Digital Health

Article	Citations
The role of eHealth, telehealth, and telemedicine for chronic disease patients during COVID-19 pandemic: A rapid systematic review	64
COVID-19 infodemic and digital health literacy in vulnerable populations: A scoping review	56
The NICE Evidence Standards Framework for digital health and care technologies – Developing and maintaining an innovative evidence framework with global impact	45
Attitudes and perception of artificial intelligence in healthcare: A cross-sectional survey among patients	40
Digital twin in healthcare: Recent updates and challenges	36
There's an app for that, but nobody's using it: Insights on improving patient access and adherence to digital therapeutics in Germany	29
The role of age and digital competence on the use of online health and social care services: A cross-sectional population-based survey	29
“I am chatbot, your virtual mental health adviser.” What drives citizens’ satisfaction and continuance intention toward mental health chatbots during the COVID-19 pandemic? An empirical study in China	29
Health chatbots acceptability moderated by perceived stigma and severity: A cross-sectional survey	27
Review of the role of big data and digital technologies in controlling COVID-19 in Asia: Public health interest vs. privacy	24
Digital health for quality healthcare: A systematic mapping of review studies	23
Qualitative exploration of digital chatbot use in medical education: A pilot study	22
Challenges in the development of digital public health interventions and mapped solutions: Findings from a scoping review	22
Artificial intelligence in healthcare: Complementing, not replacing, doctors and healthcare providers	22
Classification of cardiac arrhythmia using a convolutional neural network and bi-directional long short-term memory	21
Long Covid: Online patient narratives, public health communication and vaccine hesitancy	20
Re-focusing explainability in medicine	20
Acceptance and use of telemedicine technology by health professionals: Development of a conceptual model	19
Virtual reality as a tool to promote wellbeing in the workplace	18
Type-II fuzzy approach with explainable artificial intelligence for nature-based leisure travel destination selection amid the COVID-19 pandemic	18
Virtual and augmented reality applications to improve older adults’ quality of life: A systematic mapping review and future directions	18
Evaluating the sustainability of smart technology applications in healthcare after the COVID-19 pandemic: A hybridising subjective and objective fuzzy group decision-making approach with explainable a	18
Predicting therapy outcome in a digital mental health intervention for depression and anxiety: A machine learning approach	17
Motivate me to exercise with you: The effects of social media fitness influencers on users’ intentions to engage in physical activity and the role of user gender	17
Medical artificial intelligence ethics: A systematic review of empirical studies	16

Telehealth adoption during the COVID-19 pandemic: A social media textual and network analysis	15
Exploring healthcare professionals’ perceptions of artificial intelligence: Validating a questionnaire using the e-Delphi method	15
A framework for examining patient attitudes regarding applications of artificial intelligence in healthcare	15
Diagnostic digital pathology implementation: Learning from the digital health experience	15
The use of social media as a tool for stakeholder engagement in health service design and quality improvement: A scoping review	15
Patients’ acceptance of video consultations in the mental health services: A systematic review and synthesis of qualitative research	14
The importance of social media users’ responses in tackling digital COVID-19 misinformation in Africa	14
A computer-aided diagnostic framework for coronavirus diagnosis using texture-based radiomics images	14
Public patient views of artificial intelligence in healthcare: A nominal group technique study	14
A scoping review of feasibility, cost, access to rehabilitation services and implementation of telerehabilitation: Implications for low- and middle-income countries	14
A ubiquitous healthcare system of 3D printing facilities for making dentures: Application of type-II fuzzy logic	13
Virtual Care Access and Health Equity during the COVID-19 Pandemic, a qualitative study of patients with chronic diseases from Canada	13
An artificial intelligence-based chatbot for prostate cancer education: Design and patient evaluation study	13
Factors associated with eHealth literacy focusing on digital literacy components: A cross-sectional study of middle-aged adults in South Korea	13
A mobile phone-based multimedia intervention to support maternal health is acceptable and feasible among illiterate pregnant women in Uganda: Qualitative findings from a pilot randomized controlled tr	13
An intelligent system for assisting personalized COVID-19 vaccination location selection: Taiwan as an example	13
The Environmental Impacts of Digital Health	13
Exploring healthcare professionals’ perceptions of artificial intelligence: Piloting the Shinners Artificial Intelligence Perception tool	13
To chat or bot to chat: Ethical issues with using chatbots in mental health	12
Digital tools to support the maintenance of physical activity in people with long-term conditions: A scoping review	12
Telemedicine and artificial intelligence to support self-isolation of COVID-19 patients: Recent updates and challenges	12
Indoor positioning systems in hospitals: A scoping review	12
