Evidence map›Paper›PMID 37976097›Full record

ArticleJMIR formative research2023

Behavioral Mechanisms That Mediate Mental and Physical Health Improvements in People With Chronic Pain Who Receive a Digital Health Intervention: Prospective Cohort Pilot Study.

Abby L Cheng, Mansi Agarwal, Melissa A Armbrecht, Joanna Abraham, Ryan P Calfee, Charles W Goss

Registry-linked trialOpen access · goldAbstract read
In one paragraph

Article in JMIR formative research, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT05194722 (Optimizing Implementation of Mental Health Intervention Within Orthopedic Care), which is not on this map. Cited by 7 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
7citing papers in PubMed, 1 pooled it
1.8field-weighted citation impact, top 14% 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.

NCT05194722 nacompletednot on this map

Optimizing Implementation of Mental Health Intervention Within Orthopedic Care

TypeinterventionalSponsorWashington University School of MedicineRan2022 to 2022Enrolled30ConditionsAnxiety, Depression, Back Pain, Neck PainArmsWysa mobile app
3 · Its place in the literature

Who cites it

7 citing papers in PubMed, 1 synthesis or guideline pooled it, 9 citations in OpenAlex.

  1. Pooled it
  2. Article
  3. Article
  4. Article
  5. Conversational Agents to Support Pain Management: A Scoping Review.European journal of pain (London, England) · 2025
    Article
  6. Article
  7. 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

6 authors at 1 institution in 1 country.

Abby L ChengDivision of Physical Medicine and Rehabilitation, Department of Orthopaedic Surgery, Washington University School of Medicine, St Louis, MO, United States.ORCID https://orcid.org/0000-0002-8166-0806
Mansi AgarwalInstitute for Informatics, Data Science and Biostatistics, Washington University School of Medicine, St Louis, MO, United States.ORCID https://orcid.org/0000-0002-0367-7733
Melissa A ArmbrechtDivision of Physical Medicine and Rehabilitation, Department of Orthopaedic Surgery, Washington University School of Medicine, St Louis, MO, United States.ORCID https://orcid.org/0000-0003-0839-3489
Joanna AbrahamDepartment of Anesthesiology and Institute for Informatics, Washington University School of Medicine, St Louis, MO, United States.ORCID https://orcid.org/0000-0002-3576-5279
Ryan P CalfeeDivision of Hand and Wrist, Department of Orthopaedic Surgery, Washington University School of Medicine, St Louis, MO, United States.ORCID https://orcid.org/0000-0001-9423-5721
Charles W GossInstitute for Informatics, Data Science and Biostatistics, Washington University School of Medicine, St Louis, MO, United States.ORCID https://orcid.org/0000-0003-2682-7316
Washington University in St. Louis · US

Funding

Washington University Center for Cellular ImagingP30CA091842 · NCI · WASHINGTON UNIVERSITY · PI TIMOTHY J. EBERLEIN · 2001 to 2026
$128.0M
WU INSTITUTE OF CLINICAL AND TRANSLATIONAL SCIENCESUL1TR002345 · NCATS · WASHINGTON UNIVERSITY · PI William G. Powderly · 2017 to 2026
$97.8M
PHARMacist and Community Health Support to Optimize Medications After Trauma Surgery (PHARM-C)P50MH122351 · NIMH · WASHINGTON UNIVERSITY · PI Joanna Abraham · 2021 to 2026
$10.8M
Predicting patient-reported outcomes in patients with pre-arthritic hip disordersK23AR074520 · NIAMS · WASHINGTON UNIVERSITY · PI CHENG, ABBY LING-LEE · 2019 to 2023
$881k
NCATS NIH HHS UL1 TR002345NCI NIH HHS P30 CA091842NIAMS NIH HHS K23 AR074520NIMH NIH HHS P50 MH122351
6 · The paper itself

Abstract

backgroundPreliminary evidence suggests that digital mental health intervention (Wysa for Chronic Pain) can improve mental and physical health in people with chronic musculoskeletal pain and coexisting symptoms of depression or anxiety. However, the behavioral mechanisms through which this intervention acts are not fully understood.

objectiveThe purpose of this study was to identify behavioral mechanisms that may mediate changes in mental and physical health associated with use of Wysa for Chronic Pain during orthopedic management of chronic musculoskeletal pain. We hypothesized that improved behavioral activation, pain acceptance, and sleep quality mediate improvements in self-reported mental and physical health.

methodsIn this prospective cohort, pilot mediation analysis, adults with chronic (≥3 months) neck or back pain received the Wysa for Chronic Pain digital intervention, which uses a conversational agent and text-based access to human counselors to deliver cognitive behavioral therapy and related therapeutic content. Patient-reported outcomes and proposed mediators were collected at baseline and 1 month. The exposure of interest was participants' engagement (ie, total interactions) with the digital intervention. Proposed mediators were assessed using the Behavioral Activation for Depression Scale-Short Form, Chronic Pain Acceptance Questionnaire, and Athens Insomnia Scale. Outcomes included Patient-Reported Outcomes Measurement Information System Anxiety, Depression, Pain Interference, and Physical Function scores. A mediation analysis was conducted using the Baron and Kenny method, adjusting for age, sex, and baseline mediators and outcome values. P<.20 was considered significant for this pilot study.

resultsAmong 30 patients (mean age 59, SD 14, years; 21 [70%] female), the mediation effect of behavioral activation on the relationship between increased intervention engagement and improved anxiety symptoms met predefined statistical significance thresholds (indirect effect -0.4, 80% CI -0.7 to -0.1; P=.13, 45% of the total effect). The direction of mediation effect was generally consistent with our hypothesis for all other proposed mediator or outcome relationships, as well.

conclusionsIn a full-sized randomized controlled trial of patients with chronic musculoskeletal pain, behavioral activation, pain acceptance, and sleep quality may play an important role in mediating the relationship between use of a digital mental health intervention (Wysa for Chronic Pain) and improved mental and physical health.

trial registrationClinicalTrials.gov NCT05194722; https://clinicaltrials.gov/ct2/show/NCT05194722.

Indexed as

anxietybehavioral activationbehavioral mechanismchronic musculoskeletal painchronic paindepressiondigital health interventiondigital mental health interventionmediation analysismobile phonepain acceptancepain interferencephysical functionsleep quality

Identifiers

PMID37976097
PMCPMC10692879
OpenAlexW4388788550

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

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.