Evidence map›Paper›PMID 41646002›Full record

SynthesisThe International journal of eating disorders2026

Patterns of Uptake, Engagement, and Attrition in Randomized Controlled Trials of Digital Interventions for Eating Disorders: A Systematic Review and Meta-Analysis.

Claudia Liu, Cleo Anderson, Mariel Messer, Zoe McClure, Jake Linardon

Abstract readSystematic ReviewMeta-Analysis
In one paragraph

Synthesis in The International journal of eating disorders, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

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

  1. Pooled it
  2. Article
  3. 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.

Claudia LiuSchool of Psychology, Faculty of Health, Deakin University, Geelong, Victoria, Australia.ORCID https://orcid.org/0000-0003-1359-2394
Cleo AndersonSchool of Psychology, Faculty of Health, Deakin University, Geelong, Victoria, Australia.ORCID https://orcid.org/0000-0002-1203-5492
Mariel MesserSchool of Psychology, Faculty of Health, Deakin University, Geelong, Victoria, Australia.ORCID https://orcid.org/0000-0002-7186-7264
Zoe McClureSchool of Psychology, Faculty of Health, Deakin University, Geelong, Victoria, Australia.ORCID https://orcid.org/0000-0003-3926-8058
Jake LinardonSchool of Psychology, Faculty of Health, Deakin University, Geelong, Victoria, Australia.ORCID https://orcid.org/0000-0003-4475-7139

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectiveThis review aimed to quantify rates of uptake (treatment initiation), adherence (program completion), and attrition (study dropout) in randomized trials of digital eating disorder (ED) interventions, and to synthesize engagement reporting practices, their consistency, and associations with clinical outcomes.

methodsRandomized trials of digital interventions (web, app, computerized, chatbots, etc.) delivered to people with diagnostic, subthreshold, or self-reported EDs were included. Random-effects meta-analyses were conducted to compute absolute rates of uptake, adherence, and attrition, while a narrative synthesis summarized engagement patterns and reporting.

resultsForty-eight trials were included. The weighted mean uptake rate from 44 intervention conditions was 89.7% (95% PI = 67.0-97.0) and the weighted mean adherence rate from 14 intervention conditions was 41.8% (95% PI = 0.9-83.3). These estimates remained similar in a series of sensitivity analyses that adjusted for biases, outliers, and when limiting to specific clinical population groups. The weighted trial attrition rate was 23.3% (95% PI = 0.8-54.4); for intervention arms specificially it was 29.7% (95% PI = 9.7-62.3) and for waitlist arms it was 18.7% (95% PI = 4.6-52.3). Attrition was lower in trials that had human-participant interaction, offered therapeutic guidance, provided monetary reimbursement, tested a web/computer program (compared to a smartphone application), and had a longer follow-up (> 6 weeks). Reporting of engagement was inconsistent and heterogeneous, with nearly 90 different metrics recorded across trials. There was some evidence linking sustained user engagement to greater clinical benefit.

conclusionFindings offer practical benchmarks to inform future trial planning and highlight design elements that could be leveraged to enhance user engagement and retention.

Indexed as

Feeding and Eating DisordersPatient ComplianceRandomized Controlled Trials as TopicDigital HealthDigital MediaHumansPatient Dropoutsdigital healthdropouteating disordersengagementmeta‐analysisrandomized controlled trialsystematic review

Identifiers

PMID41646002
PMCPMC13147142

What OpenQuestion holds

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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.