Artificial intelligence and medical education: A global mixed-methods study of medical students’ perspectives	12
Co-designing a digital companion with people living with Parkinson's to support self-care in a personalized way: The eCARE-PD Study	12
The digital rainbow: Digital determinants of health inequities	11
The use of eHealth interventions among persons experiencing homelessness: A systematic review	11
Artificial intelligence healthcare service resources adoption by medical institutions based on TOE framework	11
Incorporating telehealth into health service psychology training: A mixed-method study of student perspectives	11
Technology-supported strategies for promoting user engagement with digital mental health interventions: A systematic review	11
Developing a digital health strategy for people who use drugs: Lessons from COVID-19	10
A process for reviewing mental health apps: Using the One Mind PsyberGuide Credibility Rating System	10
Phishing simulation exercise in a large hospital: A case study	10
Association between online health information-seeking and medication adherence: A systematic review and meta-analysis	10
Sensationalist social media usage by doctors and dentists during Covid-19	10
A deep learning-based diagnostic tool for identifying various diseases via facial images	10
Acceptability of wearable devices for measuring mobility remotely: Observations from the Mobilise-D technical validation study	10
Time to act mature—Gearing eHealth evaluations towards technology readiness levels	9
Using self-monitoring technology for nutritional counseling and weight management	9
Combining ecological momentary assessment, wrist-based eating detection, and dietary assessment to characterize dietary lapse: A multi-method study protocol	9
Cyber-attacks are a permanent and substantial threat to health systems: Education must reflect that	9
Smart health via mHealth? Potentials of mobile health apps for improving prevention and adherence of breast cancer patients	9
Multi-regional COVID-19 epidemic forecast in Sweden	9
Teledentistry awareness, its usefulness, and challenges among dental professionals in Pakistan and Saudi Arabia	9
A critical review of the role of technology and context in digital health research	9
The accuracy of teledentistry in caries detection in children – A diagnostic study	9
A mobile app for home-based exercise in spinal cord injured persons: Proposal and pilot study	8
MyHealthPortal – A web-based e-Healthcare web portal for out-of-hospital patient care	8
A scoping review to assess the effects of virtual reality in medical education and clinical care	8
Verification, analytical validation and clinical validation (V3) of wearable dosimeters and light loggers	8
Assessing eHealth literacy among internet users in Lebanon: A cross-sectional study	8

A survey of technology literacy and use in cancer survivors from the Alberta Cancer Exercise program	8
Systematic review of cost-effectiveness analysis of behavior change communication apps: Assessment of key methods	8
Digital health interventions to support family caregivers: An updated systematic review	8
The application of artificial intelligence and custom algorithms with inertial wearable devices for gait analysis and detection of gait-altering pathologies in adults: A scoping review of literature	8
Collecting and sharing self-generated health and lifestyle data: Understanding barriers for people living with long-term health conditions – a survey study	8
Will the EU Medical Device Regulation help to improve the safety and performance of medical AI devices?	8
A gamified app for supporting undergraduate students’ mental health: A feasibility and usability study	7
Use and performance of machine learning models for type 2 diabetes prediction in clinical and community care settings: Protocol for a systematic review and meta-analysis of predictive modeling studies	7
Reciprocal dynamics between patients’ choice of place and how they experience video consultations: A qualitative study	7
Adolescents’ and young adults’ experiences of a prototype cancer smartphone app	7
Building the hospital intelligent twins for all-scenario intelligence health care	7
Comparison of the effectiveness of an e-health program versus a home rehabilitation program in patients with chronic low back pain: A double blind randomized controlled trial	7
Public opinion of the Irish “COVID Tracker” digital contact tracing App: A national survey	7
Ingestible electronic sensors to measure instantaneous medication adherence: A narrative review	7
“Let me know when I’m needed”: Exploring the gendered nature of digital technology use for health information seeking during the transition to parenting	7
The experiences of 33 national COVID-19 dashboard teams during the first year of the pandemic in the World Health Organization European Region: A qualitative study	7
Towards nationally curated data archives for clinical radiology image analysis at scale: Learnings from national data collection in response to a pandemic	7
Open health data: Mapping the ecosystem	7
Promise and peril-defining ethical telehealth practice from the clinician and patient perspective: A qualitative study	7
CNN-based severity prediction of neurodegenerative diseases using gait data	7
Digital health transformation in Saudi Arabia: A cross-sectional analysis using Healthcare Information and Management Systems Society’ digital health indicators	7
Online Public Attention of COVID-19 Vaccination in Mainland China	7
