ArticleJMIR mHealth and uHealth2019
Assessing Mobile Phone Digital Literacy and Engagement in User-Centered Design in a Diverse, Safety-Net Population: Mixed Methods Study.
Article in JMIR mHealth and uHealth, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to 2 registered trials, which are not on this map. Cited by 66 papers, 4 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.
Improving Diabetes and Depression Self-management Via Adaptive Mobile Messaging
SUPERA: Supporting Peer Interactions to Expand Access to Digital Cognitive Behavioral Therapy for Spanish-speaking Safety-Net Patients in Primary Care
Who cites it
66 citing papers in PubMed, 4 syntheses or guidelines pooled it.
- Real-World Performance Measurement of Patient-Centered Clinical Decision Support Tools: Qualitative Study.JMIR formative research · 2026Pooled it
- Digital Interventions on Healthy Lifestyle Management: Systematic Review.Journal of medical Internet research · 2021Pooled it
- Effectiveness of Disease-Specific mHealth Apps in Patients With Diabetes Mellitus: Scoping Review.JMIR mHealth and uHealth · 2021Pooled it
- Usability Evaluations of Mobile Mental Health Technologies: Systematic Review.Journal of medical Internet research · 2020Pooled it
- In-person or tele-orthopaedic care? A mixed-methods study exploring parents' perspectives on the advantages and challenges of both approaches care for children with cerebral palsy.BMC health services research · 2026Trial
- Patient Interaction Phenotypes With an Automated Remote Hypertension Monitoring Program and Their Association With Blood Pressure Control: Observational Study.Journal of medical Internet research · 2020Trial
- Assessment of Technology Usage and Literacy From a Patient Tech Testing Panel in an Adult Primary Care Practice: Cross-Sectional Study.JMIR formative research · 2026Article
- Centering Equity During Health Technology Innovation: Scoping Review of Methods and Research Adjustments to Promote Inclusive Coproduction.Journal of medical Internet research · 2026Article
- Article
- Consensus recommendations for usability and acceptability of mobile health autism screening tools.Autism : the international journal of research and practice · 2025Article
- Editorial: The Role of Telemedicine in Transforming Healthcare Delivery-Capabilities and Barriers.Healthcare (Basel, Switzerland) · 2025Article
- Telemedicine-Based Virtual Stone Clinics for Renal Colic: Cost-Benefit Insights and Adoption Barriers.Cureus · 2025Review
- Changes in the Use of Telephone Follow-ups among Patients with Urologic Malignancies in Japan.Annals of clinical epidemiology · 2025Article
- Digital Biomarkers and AI for Remote Monitoring of Fatigue Progression in Neurological Disorders: Bridging Mechanisms to Clinical Applications.Brain sciences · 2025Article
- Participant Evaluation of Blockchain-Enhanced Women's Health Research Apps: Mixed Methods Experimental Study.JMIR mHealth and uHealth · 2025Article
- Article
- Telehealth for Integrated Cardiovascular and Diabetes Management: A Scoping Review.Journal of diabetes research · 2025Article
- Evaluation of the impact of a digital care navigator on increasing patient registration with digital mental health interventions in routine care.Internet interventions · 2024Article
- Article
- Evaluating the Implementation and Clinical Effectiveness of an Innovative Digital First Care Model for Behavioral Health Using the RE-AIM Framework: Quantitative Evaluation.Journal of medical Internet research · 2024Article
6 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
6 authors.
Funding
Abstract
backgroundHealth care systems are rapidly deploying digital tools for disease management; however, few studies have evaluated their usability by vulnerable populations. To understand the barriers to app usage among vulnerable populations, we employed user-centered design (UCD) methods in the development of a new text messaging app.
objectiveThe study aimed to describe variations in patients' engagement in the app design process, focusing on limited health literacy (LHL), limited English proficiency (LEP), and limited digital literacy (LDL).
methodsWe conducted 20 in-depth semistructured interviews with primary care patients at a public health care system, used open-ended discussions and card sorting tasks to seek input about mobile phones and text messaging, and used open coding to categorize the patterns of mobile phone usage and to evaluate engagement in the card sorting process. We examined qualitative differences in engagement by examining the extensiveness of participant feedback on existing and novel text messaging content and calculated the proportion of patients providing extensive feedback on existing and novel content, overall and by health literacy, English proficiency, and digital literacy.
resultsThe average age of the 20 participants was 59 (SD 8) years; 13 (65%) were female, 18 (90%) were nonwhite, 16 (80%) had LHL, and 13 (65%) had LEP. All had depression, and 14 (70%) had diabetes. Most participants had smartphones (18/20, 90%) and regularly used text messaging (15/20, 75%), but 14 (70%) of them reported having difficulty texting because of inability to type, physical disability, and low literacy. We identified 10 participants as specifically having LDL; 7 of these participants had LEP, and all 10 had LHL. Half of the participants required a modification of the card sorting activity owing to not understanding it or not being able to read the cards in the allotted time. The proportion of participants who gave extensive feedback on existing content was lower in participants with limited versus adequate English proficiency (4/13, 30% vs 5/7, 71%), limited versus adequate health literacy (7/16, 44% vs 3/4, 75%), and limited versus adequate digital literacy (4/10, 40% vs 6/10, 60%); none of these differences were statistically significant. When examining the proportion of patients who gave extensive feedback for novel messaging content, those with LHL were less engaged than those with adequate health literacy (8/16, 50% vs 4/4, 100%); there were no statistical differences by any subgroup.
conclusionsDespite widespread mobile phone use, digital literacy barriers are common among vulnerable populations. Engagement in the card sorting activity varied among participants and appeared to be lower among those with LHL, LEP, and LDL. Researchers employing traditional UCD methods should routinely measure these communication domains among their end-user samples. Future work is needed to replicate our findings in larger samples, but augmentation of card sorting with direct observation and audiovisual cues may be more productive in eliciting feedback for those with communication barriers.
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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 OpenQuestion graph.