{"id":1285,"date":"2021-06-11T15:33:15","date_gmt":"2021-06-11T15:33:15","guid":{"rendered":"https:\/\/bwali.org\/?page_id=1285"},"modified":"2022-01-01T04:02:21","modified_gmt":"2022-01-01T04:02:21","slug":"nih-environment-active-travel-health","status":"publish","type":"page","link":"https:\/\/bwali.org\/index.php\/projects\/nih-environment-active-travel-health\/","title":{"rendered":"NIH Environment, Active Travel &#038; Health"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"1285\" class=\"elementor elementor-1285\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6a435f0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6a435f0\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-13236ff\" data-id=\"13236ff\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1e4f0a2 elementor-widget elementor-widget-heading\" data-id=\"1e4f0a2\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Active Travel &amp; Health Effects of Light Rail Transit<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-7443320 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7443320\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-281991e\" data-id=\"281991e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-1bd90f9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1bd90f9\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-62ba069\" data-id=\"62ba069\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6785d81 elementor-widget elementor-widget-text-editor\" data-id=\"6785d81\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>No research to date has causally linked built environment data with health care costs derived from clinically assessed health outcomes within the framework of longitudinal intervention design. In this project, we examined the impact of light rail transit (LRT) line intervention on health care costs after controlling for mode-specific objectively assessed moderate-to-vigorous physical activity (MVPA), participant-level neighborhood environmental measures, demographics, attitudinal predispositions, and residential choices.<br \/>Based on a natural experiment related to a new LRT line in Portland \u2013 hundreds of individuals divided into treatment and control groups were prospectively followed during the pre- and post-intervention periods. For each individual, we harness high-resolution data on Electronic Medical Record (EMR) based health care costs, mode-specific MVPA, survey-based travel behavior, attitudinal\/perception information, and objectively assessed built environment measures. Simulation-assisted longitudinal grouped random parameter models are developed to gain more accurate insights into the effects of LRT line intervention.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-08fac2e\" data-id=\"08fac2e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a9977ce elementor-widget elementor-widget-text-editor\" data-id=\"a9977ce\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Regarding the \u201caverage effect\u201d of the LRT line intervention, no statistically significant reductions in health care costs were observed for the treated individuals over time. However, substantial heterogeneity was observed not only in the magnitude of effects but its direction as well after controlling for the within- and between-individual variations. For a subgroup of treated individuals, the LRT line opening decreased health care costs over time relative to the control group. Further comparative analysis based on the findings of heterogeneity-based models revealed that the effect of LRT intervention for the treated individuals differed by individual characteristics, attitudes\/perceptions, and neighborhood level environmental features.<\/p><p>The longitudinal study revealed the presence of significant effect modifiers and distinct subgroup structures in the data related to the effects of LRT line intervention on health care costs. Besides, the analysis highlights the severe implications of ignoring unobserved heterogeneity in the context of transportation program evaluation.\u00a0<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-0370bc9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0370bc9\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-53ab724\" data-id=\"53ab724\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e74b5a6 elementor-widget elementor-widget-image\" data-id=\"e74b5a6\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"941\" height=\"541\" src=\"https:\/\/bwali.org\/wp-content\/uploads\/2021\/06\/Capture17.jpg\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/bwali.org\/wp-content\/uploads\/2021\/06\/Capture17.jpg 941w, https:\/\/bwali.org\/wp-content\/uploads\/2021\/06\/Capture17-300x172.jpg 300w, https:\/\/bwali.org\/wp-content\/uploads\/2021\/06\/Capture17-768x442.jpg 768w\" sizes=\"(max-width: 941px) 100vw, 941px\" loading=\"eager\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-843e39a\" data-id=\"843e39a\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-fbbe4b0 elementor-widget elementor-widget-image\" data-id=\"fbbe4b0\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"890\" height=\"605\" src=\"https:\/\/bwali.org\/wp-content\/uploads\/2021\/06\/Capture18.jpg\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/bwali.org\/wp-content\/uploads\/2021\/06\/Capture18.jpg 890w, https:\/\/bwali.org\/wp-content\/uploads\/2021\/06\/Capture18-300x204.jpg 300w, https:\/\/bwali.org\/wp-content\/uploads\/2021\/06\/Capture18-768x522.jpg 768w\" sizes=\"(max-width: 890px) 100vw, 890px\" loading=\"eager\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-f320920 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f320920\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-3d38ba0\" data-id=\"3d38ba0\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b98e32f elementor-widget elementor-widget-text-editor\" data-id=\"b98e32f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>In a separate study, we conceptualized the entire pathway from built environment to health &#8211; linking objectively-assessed built environment with mode-specific active travel and health care costs in a cross-sectional setting. Accounting for complex direct and indirect pathways within the framework of a joint endogenous structural model, our analysis showed a significant reduction in health care costs due to greater active travel. A one-unit increase in walkability index was associated with a substantial 6.48% reduction in health care costs.