Evidence map›Paper›PMID 35731563›Full record

ArticleJMIR formative research2022

Predictors of Disengagement and Symptom Improvement Among Adults With Depression Enrolled in Talkspace, a Technology-Mediated Psychotherapy Platform: Naturalistic Observational Study.

Doyanne Darnell, Michael D Pullmann, Thomas D Hull, Shiyu Chen, Patricia Areán

Abstract read
In one paragraph

Article in JMIR formative research, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
10citing papers in PubMed, 1 pooled it
–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

10 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Trial
  3. Article
  4. Engagement and Outcomes Associated With Message-Based Psychotherapy Among Older and Younger Adults.The American journal of geriatric psychiatry : official journal of the American Association for Geriatric Psychiatry · 2026
    Article
  5. Article
  6. Observational
  7. Article
  8. Article
  9. Article
  10. 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

5 authors.

Doyanne DarnellDepartment of Psychiatry & Behavioral Sciences, University of Washington, Seattle, WA, United States.ORCID https://orcid.org/0000-0002-0309-8774
Michael D PullmannDepartment of Psychiatry & Behavioral Sciences, University of Washington, Seattle, WA, United States.ORCID https://orcid.org/0000-0001-8404-864X
Thomas D HullTalkspace, Seattle, WA, United States.ORCID https://orcid.org/0000-0001-8275-6765
Shiyu ChenDepartment of Psychiatry & Behavioral Sciences, University of Washington, Seattle, WA, United States.ORCID https://orcid.org/0000-0003-2902-0403
Patricia AreánDepartment of Psychiatry & Behavioral Sciences, University of Washington, Seattle, WA, United States.ORCID https://orcid.org/0000-0001-5971-6319

Funding

UW ALACRITY Center for Psychosocial Interventions ResearchP50MH115837 · NIMH · UNIVERSITY OF WASHINGTON · PI Aaron Robert Lyon, Sean Munson · 2018 to 2026
$18.2M
Message-based psychotherapy and digital treatment sequences for depressionR44MH124334 · NIMH · TALKSPACE LLC · PI PADMANABHAN, AARTHI · 2020 to 2023
$3.9M
Technologic Innovation to Enhance the Scalability and Sustainability of Trauma Center Provider Training in Suicide Safety PlanningK23MH118361 · NIMH · UNIVERSITY OF WASHINGTON · PI DARNELL, DOYANNE ASPEN · 2019 to 2022
$599k
NIMH NIH HHS K23 MH118361NIMH NIH HHS P50 MH115837NIMH NIH HHS R44 MH124334
6 · The paper itself

Abstract

backgroundDepression is a common psychiatric condition with an estimated lifetime prevalence for major depression of 16.6% in the US adult population and is effectively treated through psychotherapy. The widespread availability of the internet and personal devices such as smartphones are changing the landscape of delivery of psychotherapy; however, little is known about whether and for whom this type of therapy is beneficial, and whether having synchronous video-based sessions provides additional benefits to clients above and beyond messaging-based therapy.

objectiveThis study examined the outcomes associated with the use of a digital platform (Talkspace) for technology-mediated psychotherapy. We examined the duration of client engagement in therapy and client depression score trajectories over 16 weeks. We explored the association of client characteristics, therapist characteristics, and service plan type with time-to-disengagement and trajectories of change in depression scores.

methodsThis naturalistic observational study assessed data collected routinely by the platform between January 2016 and January 2018 and examined psychotherapy outcomes among a large representative sample of adult clients with clinically significant depression. Treatment disengagement was defined as a lack of client-initiated communication for more than 4 weeks. Clients completed the Patient Health Questionnaire-8 item (PHQ-8) at intake and every 3 weeks via an in-app survey. Cox regression analysis was used to examine the time until and predictors of disengagement. Changes in depression scores and predictors of change over time were examined using mixed-effects regression.

resultsThe study included 5890 clients and 1271 therapists. Client scores on the PHQ-8 declined over time, with the average client improving from a score of 15 to below the clinical cutoff of 10 by week 6. At the same time point, 37% of clients had disengaged from the therapy. When combined into a final Cox regression model, those who were more likely to disengage were clients aged 18 to 25 years versus those aged ≥50 years (odds ratio [OR] 0.82, 95% CI 0.74-0.9; P<.001), had higher education (OR 1.14, 95% CI 1.06-1.22; P<.001), had been in therapy before (OR 1.09, 95% CI 1.02-1.17; P=.01), and were living with a partner but unmarried versus single (OR 1.14, 95% CI 1.02-1.27; P=.02). Having a therapist with >10 years of experience was related to lower odds of disengagement (OR 0.87, 95% CI 0.8-0.94; P=.01). When combined into a final regression model predicting improvement in depression scores over time, clients showing more improvement were those with an associate's degree or higher (linear estimate=-0.07, P=.002) and higher intake PHQ-8 scores (estimate=3.73, P<.001). There were no differences based on the plan type.

conclusionsOur findings add to the growing literature showing the benefits of technology-mediated psychotherapy over a relatively brief period (16 weeks).

Indexed as

depressiondisengagementinternetpsychotherapytechnology-mediated psychotherapyweb-based

Identifiers

PMID35731563
PMCPMC9260528

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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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.