Evidence map›Paper›PMID 35099402›Full record

Observational studyJMIR mHealth and uHealth2022

Daily Level Association of Physical Activity and Performance on Ecological Momentary Cognitive Tests in Free-living Environments: A Mobile Health Observational Study.

Zvinka Z Zlatar, Laura M Campbell, Bin Tang, Spenser Gabin, Anne Heaton, Michael Higgins, Joel Swendsen, David J Moore, Raeanne C Moore

Open access · goldAbstract readObservational Study
In one paragraph

Observational study in JMIR mHealth and uHealth, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing papers in PubMed
5.6field-weighted citation impact, top 4% of its field
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

9 citing papers in PubMed, 20 citations in OpenAlex.

  1. Within- and Between-Person Differences in Activity Factor Structure: Results From an Ecological Momentary Assessment Study.The journals of gerontology. Series B, Psychological sciences and social sciences · 2025
    Article
  2. Experience sampling method studies in physical activity research: the relevance of causal reasoning.The international journal of behavioral nutrition and physical activity · 2025
    Article
  3. Article
  4. Article
  5. Article
  6. Physical activity and cognitive function: moment-to-moment and day-to-day associations.The international journal of behavioral nutrition and physical activity · 2023
    Article
  7. Article
  8. Article
  9. Article
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

9 authors at 4 institutions in 2 countries.

Zvinka Z ZlatarDepartment of Psychiatry, University of California, San Diego, La Jolla, CA, United States.ORCID 0000-0002-8690-6406
Laura M CampbellSan Diego Joint Doctoral Program in Clinical Psychology, San Diego State University/University of California, San Diego, CA, United States.ORCID 0000-0001-9790-1603
Bin TangDepartment of Psychiatry, University of California, San Diego, La Jolla, CA, United States.ORCID 0000-0001-8808-8323
Spenser GabinDepartment of Counseling and Marital and Family Therapy, University of San Diego, San Diego, CA, United States.ORCID 0000-0002-4275-4543
Anne HeatonDepartment of Psychiatry, University of California, San Diego, La Jolla, CA, United States.ORCID 0000-0001-5074-1964
Michael HigginsHerbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, La Jolla, CA, United States.ORCID 0000-0001-9639-3352
Joel SwendsenNational Center for Scientific Research, University of Bordeaux, Bordeaux, France.ORCID 0000-0002-1886-3889
David J MooreDepartment of Psychiatry, University of California, San Diego, La Jolla, CA, United States.ORCID 0000-0001-9699-318X
Raeanne C MooreDepartment of Psychiatry, University of California, San Diego, La Jolla, CA, United States.ORCID 0000-0002-7499-041X
University of California San Diego · USSan Diego State University · USUniversité de Bordeaux · FRUniversity of San Diego · US

Funding

STRUCTURAL NEUROIMAGING COREP30MH062512 · NIMH · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI Jennifer E Iudicello · 2001 to 2026
$50.4M
Detect: A novel device to assess how HIV affects neurocognitive decline and postural instability in older adults at risk for Alzheimer's DiseaseR01AG062387 · NIA · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI MOORE, RAEANNE CRISTINE · 2019 to 2023
$3.9M
Subjective Cognitive Decline and Objective Cognitive Trajectories in Older Hispanics/LatinosR01AG066657 · NIA · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI ZLATAR, ZVINKA ZOE · 2021 to 2025
$3.8M
Real-Time Mobile Assessment of Daily Functioning Among Older HIV-Infected AdultsK23MH107260 · NIMH · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI MOORE, RAEANNE CRISTINE · 2015 to 2018
$927k
A Novel Mobile Health Exercise Intervention in Aging: Brain Perfusion and CognitionK23AG049906 · NIA · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI ZLATAR, ZVINKA ZOE · 2016 to 2022
$888k
Risk and mechanisms of neurocognitive impairment in older HIV-infected HispanicsK23MH105297 · NIMH · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI MARQUINE, MARIA · 2015 to 2018
$694k
Brain Morphology, Inflammation and Episodic Memory Profiles Among Persons Aging with HIVF31AG067869 · NIA · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI CAMPBELL, LAURA MICHELLE · 2020 to 2021
$78k
NIA NIH HHS F31 AG067869NIA NIH HHS K23 AG049906NIA NIH HHS R01 AG062387NIA NIH HHS R01 AG066657NIMH NIH HHS K23 MH105297NIMH NIH HHS K23 MH107260NIMH NIH HHS P30 MH062512
6 · The paper itself

Abstract

backgroundResearch suggests that physical activity (PA) has both acute and chronic beneficial effects on cognitive function in laboratory settings and under supervised conditions. Mobile health technologies make it possible to reliably measure PA and cognition in free-living environments, thus increasing generalizability and reach. Research is needed to determine whether the benefits of PA on cognitive function extend from the laboratory to real-world contexts.

objectiveThis observational study aims to examine the association between daily fluctuations in PA and cognitive performance using mobile health technologies in free-living environments.

methodsA total of 90 adults (mean age 59, SD 6.3 years; 65/90, 72% men) with various comorbidities (eg, cardiovascular risk and HIV) and different levels of baseline cognition (ranging from cognitively normal to impaired) completed ecological momentary cognitive tests (EMCTs) on a smartphone twice daily while wearing an accelerometer to capture PA levels for 14 days. Linear mixed-effects models examined the daily associations of PA with executive function and verbal learning EMCTs. Moderation analyses investigated whether the relationship between daily PA and daily performance on EMCTs changed as a function of baseline cognition, cardiovascular risk, and functional status (independent vs dependent).

resultsDays with greater PA were associated with better (faster) performance on an executive function EMCT after covariate adjustment (estimate -0.013; β=-.16; P=.04). Moderation analyses (estimate 0.048; β=.58; P=.001) indicated that days with greater PA were associated with better (faster) executive function performance in individuals who were functionally dependent (effect size -0.53; P<.001) and not in functionally independent adults (effect size -0.01; P=.91).

conclusionsEMCTs may be a sensitive tool for capturing daily-level PA-related fluctuations in cognitive performance in real-world contexts and could be a promising candidate for tracking cognitive performance in digital health interventions aimed at increasing PA. Further research is needed to determine individual characteristics that may moderate the association between daily PA and EMCT performance in free-living environments.

Indexed as

ExerciseTelemedicineAdultCognitionFemaleHumansMaleMiddle AgedNeuropsychological TestsSmartphoneagingdigital healthecological momentary assessmentexercisemobile cognitionmobile phoneneuropsychologypeople living with HIVsmartphoneswearables

Identifiers

PMID35099402
PMCPMC8845015
OpenAlexW4210753630

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.