“Sometimes I don’t have a pulse … and I’m still alive!” Interviews with healthcare professionals to explore their experiences of and views on population-based digital health technologies	7
Digital encounters: Human interactions in mHealth behavior change interventions	7
Assessing resilience of hospitals to cyberattack	7
Assessing the healthcare quality issues for digital incident reporting in Sweden: Incident reports analysis	7
Growth in the development of health and fitness mobile apps amid COVID-19 pandemic	7
Frequent and diverse use of electronic health records in the United States: A trend analysis of national surveys	7
Analysis of depression in social media texts through the Patient Health Questionnaire-9 and natural language processing	7
Commercial smartwatch with pulse oximeter detects short-time hypoxemia as well as standard medical-grade device: Validation study	7
The environmental sustainability of data-driven health research: A scoping review	7
What makes an online help-seeking message go far during the COVID-19 crisis in mainland China? A multilevel regression analysis	7
Patient and physician perspectives on the use and outcome measures of mHealth apps: Exploratory survey and focus group study	6
Development of a digital toolkit to improve quality of life of patients with systemic lupus erythematosus	6
Mobile consulting as an option for delivering healthcare services in low-resource settings in low- and middle-income countries: A mixed-methods study	6
COVID-19 shapes the future for management of patients with chronic cardiac conditions	6
Mobile health apps: An exploration of user-generated reviews in Google Play Store on a physical activity application	6
A new smartphone application for integrated transmural care of atrial fibrillation, AF-EduApp: Usability and validation study	6
Implementing online patient feedback in a ‘special measures’ acute hospital: A case study using Normalisation Process Theory	6
Perceptions of traditional Chinese medicine doctors about using wearable devices and traditional Chinese medicine diagnostic instruments: A mixed-methodology study	6
Exploring the relationship between the usability of a goal-oriented mobile health application and non-usage attrition in patients with multimorbidity: A blended data analysis approach	6
Seniors’ eHealth literacy, health and education status and personal health knowledge	6
Mobile phone apps for family caregivers: A scoping review and qualitative content analysis	6
Workforce challenges in digital health implementation: How are clinical psychology training programmes developing digital competences?	6
Evidence-based guiding principles to build public trust in personal data use in health systems	6
Increasing utility of Google Trends in monitoring cardiovascular disease	6
Perceptions on mobile health use for health education in an Indigenous population	6
Evaluation of deep learning techniques for identification of sarcoma-causing carcinogenic mutations	6
Federated learning for preserving data privacy in collaborative healthcare research	6
Challenges in accessing maternal and child health services during COVID-19 and the potential role of social networking technologies	6
From hybrid to fully remote clinical trial amidst the COVID-19 pandemic: Strategies to promote recruitment, retention, and engagement in a randomized mHealth trial	6
Effectiveness of a stepped-care programme of internet-based psychological interventions for healthcare workers with psychological distress: Study protocol for the RESPOND healthcare workers randomised	6
Predictors of patients’ acceptance of video consultation in general practice during the coronavirus disease 2019 pandemic applying the unified theory of acceptance and use of technology model	6
Movement-based patient-therapist attunement in psychological therapy and its association with early change	6
The bright side of social network sites: On the potential of online social capital for mental health	6
Are caregivers ready for digital? Caregiver preferences for health technology tools to monitor medication adherence among patients with serious mental illness	6
Patient and clinician experiences of remote consultation during the SARS-CoV-2 pandemic: A service evaluation	6
Social media use for health, cultural characteristics, and demographics: A survey of Pakistani millennials	6
Associations between smartphone keystroke dynamics and cognition in MS	6
A fuzzy analytic hierarchy process-enhanced fuzzy geometric mean-fuzzy technique for order preference by similarity to ideal solution approach for suitable hotel recommendation amid the COVID-19 pande	6
Magnetic resonance image-based brain tumour segmentation methods: A systematic review	6
The multidisciplinary, theory-based co-design of a new digital health intervention supporting the care of oesophageal cancer patients	6
Global use and outcomes of the hearWHO mHealth hearing test	6
Usability of a wearable device for home-based upper limb telerehabilitation in persons with stroke: A mixed-methods study	6
Identifying technology industry-led initiatives to address digital health equity	6
A personalized mobile app for physical activity: An experimental mixed-methods study	6
Use of YouTube to watch health-related videos and participation in online support groups among US adults with heart disease, diabetes, and hypertension	6
An artificially intelligent, natural language processing chatbot designed to promote COVID-19 vaccination: A proof-of-concept pilot study	5
A review of the factors influencing adoption of digital health applications for people living with dementia	5
Tracking the trackers: Self-tracking in households as social practice	5
