ArticleJMIR formative research2022
The Persian Version of the Mobile Application Rating Scale (MARS-Fa): Translation and Validation Study.
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 14 papers, 2 of them syntheses that pooled it.
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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.
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Who cites it
14 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Evaluation of fatty liver disease self-care applications: a systematic review and evaluation of apps using the mobile application rating scale (MARS).BMC gastroenterology · 2026Pooled it
- Content and structural needs assessment for an artificial intelligence education mobile app in healthcare: a mixed methods study.BMC medical education · 2025Pooled it
- Effect of Therapy Reminder Application on Treatment Adherence in Adults with Beta-Thalassemia Major: A Randomized Clinical Trial.Iranian journal of medical sciences · 2025Trial
- SurgeryMate app: developing and evaluating a training app for surgical instruments and operating room equipment.BMC medical education · 2026Article
- Functionality and quality assessment of Iranian nutrition-related apps using the mobile app rating scale.Journal of education and health promotion · 2026Article
- Mobile Apps Designed for Patients With Polycystic Ovary Syndrome: Content Analysis Using the Mobile App Rating Scale.Journal of medical Internet research · 2025Article
- Design and Evaluation of ACAFiB-APP, a clinical decision support system for anticoagulant considerations in patients with atrial fibrillation.BMC cardiovascular disorders · 2025Article
- Evaluating the Quality, Content Accuracy, and User Suitability of mHealth Prenatal Care Apps for Expectant Mothers: Critical Assessment Study.Asian/Pacific Island nursing journal · 2025Article
- The Mobile Applications for Low Back and Neck Pain Therapy: App Review.The archives of bone and joint surgery · 2025Review
- Translation and validation of the traditional Chinese Mobile App Rating Scale (MARS-TW) for evaluating mHealth apps.mHealth · 2025Article
- Development, implementation, and evaluation of an app-based functional social relationships promotion program for cancer patients: A protocol study.Journal of education and health promotion · 2025Article
- Development, implementation, and evaluation of a spiritual health promotion program for mothers of children with acute leukemia based on mobile health: A mixed-methods protocol study.Journal of education and health promotion · 2024Article
- The Most Popular Commercial Weight Management Apps in the Chinese App Store: Analysis of Quality, Features, and Behavior Change Techniques.JMIR mHealth and uHealth · 2023Article
- Utilization of patient portals: a cross-sectional study investigating associations with mobile app quality.BMC medical informatics and decision making · 2023Article
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Authors and funding
6 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundApproximately 110 million Farsi speakers worldwide have access to a growing mobile app market. Despite restrictions and international sanctions, Iran's internal mobile health app market is growing, especially for Android-based apps. However, there is a need for guidelines for developing health apps that meet international quality standards. There are also no tools in Farsi that assess health app quality. Developers and researchers who operate in Farsi could benefit from such quality assessment tools to improve their outputs.
objectiveThis study aims to translate and culturally adapt the Mobile Application Rating Scale in Farsi (MARS-Fa). This study also evaluates the validity and reliability of the newly developed MARS-Fa tool.
methodsWe used a well-established method to translate and back translate the MARS-Fa tool with a group of Iranian and international experts in Health Information Technology and Psychology. The final translated version of the tool was tested on a sample of 92 apps addressing smartphone addiction. Two trained reviewers completed an independent assessment of each app in Farsi and English. We reported reliability and construct validity estimates for the objective scales (engagement, functionality, aesthetics, and information quality). Reliability was based on the evaluation of intraclass correlation coefficients, Cronbach α and Spearman-Brown split-half reliability indicators (for internal consistency), as well as Pearson correlations for test-retest reliability. Construct validity included convergent and discriminant validity (through item-total correlations within the objective scales) and concurrent validity using Pearson correlations between the objective and subjective scores.
resultsAfter completing the translation and cultural adaptation, the MARS-Fa tool was used to assess the selected apps for smartphone addiction. The MARS-Fa total scale showed good interrater reliability (intraclass correlation coefficient=0.83, 95% CI 0.74-0.89) and good internal consistency (Cronbach α=.84); Spearman-Brown split-half reliability for both raters was 0.79 to 0.93. The instrument showed excellent test-retest reliability (r=0.94). The correlations among the MARS-Fa subdomains and the total score were all significant and above r=0.40, suggesting good convergent and discriminant validity. The MARS-Fa was positively and significantly correlated with subjective quality (r=0.90, P<.001), and so were the objective subdomains of engagement (r=0.85, P<.001), information quality (r=0.80, P<.001), aesthetics (r=0.79, P<.001), and functionality (r=0.57, P<.001), indicating concurrent validity.
conclusionsThe MARS-Fa is a reliable and valid instrument to assess mobile health apps. This instrument could be adopted by Farsi-speaking researchers and developers who want to evaluate the quality of mobile apps. While we tested the tool with a sample of apps addressing smartphone addiction, the MARS-Fa could assess other domains or issues since the Mobile App Rating Scale has been used to rate apps in different contexts and languages.
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