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Impact of Environment on Pain among the Working Poor: Making Use of Random Forest-Based Stratification Tool to Study the Socioecology of Pain Interference

Author

Listed:
  • Eman Leung

    (JC School of Public Health and Primary Care, The Chinese University of Hong Kong, Hong Kong SAR, China)

  • Albert Lee

    (JC School of Public Health and Primary Care, The Chinese University of Hong Kong, Hong Kong SAR, China
    Department of Rehabilitation Science, Hong Kong Polytechnic University, Hong Kong SAR, China
    Centre for Health Education and Health Promotion, JC School of Public Health and Primary Care, The Chinese University of Hong Kong, Hong Kong SAR, China
    Hong Kong Health Education and Health Promotion Foundation, Hong Kong SAR, China)

  • Yilin Liu

    (JC School of Public Health and Primary Care, The Chinese University of Hong Kong, Hong Kong SAR, China)

  • Chi-Tim Hung

    (JC School of Public Health and Primary Care, The Chinese University of Hong Kong, Hong Kong SAR, China
    Centre for Health Systems and Policy Research, The Chinese University of Hong Kong, Hong Kong SAR, China)

  • Ning Fan

    (Health in Action Limited, Hong Kong SAR, China)

  • Sam C. C. Ching

    (JC School of Public Health and Primary Care, The Chinese University of Hong Kong, Hong Kong SAR, China)

  • Hilary Yee

    (Faculty of Medicine and Health, The University of Sydney, Sydney 2006, Australia)

  • Yinan He

    (JC School of Public Health and Primary Care, The Chinese University of Hong Kong, Hong Kong SAR, China)

  • Richard Xu

    (Department of Rehabilitation Science, Hong Kong Polytechnic University, Hong Kong SAR, China)

  • Hector Wing Hong Tsang

    (Department of Rehabilitation Science, Hong Kong Polytechnic University, Hong Kong SAR, China)

  • Jingjing Guan

    (JC School of Public Health and Primary Care, The Chinese University of Hong Kong, Hong Kong SAR, China
    Epitelligence, Hong Kong SAR, China)

Abstract

Pain interferes with one’s work and social life and, at a personal level, daily activities, mood, and sleep quality. However, little research has been conducted on pain interference and its socioecological determinants among the working poor. Noting the clinical/policy decision needs and the technical challenges of isolating the intricately interrelated socioecological factors’ unique contributions to pain interference and quantifying the relative contributions of each factor in an interpretable manner to inform clinical and policy decision-making, we deployed a novel random forest algorithm to model and quantify the unique contribution of a diverse ensemble of environmental, sociodemographic, and clinical factors to pain interference. Our analyses revealed that features representing the internal built environment of the working poor, such as the size of the living space, air quality, access to light, architectural design conducive to social connection, and age of the building, were assigned greater statistical importance than other more commonly examined predisposing factors for pain interference, such as age, occupation, the severity and locations of pain, BMI, serum blood sugar, and blood pressure. The findings were discussed in the context of their benefit in informing community pain screening to target residential areas whose built environment contributed most to pain interference and informing the design of intervention programs to minimize pain interference among those who suffered from chronic pain and showed specific characteristics. The findings support the call for good architecture to provide the spirit and value of buildings in city development.

Suggested Citation

  • Eman Leung & Albert Lee & Yilin Liu & Chi-Tim Hung & Ning Fan & Sam C. C. Ching & Hilary Yee & Yinan He & Richard Xu & Hector Wing Hong Tsang & Jingjing Guan, 2024. "Impact of Environment on Pain among the Working Poor: Making Use of Random Forest-Based Stratification Tool to Study the Socioecology of Pain Interference," IJERPH, MDPI, vol. 21(2), pages 1-21, February.
    • Handle: RePEc:gam:jijerp:v:21:y:2024:i:2:p:179-:d:1333403
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    References listed on IDEAS

    as
    1. Beshai, Shadi & Mishra, Sandeep & Meadows, Tyler J.S. & Parmar, Priya & Huang, Vivian, 2017. "Minding the gap: Subjective relative deprivation and depressive symptoms," Social Science & Medicine, Elsevier, vol. 173(C), pages 18-25.
    2. Daichi Okabe & Taishi Tsuji & Masamichi Hanazato & Yasuhiro Miyaguni & Nao Asada & Katsunori Kondo, 2019. "Neighborhood Walkability in Relation to Knee and Low Back Pain in Older People: A Multilevel Cross-Sectional Study from the JAGES," IJERPH, MDPI, vol. 16(23), pages 1-13, November.
    3. Yuxin Cao & Chye Kiang Heng & John Chye Fung, 2019. "Using Walk-Along Interviews to Identify Environmental Factors Influencing Older Adults’ Out-of-Home Behaviors in a High-Rise, High-Density Neighborhood," IJERPH, MDPI, vol. 16(21), pages 1-22, November.
    4. Joanne W.Y. Chung & Henry C.F. So & Vincent C.M. Yan & Phoebe S.T. Kwok & Bonny Y.M. Wong & Jackie Y. Yang & Albert P.C. Chan, 2019. "A Survey of Work-Related Pain Prevalence Among Construction Workers in Hong Kong: A Case-Control Study," IJERPH, MDPI, vol. 16(8), pages 1-12, April.
    5. Sheldwin A. Yazzie & Scott Davis & Noah Seixas & Michael G. Yost, 2020. "Assessing the Impact of Housing Features and Environmental Factors on Home Indoor Radon Concentration Levels on the Navajo Nation," IJERPH, MDPI, vol. 17(8), pages 1-18, April.
    6. Zihan Kan & Mei-Po Kwan & Mee Kam Ng & Hendrik Tieben, 2022. "The Impacts of Housing Characteristics and Built-Environment Features on Mental Health," IJERPH, MDPI, vol. 19(9), pages 1-19, April.
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