Adherence to unsupervised exercise in sedentary individuals: A randomised feasibility trial of two mobile health interventions	5
A national teledentistry study on the knowledge, attitudes, training and practices of private dentists	5
An update on computational anthropomorphic anatomical models	5
Assessing medical students’ perceived stress levels by comparing a chatbot-based approach to the Perceived Stress Questionnaire (PSQ20) in a mixed-methods study	5
The role of digital mobile technology in elderly health management among health care workers in Indonesia: Analysis of knowledge, attitudes, and practice	5
A review of multi-factor authentication in the Internet of Healthcare Things	5
Building MedVenture – A mobile health application to improve adolescent medication adherence – Using a multidisciplinary approach and academic–industry collaboration	5
Associations among eHealth literacy, social support, individual resilience, and emotional status in primary care providers during the outbreak of the SARS-CoV-2 Delta variant	5
Perspectives of older adults with chronic disease on the use of wearable technology and video games for physical activity	5
Italian nurses’ experiences of the COVID-19 pandemic through social media: A longitudinal mixed methods study of Internet posts	5

The contribution of teledentistry in detecting tooth erosion in patients with eating disorders	5
Medical educators’ reflection on how technology sustained medical education in the most critical times and the lessons learnt: Insights from an African medical school	5
Using mobile sensing data to assess stress: Associations with perceived and lifetime stress, mental health, sleep, and inflammation	5
Social media-based intervention to promote HBV screening and liver cancer prevention among Korean Americans: Results of a pilot study	5
User experience and acceptance of patients and healthy adults testing a personalized self-management app for depression: A non-randomized mixed-methods feasibility study	5
Are physicians and medical students ready for artificial intelligence applications in healthcare?	5
Ethical considerations for the use of consumer wearables in health research	5
Technology-supported models of nutrition care: Perspectives of health service providers	5
Implementation of online psychosocial interventions for people with neurological conditions and their caregivers: A systematic review protocol	5
A scoping review of feasibility, cost-effectiveness, access to quality rehabilitation services and impact of telerehabilitation: A review protocol	5
Home-based digital health technologies for older adults to self-manage multiple chronic conditions: A data-informed analysis of user engagement from a longitudinal trial	5
Biofeedback EMG alternative therapy for chronic low back pain (the BEAT-pain study)	5
The feasibility and acceptability of digital technology for health and wellbeing in social housing residents in Cornwall: A qualitative scoping study	5
Acceptability of collecting speech samples from the elderly via the telephone	5
Mobile health approaches to disease surveillance in Africa; Wellvis COVID triage tool	5
ChatGPT's potential role in non-English-speaking outpatient clinic settings	5
Weight loss in a digital app-based diabetes prevention program powered by artificial intelligence	5
Issues with the Swedish e-prescribing system – An analysis of health information technology-related incident reports using an existing classification system	5
A bibliometric analysis on global eHealth	5
Applications of deep learning methods in digital biomarker research using noninvasive sensing data	4
A digital mobile health platform increasing efficiency and transparency towards universal health coverage in low- and middle-income countries	4
Anti-vaccination attitude trends during the COVID-19 pandemic: A machine learning-based analysis of tweets	4
The role of telemedicine services in changing users’ intentions for presenting to the emergency departments in Saudi Arabia	4
Effects of personalization and source expertise on users’ health beliefs and usage intention toward health chatbots: Evidence from an online experiment	4
Technology scripts in care practice: A case study of assistant nurses’ use of a social alarm system in Swedish nursing homes	4
Pregnant women’s use of a consumer-based meditation mobile app: A descriptive study	4
Distinguishing atrial fibrillation from sinus rhythm using commercial pulse detection systems: The non-interventional BAYathlon study	4
From human-centric digital health to digital One Health: Crucial new directions for mutual flourishing	4
Predicting readmission to the cardiovascular intensive care unit using recurrent neural networks	4
Critical user-configurations in mHealth design: How mHealth-app design practices come to bias design against chronically ill children and young people as mHealth users	4
Predicting death risk analysis in fully vaccinated people using novel extreme regression-voting classifier	4
Evaluating the utility of daily speech assessments for monitoring depression symptoms	4
What goes on in digital behaviour change interventions for weight loss maintenance targeting physical activity: A scoping review	4
A topic trend analysis on COVID-19 literature	4
MyDietCam: Development and usability study of a food recognition integrated dietary monitoring smartphone application	4
Perceptions of a machine learning-based lower-limb exercise training system among older adults with knee pain	4
Understanding the user: Patients’ perception, needs, and concerns of health apps for chronic constipation	4
