Evidence map›Paper›PMID 37866736›Full record

ArticleJournal of affective disorders2024

Small Steps over time: A longitudinal usability test of an automated interactive text messaging intervention to support self-management of depression and anxiety symptoms.

Jonah Meyerhoff, Miranda Beltzer, Sarah Popowski, Chris J Karr, Theresa Nguyen, Joseph J Williams, Charles J Krause, Harsh Kumar, Ananya Bhattacharjee, David C Mohr and 1 more

Open access · greenAbstract read
In one paragraph

Article in Journal of affective disorders, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing papers in PubMed
2.0field-weighted citation impact, top 12% 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

7 citing papers in PubMed, 10 citations in OpenAlex.

  1. Framing Helper Therapy to Support User Engagement: Causal Evidence from a Public Deployment of a Mental Health Support Text Messaging Program.Proceedings of the SIGCHI conference on human factors in computing systems. CHI Conference · 2026
    Article
  2. Investigating the Role of Situational Disruptors in Engagement with Digital Mental Health Tools.CSCW : proceedings of the Conference on Computer-Supported Cooperative Work. Conference on Computer-Supported Cooperative Work · 2025
    Article
  3. Article
  4. Article
  5. Article
  6. DIS. Designing Interactive Systems (Conference) · 2025
    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

11 authors at 4 institutions in 2 countries.

Jonah MeyerhoffCenter for Behavioral Intervention Technologies, Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, 750 N Lake Shore Drive, 10th Floor, Chicago, IL 60611, United States of America. Electronic address: jonah.meyerhoff@northwestern.edu.
Miranda BeltzerCenter for Behavioral Intervention Technologies, Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, 750 N Lake Shore Drive, 10th Floor, Chicago, IL 60611, United States of America.
Sarah PopowskiCenter for Behavioral Intervention Technologies, Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, 750 N Lake Shore Drive, 10th Floor, Chicago, IL 60611, United States of America.
Chris J KarrAudacious Software, 3900 N. Fremont St., Unit B, Chicago, IL 60613, United States of America.
Theresa NguyenMental Health America, 500 Montgomery Street, Suite 820, Alexandria, VA 22314, United States of America.
Joseph J WilliamsDepartment of Computer Science, University of Toronto, 40 St. George Street, Toronto, ON M5S 2E4, Canada.
Charles J KrauseCenter for Behavioral Intervention Technologies, Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, 750 N Lake Shore Drive, 10th Floor, Chicago, IL 60611, United States of America.
Harsh KumarDepartment of Computer Science, University of Toronto, 40 St. George Street, Toronto, ON M5S 2E4, Canada.
Ananya BhattacharjeeDepartment of Computer Science, University of Toronto, 40 St. George Street, Toronto, ON M5S 2E4, Canada.
David C MohrCenter for Behavioral Intervention Technologies, Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, 750 N Lake Shore Drive, 10th Floor, Chicago, IL 60611, United States of America.
Rachel KornfieldCenter for Behavioral Intervention Technologies, Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, 750 N Lake Shore Drive, 10th Floor, Chicago, IL 60611, United States of America.
Behavioral Tech · USNorthwestern University · USUniversity of Toronto · CAMental Health America · US

Funding

Technology Enabled Services for Coordinated Care of Depression in Healthcare SettingsP50MH119029 · NIMH · NORTHWESTERN UNIVERSITY AT CHICAGO · PI Rachel Kornfield · 2020 to 2026
$10.7M
Multidisciplinary Training Program in Digital Mental HealthT32MH115882 · NIMH · NORTHWESTERN UNIVERSITY AT CHICAGO · PI Darren Gergle, DAVID CURTIS MOHR · 2018 to 2026
$2.4M
mHealth for suicide prevention: Design, development, and feasibility of a scalable SMS-based safety planning interventionK08MH128640 · NIMH · NORTHWESTERN UNIVERSITY AT CHICAGO · PI Jonah Meyerhoff · 2022 to 2026
$1.0M
Adaptive Messaging to Support Depression Self-ManagementK01MH125172 · NIMH · NORTHWESTERN UNIVERSITY AT CHICAGO · PI KORNFIELD, RACHEL · 2021 to 2025
$865k
Digital Mental Health Service for Non-Treatment Seeking Young AdultsR34MH124960 · NIMH · NORTHWESTERN UNIVERSITY AT CHICAGO · PI MEYERHOFF, JONAH, MOHR, DAVID CURTIS · 2021 to 2023
$641k
NIMH NIH HHS K01 MH125172NIMH NIH HHS K08 MH128640NIMH NIH HHS P50 MH119029NIMH NIH HHS R34 MH124960NIMH NIH HHS T32 MH115882
6 · The paper itself

Abstract

backgroundDigital mental health interventions (DMHIs) offer potential solutions for addressing mental health care gaps, but often suffer from low engagement. Text messaging is one promising medium for increasing access and sustaining user engagement with DMHIs. This paper examines the Small Steps SMS program, an 8-week, automated, adaptive text message-based intervention for depression and anxiety.

methodsWe conducted an 8-week longitudinal usability test of the Small Steps SMS program, recruiting 20 participants who met criteria for major depressive disorder and/or generalized anxiety disorder. Participants used the automated intervention for 8 weeks and completed symptom severity and usability self-report surveys after 4 and 8 weeks of intervention use. Participants also completed individual interviews to provide feedback on the intervention.

resultsParticipants responded to automated messages on 70 % of study days and with 85 % of participants sending responses to messages in the 8th week of use. Usability surpassed established cutoffs for software that is considered acceptable. Depression symptom severity decreased significantly over the usability test, but reductions in anxiety symptoms were not significant. Participants noted key areas for improvement including addressing message volume, aligning message scheduling to individuals' availability, and increasing the customizability of content. LIMITATIONS: This study does not contain a control group.

conclusionsAn 8-week automated interactive text messaging intervention, Small Steps SMS, demonstrates promise with regard to being a feasible, usable, and engaging method to deliver daily mental health support to individuals with symptoms of anxiety and depression.

Indexed as

Major Depressive DisorderSelf-ManagementText MessagingAnxietyDepressionHumansDigital mental healthIntervention developmentSelf-managementTechnologyUser centered design

Identifiers

PMID37866736
PMCPMC10841983
OpenAlexW4387827316

What OpenQuestion holds

Textmetadata
LicenceTDM
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.