Impact of a Social Media Derived Digital Self Management Platform on Population Level Irritable Bowel Syndrome Emergency Utilization: A Controlled Interrupted Time Series Analysis Using South Korean National Health Insurance Data
Park, J.-H.; Lim, A.
Show abstract
BackgroundIrritable bowel syndrome (IBS) contributes disproportionately to gastrointestinal-related emergency department (ED) utilization in South Korea, yet evidence on population-level interventions informed by patient-generated digital discourse remains limited. Recent social media analyses have identified dominant thematic concerns among IBS patients, including dietary triggers, symptom management, psychosocial burden, and information-seeking, suggesting actionable targets for digital self-management tools. ObjectiveTo evaluate the population-level impact of the Jang Geongang (, "Gut Health") digital self-management platform, whose content architecture was informed by topic modeling of IBS-related social media discourse, on IBS-attributed ED visits and unplanned hospitalizations, using a controlled interrupted time series (CITS) design. MethodsWe analyzed monthly aggregate claims data from South Koreas National Health Insurance Service (NHIS) spanning January 2018 to December 2024 (84 monthly observations). The Jang Geongang platform was launched in four pilot metropolitan areas (Seoul, Incheon, Daejeon, Gwangju) in July 2021, with eight non-pilot metropolitan areas serving as concurrent controls. Segmented regression with Newey-West heteroskedasticity and autocorrelation consistent (HAC) standard errors was used to estimate changes in level and trend of IBS-attributed ED visits per 100,000 insured population. Sensitivity analyses included autoregressive integrated moving average (ARIMA) transfer function models, varying pre-intervention windows, and leave-one-out control exclusion. ResultsThe CITS model estimated an immediate level change of -3.42 IBS-attributed ED visits per 100,000 (95% CI: -5.18 to -1.66, p < 0.001) following platform launch, and a change in monthly trend of -0.19 visits per 100,000 per month (95% CI: -0.31 to -0.07, p = 0.003), compared to control areas. By December 2024, the cumulative estimated reduction was 10.5 ED visits per 100,000 (23.8% relative reduction). Effects were concentrated in younger adults (19-39 years; level change: -5.14, p < 0.001) and IBS-D subtype visits (level change: -4.87, p < 0.001). ARIMA transfer function models corroborated these findings (immediate impact: -3.28, p = 0.001). Unplanned hospitalizations showed a smaller but significant reduction (level change: -0.84 per 100,000, p = 0.018). ConclusionsA digital self-management platform designed using social media derived IBS patient discourse insights was associated with sustained population-level reductions in IBS-attributed emergency utilization. Controlled interrupted time series analysis provides robust evidence for the public health impact of translating social media analytics into scalable digital health interventions.
Matching journals
The top 2 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Using a Multilingual AI Care Agent to Reduce Disparities in Colorectal Cancer Screening: Higher FIT Test Adoption Among Spanish-Speaking Patients 91%
- Multimodal Recruitment for an Internet-Based Pilot Study of Ovulation and Menstruation (OM) Health 90%
- Has the pandemic enhanced and sustained digital health-seeking behaviour? A big data interrupted time-series analysis of Google Trends 90%
Similar papers in this journal
- Suitability of just-in-time adaptive intervention in post-COVID-19-related symptoms: A systematic scoping review 91%
- Sociodemographically Differential Patterns of Chronic Pain Progression Revealed by Analyzing the All of Us Research Program Data 91%
- Artificial Intelligence Model for Analyzing Colonic Endoscopy Images to Detect Changes Associated with Irritable Bowel Syndrome 90%
Similar papers in this journal
- Study protocol for the Innovative Support for Patients with SARS-COV-2 Infections Registry (INSPIRE): a longitudinal study of the medium and long-term sequelae of SARS-CoV-2 infection 92%
- Effects of a spore-forming probiotic blend on bowel habits and physical well-being in adults with functional constipation: a randomized, double-blind, placebo-controlled trial 92%
- Impacts of COVID-19 on long-term health and health care use 91%
Similar papers in this journal
Similar papers in this journal
- Digital applications to support self-management of multimorbidity: A scoping review 90%
- Predicting nutrition and environmental factors associated with female reproductive disorders using a knowledge graph and random forests 89%
- Machine Learning Directed Interventions Associate with Decreased Hospitalization Rates in Hemodialysis Patients 88%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.