Evidence map›Paper›PMID 41569831›Full record

ArticleJournal of physical activity & health2026

Perceived Neighborhood Environment and Objectively Assessed, Habitual Physical Activity Among US Adults: An All of Us Research Program Study.

Natalia I Heredia, Michael C Robertson, Christopher D Pfledderer, Ethan T Hunt, Timothy J Walker, Deborah Salvo

Abstract read
In one paragraph

Article in Journal of physical activity & health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Natalia I HerediaUTHealth Houston School of Public Health, Houston, TX, USA.ORCID 0000-0001-8086-3700
Michael C RobertsonThe University of Oklahoma Health Campus, Oklahoma City, OK, USA.ORCID 0000-0002-2240-014X
Christopher D PfleddererSchool of Public Health, UTHealth Houston, Austin, TX, USA.ORCID 0000-0001-7503-8554
Ethan T HuntSchool of Public Health, UTHealth Houston, Austin, TX, USA.ORCID 0000-0002-7350-7369
Timothy J WalkerUTHealth Houston School of Public Health, Houston, TX, USA.ORCID 0000-0003-3171-5431
Deborah SalvoDepartment of Kinesiology and Health Education, College of Education, The University of Texas at Austin, Austin, TX, USA.ORCID 0000-0002-9726-0882

Funding

Technology to Empower Changes in Health (TECH) Network Participant Technologies CenterU24OD023176 · OD · SCRIPPS RESEARCH INSTITUTE, THE · PI TOPOL, ERIC JEFFREY · 2016 to 2022
$204.7M
Precision Medicine Initiative Cohort Program BiobankU24OD023121 · OD · MAYO CLINIC ROCHESTER · PI CEKANOVA, MARIA, CICEK, MINE · 2016 to 2024
$185.5M
Enhancing All of Us Data Resources for Nutrition Precision Health: the All of Us Data and Research CenterU2COD023196 · OD · VANDERBILT UNIVERSITY MEDICAL CENTER · PI GLAZER, DAVID, HARRIS, PAUL A. · 2016 to 2022
$143.7M
Adaptive Platform for Personalized EngagementU24OD023163 · OD · VIGNET, INC. · PI JAIN, PRADUMAN · 2017 to 2020
$102.6M
University of Arizona-Banner Health All of Us Research Program OT2OD026549 · OD · UNIVERSITY OF ARIZONA · PI MORENO, FRANCISCO A, REIMAN, ERIC MICHAEL · 2018 to 2023
$78.9M
California Precision Medicine Research Program ConsortiumOT2OD026552 · OD · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI ANTON-CULVER, HODA A, OHNO-MACHADO, LUCILA · 2018 to 2023
$73.4M
All of Us PennsylvaniaOT2OD026554 · OD · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI REIS, STEVEN E, VISWESWARAN, SHYAM · 2018 to 2023
$72.1M
New York City Consortium for Precision MedicineOT2OD026556 · OD · COLUMBIA UNIVERSITY HEALTH SCIENCES · PI BIER, LOUISE E, GHARAVI, ALI G · 2018 to 2023
$67.3M
SouthEast Enrollment Center (SEEC) OT2OD026551 · OD · UNIVERSITY OF MIAMI SCHOOL OF MEDICINE · PI CARRASQUILLO, OLVEEN, COLON, VIVIAN · 2018 to 2023
$62.8M
Southern All of Us NetworkOT2OD026548 · OD · UNIVERSITY OF ALABAMA AT BIRMINGHAM · PI FOUAD, MONA N., KORF, BRUCE R · 2018 to 2023
$60.5M
Illinois Precision Medicine Consortium OT2OD026557 · OD · NORTHWESTERN UNIVERSITY AT CHICAGO · PI AHSAN, HABIBUL, ARGOS, MARIA · 2018 to 2023
$60.5M
The New England Precision Medicine Consortium of the All of Us Research ProgramOT2OD026553 · OD · MASSACHUSETTS GENERAL HOSPITAL · PI CLARK, CHERYL RENEE, KARLSON, ELIZABETH W · 2018 to 2023
$58.8M
NIH HHS OT2 OD023205NIH HHS OT2 OD023206NIH HHS OT2 OD025276NIH HHS OT2 OD025277NIH HHS OT2 OD025315NIH HHS OT2 OD025337NIH HHS OT2 OD026548NIH HHS OT2 OD026549NIH HHS OT2 OD026550NIH HHS OT2 OD026551NIH HHS OT2 OD026552NIH HHS OT2 OD026553NIH HHS OT2 OD026554NIH HHS OT2 OD026555NIH HHS OT2 OD026556NIH HHS OT2 OD026557NIH HHS U24 OD023121NIH HHS U24 OD023163NIH HHS U24 OD023176NIH HHS U2C OD023196
6 · The paper itself

Abstract

introductionThe purpose of this study was to assess the associations between perceived socioenvironmental neighborhood attributes and objectively assessed habitual physical activity among US adults as well as whether associations vary by sociodemographic characteristics.

methodsWe used data from the All of Us research program, a longitudinal cohort study of a diverse sample of Americans. Perceived neighborhood social cohesion, physical and social disorder, walkability, and sociodemographic characteristics were self-reported. Habitual physical activity was ascertained using Fitbit-derived step counts over ≥24 weeks. Generalized additive mixed-effects models were used to test the associations between perceived socioenvironmental neighborhood attributes and daily step counts.

resultsAmong participants (n = 6716), average daily step count was 7274.1 (SD = 3353.6). Social cohesion (B = 117.15, SE = 30.12, P < .001) and walkability (B = 72.74, SE = 31.43, P = .021) were positively associated with step count. The association of social cohesion with step count was moderated by age, being strongest among younger adults (B for interaction term = -5.43, SE = 2.00, P = .001), whereas the association between walkability and step count was moderated by income, being strongest for the lowest income group (B = -211.57, SE = 90.92, P = .020). Despite not finding main effects on step count for perceived physical disorder, age- and income-moderated effects were observed, with opposite-direction associations found for low (inverse) versus mid-upper income (direct) (B = 229.66, SE = 94.48, P = .015) and for younger (inverse) versus older (direct) adults (B for interaction term = 4.48, SE = 2.01, P = .030).

conclusionsPerceived neighborhood social cohesion, walkability, and physical disorder are associated with habitual physical activity among US adults. Age and income moderated the associations between neighborhood attributes and physical activity.

Indexed as

Environment DesignExerciseNeighborhood CharacteristicsResidence CharacteristicsAdultFemaleHumansLongitudinal StudiesMaleMiddle AgedSocial EnvironmentSocioeconomic FactorsUnited StatesWalkingbuilt environmentFitbitphysical disordersocial cohesionsocial disorderstep countwalkability

Identifiers

PMID41569831
PMCPMC12990123

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.