SynthesisPLoS medicine2013
The effectiveness of mobile-health technology-based health behaviour change or disease management interventions for health care consumers: a systematic review.
Synthesis in PLoS medicine, 2013. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to 4 registered trials, which are not on this map. Cited by 831 papers, 18 of them syntheses that pooled 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.
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.
Randomized Prospective Trial of a Mobile Health Application for Asthma Self-Management
Using a Theory-based SMS/VM Intervention to Improve Sexual and Reproductive Health of Female Entertainment Workers in Cambodia: Study Protocol of a Randomized Controlled Trial
Testing the Efficacy of the ENCOURAGE App in Decreasing Sedentary Behaviour: A Time Series Quasi-Experimental Study
Evaluation of Lifestyle Education and Events Via Network Text Messages After Acute Coronary Syndrome (Elena Trial)
Who cites it
831 citing papers in PubMed, 18 syntheses or guidelines pooled it.
- Effectiveness of mHealth-Based Gamified Interventions on Physical Activity in Older Adults: Systematic Review.JMIR aging · 2025Pooled it
- Effects of New Media-Based Education on the Treatment of Helicobacter pylori Infection: Systematic Review and Meta-Analysis.Journal of medical Internet research · 2025Pooled it
- Digital tracking, provider decision support systems, and targeted client communication via mobile devices to improve primary health care.The Cochrane database of systematic reviews · 2025Pooled it
- Evaluating phone call follow-ups in Sub-Saharan Africa: A systematic review and meta-analysis.PloS one · 2025Pooled it
- Effect of short message service reminders in improving optimal antenatal care, skilled birth attendance and postnatal care in low-and middle-income countries: a systematic review and meta-analysis.BMC medical informatics and decision making · 2024Pooled it
- Mobile health (m-health) smartphone interventions for adolescents and adults with overweight or obesity.The Cochrane database of systematic reviews · 2024Pooled it
- Effective Behavior Change Techniques in Digital Health Interventions for the Prevention or Management of Noncommunicable Diseases: An Umbrella Review.Annals of behavioral medicine : a publication of the Society of Behavioral Medicine · 2023Pooled it
- The impact of mobile health applications on the outcomes of patients with chronic kidney disease: a systematic review and meta-analysis.Journal of medicine and life · 2023Pooled it
- Mobile phone-based interventions for improving contraception use.The Cochrane database of systematic reviews · 2023Pooled it
- Influencing Factors to mHealth Uptake With Indigenous Populations: Qualitative Systematic Review.JMIR mHealth and uHealth · 2023Pooled it
- The Effectiveness of E-Health Interventions Promoting Physical Activity and Reducing Sedentary Behavior in College Students: A Systematic Review and Meta-Analysis of Randomized Controlled Trials.International journal of environmental research and public health · 2022Pooled it
- Influencing medication taking behaviors using automated two-way digital communication: A narrative synthesis systematic review informed by the Behavior Change Wheel.British journal of health psychology · 2022Pooled it
- Digital Patient Experience: Umbrella Systematic Review.Journal of medical Internet research · 2022Pooled it
- A Systematic Review of Internet-Based Interventions for the Prevention and Self-Management of Cardiovascular Diseases among People of African Descent.International journal of environmental research and public health · 2022Pooled it
- Remote provision of breastfeeding support and education: Systematic review and meta-analysis.Maternal & child nutrition · 2022Pooled it
- Promoting Physical Activity and Weight Loss With mHealth Interventions Among Workers: Systematic Review and Meta-analysis of Randomized Controlled Trials.JMIR mHealth and uHealth · 2022Pooled it
- Physical activity for pediatric cancer survivors: a systematic review of randomized controlled trials.Journal of cancer survivorship : research and practice · 2021Pooled it
- Efficacy of Psychological Interventions Towards the Reduction of High-Risk Sexual Behaviors Among People Living with HIV: A Systematic Review and Meta-analysis, 2010-2020.AIDS and behavior · 2021Pooled it
- Trial
- Economic evaluation of the 'Click & Crunch' online intervention to improve healthy food purchases from Australian primary school canteens: a cost and cost-effectiveness analysis.Public health nutrition · 2026Trial
771 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
8 authors.
Funding
Abstract
backgroundMobile technologies could be a powerful media for providing individual level support to health care consumers. We conducted a systematic review to assess the effectiveness of mobile technology interventions delivered to health care consumers. METHODS AND
findingsWe searched for all controlled trials of mobile technology-based health interventions delivered to health care consumers using MEDLINE, EMBASE, PsycINFO, Global Health, Web of Science, Cochrane Library, UK NHS HTA (Jan 1990-Sept 2010). Two authors extracted data on allocation concealment, allocation sequence, blinding, completeness of follow-up, and measures of effect. We calculated effect estimates and used random effects meta-analysis. We identified 75 trials. Fifty-nine trials investigated the use of mobile technologies to improve disease management and 26 trials investigated their use to change health behaviours. Nearly all trials were conducted in high-income countries. Four trials had a low risk of bias. Two trials of disease management had low risk of bias; in one, antiretroviral (ART) adherence, use of text messages reduced high viral load (>400 copies), with a relative risk (RR) of 0.85 (95% CI 0.72-0.99), but no statistically significant benefit on mortality (RR 0.79 [95% CI 0.47-1.32]). In a second, a PDA based intervention increased scores for perceived self care agency in lung transplant patients. Two trials of health behaviour management had low risk of bias. The pooled effect of text messaging smoking cessation support on biochemically verified smoking cessation was (RR 2.16 [95% CI 1.77-2.62]). Interventions for other conditions showed suggestive benefits in some cases, but the results were not consistent. No evidence of publication bias was demonstrated on visual or statistical examination of the funnel plots for either disease management or health behaviours. To address the limitation of the older search, we also reviewed more recent literature.
conclusionsText messaging interventions increased adherence to ART and smoking cessation and should be considered for inclusion in services. Although there is suggestive evidence of benefit in some other areas, high quality adequately powered trials of optimised interventions are required to evaluate effects on objective outcomes.
Indexed as
Identifiers
What Socratic holds
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 Socratic graph.