\u00a0<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-572f8bd elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"572f8bd\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-fe0ba97\" data-id=\"fe0ba97\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b035c72 elementor-widget elementor-widget-image\" data-id=\"b035c72\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"598\" src=\"https:\/\/bwali.org\/wp-content\/uploads\/2021\/06\/Capture19-1024x598.jpg\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/bwali.org\/wp-content\/uploads\/2021\/06\/Capture19-1024x598.jpg 1024w, https:\/\/bwali.org\/wp-content\/uploads\/2021\/06\/Capture19-300x175.jpg 300w, https:\/\/bwali.org\/wp-content\/uploads\/2021\/06\/Capture19-768x449.jpg 768w, https:\/\/bwali.org\/wp-content\/uploads\/2021\/06\/Capture19.jpg 1297w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" loading=\"eager\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-d89b3ce\" data-id=\"d89b3ce\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3aa8d96 elementor-widget elementor-widget-image\" data-id=\"3aa8d96\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"614\" src=\"https:\/\/bwali.org\/wp-content\/uploads\/2021\/06\/Capture20-1024x614.jpg\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/bwali.org\/wp-content\/uploads\/2021\/06\/Capture20-1024x614.jpg 1024w, https:\/\/bwali.org\/wp-content\/uploads\/2021\/06\/Capture20-300x180.jpg 300w, https:\/\/bwali.org\/wp-content\/uploads\/2021\/06\/Capture20-768x460.jpg 768w, https:\/\/bwali.org\/wp-content\/uploads\/2021\/06\/Capture20.jpg 1260w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" loading=\"eager\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-4cce463 elementor-widget elementor-widget-spacer\" data-id=\"4cce463\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-1126edc elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1126edc\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-ad6871a\" data-id=\"ad6871a\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-48522b1 elementor-widget elementor-widget-text-editor\" data-id=\"48522b1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><strong>Publications:<br \/><\/strong><\/p><p>Wali, B., Frank, L. D., Young, D. R., Meenan, R. T., Saelens, B. E., Dickerson, J. F., &amp; Fortmann, S. P. (2022). Causal evaluation of the health effects of light rail line: A natural experiment.\u00a0<i>Journal of Transport &amp; Health<\/i>,\u00a0<i>24<\/i>, 101292.<\/p><p>Wali, B., Frank, L., Young, D., Saelens, B., Meenan, R., Dickerson, J., Keast, E., Kuntz, J., Fortmann, S. (2021) Pathways from Built Environment to Health Care Costs: Linking Objectively Measured Built Environment with Physical Activity and Health Care Costs. (revision submitted).<\/p><p>Wali, B., Frank, L., Young, D., Saelens, B., Meenan, R., Dickerson, J., Fortmann, S. (2021). Associations of Walkability, Regional and Transit Accessibility Around Home and Workplace with Active and Sedentary Travel (under internal-review).<\/p><p>Wali, B., Frank, L., Young, D., Saelens, B., Meenan, R., Dickerson, J., Fortmann, S. (2021). Interactive Associations of Built Environment Around Home and Workplace with Active Travel. (In preparation).\u00a0<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-10df641\" data-id=\"10df641\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2c6263c elementor-widget elementor-widget-text-editor\" data-id=\"2c6263c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><strong>Major Contributors:<br \/>Lawrence D. Frank, <\/strong>Ph.D. Professor, Urban Studies &amp; Planning, UC San Diego; <br \/><strong>Stephen P. Fortmann<\/strong>, Ph.D. Distinguished Investigator &amp; Senior Science Director, Center for Health Research, Kaiser Permanente Northwest;<br \/><strong>Deborah R. Young<\/strong>, Ph.D. Director, Division of Behavioral Research, Kaiser Permanente Research, Southern California; <br \/><strong>Brian E. Saelens<\/strong>, Ph.D. Professor, University of Washington; <br \/><strong>Richard T. Meenan<\/strong>, Ph.D, Investigator, Kaiser Permanente Northwest;<br \/><strong>John F. Dickerson<\/strong>, Ph.D. Investigator, Kaiser Permanente Northwest.\u00a0<\/p><p>The work and the research papers is part of work on the project <a href=\"http:\/\/urbandesign4health.com\/projects\/health-economic-effects-of-light-rail-lines\">Health &amp; Economic Effects of Light Rail Lines: A Natural Experiment<\/a> conducted by Urban Design 4 Health, Inc., in collaboration with Kaiser Permanente Northwest and funded by the U.S. National Institutes of Health.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Active Travel &amp; Health Effects of Light Rail Transit No research to date has causally linked built environment data with health care costs derived from clinically assessed health outcomes within the framework of longitudinal intervention design. In this project, we examined the impact of light rail transit (LRT) line intervention on health care costs after &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/bwali.org\/index.php\/projects\/nih-environment-active-travel-health\/\"> <span class=\"screen-reader-text\">NIH Environment, Active Travel &#038; Health<\/span> Read More &raquo;<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":1350,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"class_list":["post-1285","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/bwali.org\/index.php\/wp-json\/wp\/v2\/pages\/1285","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/bwali.org\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/bwali.org\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/bwali.org\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/bwali.org\/index.php\/wp-json\/wp\/v2\/comments?post=1285"}],"version-history":[{"count":3,"href":"https:\/\/bwali.org\/index.php\/wp-json\/wp\/v2\/pages\/1285\/revisions"}],"predecessor-version":[{"id":3798,"href":"https:\/\/bwali.org\/index.php\/wp-json\/wp\/v2\/pages\/1285\/revisions\/3798"}],"up":[{"embeddable":true,"href":"https:\/\/bwali.org\/index.php\/wp-json\/wp\/v2\/pages\/1350"}],"wp:attachment":[{"href":"https:\/\/bwali.org\/index.php\/wp-json\/wp\/v2\/media?parent=1285"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}