectional Study, Yue Lyu, Seung Chun Paek, Patreeya Kitcharoen, Thammarat Marohabutr

Journal of Health Research

Background: While the positive effect of living alone on depression among elderly persons has been demonstrated by multiple studies in China, evidence regarding other types of living arrangements, specifically considering family size, is scarce. This study assessed the effect of living arrangements, as measured by family size, on depression among elderly persons.

Methods: A cross-sectional analysis of 6,678 adults aged 60+ from the 2020 China Health and Retirement Longitudinal Study was conducted using descriptive and binary logistic regression analyses.

Results: Of the analyzed elderly persons, 35.43% (n=2,366) exhibited depression. Elderly persons living alone exhibited higher levels of depression than those …


Effectiveness Of Self-Management Education On Behavior Improvement Among Stroke Survivors In Indonesia: A Randomized Controlled Trial, Yurike Septianingrum, Ratna Yunita Sari, Lono Wijayanti, Rizqa Septiana, Andis Yuswanto, Ah Yusuf, Ika Yuni Widyawati, Nor Aziyan Yahaya Dec 2025

Effectiveness Of Self-Management Education On Behavior Improvement Among Stroke Survivors In Indonesia: A Randomized Controlled Trial, Yurike Septianingrum, Ratna Yunita Sari, Lono Wijayanti, Rizqa Septiana, Andis Yuswanto, Ah Yusuf, Ika Yuni Widyawati, Nor Aziyan Yahaya

Journal of Health Research

Background: This study aimed to investigate the impact of stroke self-management education (SSME) on improving self-management behaviors among stroke survivors.

Methods: An individual randomized controlled trial was conducted from June to August 2024 in an educational hospital in Surabaya, Indonesia. Participants were selected based on the inclusion and exclusion criteria and then randomly assigned via computer-generated randomization to the intervention and control groups. After 3 weeks of intervention, the self-management behavior of stroke survivors was evaluated using the Stroke Self-Management Behavior Questionnaire (SSMBQ). A per-protocol analysis was used to compare the intervention groups, which included only those patients who completed …


Attitude And Confidence In Managing Pre-Existing Type 2 Diabetes Mellitus During Pregnancy Among Thai Women, Ratchanok Phonyiam, Chiao-Hsin Teng, Catherine S. Sullivan, Aunchalee E.L. Palmquist, Eric A. Hodges, Yamnia I. Cortés, Marianne Baernholdt Dec 2025

Attitude And Confidence In Managing Pre-Existing Type 2 Diabetes Mellitus During Pregnancy Among Thai Women, Ratchanok Phonyiam, Chiao-Hsin Teng, Catherine S. Sullivan, Aunchalee E.L. Palmquist, Eric A. Hodges, Yamnia I. Cortés, Marianne Baernholdt

Journal of Health Research

Background: The trend of rising T2DM prevalence is more pronounced in females and is of particular concern for pregnancy. The rate has jumped from 0.7% to 1.5% of all pregnancies over the past 14 years. Additionally, pregnancies affected by T2DM have higher rates of abortion and perinatal mortality compared to those with type 1 diabetes mellitus and gestational diabetes mellitus. The objective of the study was to explore the attitudes and confidence in managing T2DM among Thai women during pregnancy.

Methods: This qualitative study was a part of a parent study using a convergent parallel mixed-methods design. A purposive sampling …


A Hybrid Roberta–Rule-Based Aspect-Based Sentiment Analysis Model For Hospital Patient Reviews: Development, Validation, And Case Application In India, Akash Gajanan Prabhune, Karpaga Priya P S, Vinay R Sri Hari, Akhila Rayampalli, Ankur S Thakur, Ebin M Yohannan Dec 2025

A Hybrid Roberta–Rule-Based Aspect-Based Sentiment Analysis Model For Hospital Patient Reviews: Development, Validation, And Case Application In India, Akash Gajanan Prabhune, Karpaga Priya P S, Vinay R Sri Hari, Akhila Rayampalli, Ankur S Thakur, Ebin M Yohannan

Journal of Health Research

Background: Patient Online Reviews (PORs) provide real-time, unsolicited feedback that complements traditional satisfaction surveys. However, existing sentiment analysis tools often handle only monolingual data, broad sentiment categories, or lack review authenticity checks. This study develops a hybrid Aspect-Based Sentiment Analysis (ABSA) model combining RoBERTa with a rule-based aspect detection layer to extract fine-grained sentiment insights from Indian hospital reviews.

Methods: We curated and manually annotated 4,862 Google Maps reviews from 25 Indian hospitals across six aspects—Doctor Behavior, Staff Behavior, Cleanliness, Facility Experience, Cost, and Waiting Time. Though the scheme included positive/negative/neutral labels, the final model used binary polarity (positive vs. …


Pm2.5 And Respiratory Symptoms Among Primary Schoolchildren In Bangkok, Thailand: A School-Based Cross-Sectional Study, Monrudee Chokprajakchad, Dongruethai Buadong, Lawan Singhasai, Chayannan Jaide Dec 2025

Pm2.5 And Respiratory Symptoms Among Primary Schoolchildren In Bangkok, Thailand: A School-Based Cross-Sectional Study, Monrudee Chokprajakchad, Dongruethai Buadong, Lawan Singhasai, Chayannan Jaide

Journal of Health Research

Background: Exposure to fine particulate matter (PM2.5) has been linked to adverse respiratory health in children. However, limited studies in Bangkok have examined the combined influence of environmental exposure and health perceptions. The objective of this study is to investigate the association between PM2.5 concentrations and respiratory symptoms among primary schoolchildren aged 7—12 years in Bangkok, across districts categorized by differing levels of air pollution.

Methods: A cross-sectional study was conducted among 388 primary schoolchildren in Bangkok, recruited through cluster sampling from districts classified into three PM2.5 pollution zones based on data from the Pollution Control Department. Respiratory symptoms were …