Get waivered remote: Nationwide, remote DEA-x waiver course in response to COVID-19	4
Ethical issues of collecting, storing, and analyzing geo-referenced tweets for mental health research	4
Development and evaluation of smartphone usage management system for preventing problematic smartphone use	4
Analyzing opioid-use disorder websites in the United States: An optimized website usability study	4
A new path to address health disparities: How older Aboriginal & Torres Strait Islander women use social media to enhance community health (Protocol)	4
Heartbeat sound classification using a hybrid adaptive neuro-fuzzy inferences system (ANFIS) and artificial bee colony	4
Affecting factors of cloud computing adoption in public hospitals affiliated with Zahedan University of Medical Sciences: A cross-sectional study in the Southeast of Iran	4
Make Movement Your Mission: Evaluation of an online digital health initiative to increase physical activity in older people during the COVID-19 pandemic	4
Level of implementation of district health information system 2 at public health facilities in Eastern Ethiopia	4
The feasibility of an online educational lifestyle program for people with multiple sclerosis: A qualitative analysis of participant semi-structured interviews	4
The effect of auditory stimulation using delta binaural beat for a better sleep and post-sleep mood: A pilot study	4
COVID-19 misinformation on YouTube: An analysis of its impact and subsequent online information searches for verification	4
Role of decentralized clinical trials in cancer drug development: Results from a survey of oncologists and patients	4
A post-phenomenological analysis of using menstruation tracking apps for the management of premenstrual syndrome	4
A review of the quality and content of mobile apps to support lifestyle modifications following a transient ischaemic attack or ‘minor’ stroke	4
Detecting COVID-19 and other respiratory infections in obstructive sleep apnoea patients through CPAP device telemonitoring	4
An immersive virtual reality-based application for treating ADHD: A remote evaluation of acceptance and usability	4
Smartphone digital phenotyping, surveys, and cognitive assessments for global mental health: Initial data and clinical correlations from an international first episode psychosis study	4
The use of virtual complementary and integrative therapies by neurology outpatients: An exploratory analysis of two cross-sectional studies assessing the use of technology as treatment in an academic	4
Telerehabilitation for musculoskeletal pain – An overview of systematic reviews	4
The effect of information technology intervention on using appropriate VTE prophylaxis in non-surgical patients: A systematic review and meta-analysis	4
Chronic pain self-management in middle-aged and older adults: A collective intelligence approach to identifying barriers and user needs in eHealth interventions	4
Global research landscape on artificial intelligence in arthroplasty: A bibliometric analysis	4
ImpulsePal: The systematic development of a smartphone app to manage food temptations using intervention mapping	4
The medical profession transformed by artificial intelligence: Qualitative study	4
Evaluating a serious game to improve childhood cancer patients' treatment adherence	4
Development of the key performance indicators for digital health interventions: A scoping review	4
Rise of teledermatology in the COVID-19 era: A pan-world perspective	4
The quality of informational social support in online health communities: A content analysis of cancer-related discussions	4
Data Equity to Advance Health and Health Equity in Low- and Middle-Income Countries: A Scoping Review	4
Smartphones and telemedicine for older people in China: Opportunities and challenges	4
Associations between health literacy, digital skill, and eHealth literacy among older Chinese adults: A cross-sectional study	4
Big data and ICT solutions in the European Union and in China: A comparative analysis of policies in personalized medicine	4
The development of a digital intervention to increase influenza vaccination amongst pregnant women	4
Exploring the experiences of people and family carers from under-represented groups in self-managing Parkinson's disease and their use of digital health to do this	4
Knowledge and perception of primary care healthcare professionals on the use of artificial intelligence as a healthcare tool	4
Understanding the attitudes and experiences of people living with potentially stigmatised long-term health conditions with respect to collecting and sharing health and lifestyle data	4
Smartphone application-based follow-up care of patients after bariatric surgery: A mixed-method study of usability	4
eHealth literacy of patients attending a primary care clinic in Malaysia and its associated factors: A cross-sectional study	4
Driving time-based identification of gaps in specialised care coverage: An example of neuroinflammatory diseases in Germany	4
Effectiveness of the “Essential Coaching for Every Mother” postpartum text message program on maternal psychosocial outcomes: A randomized controlled trial	4
Assessing digital advertising exposure using a virtual experimental protocol	4
Assessments of a novel digital follow-up tool Rehabkompassen® to identify rehabilitation needs among stroke patients in an outpatient setting	4
Exploring the feasibility and acceptability of a sleep wearable headband among a community sample of chronic pain individuals: An at-home observational study	4
LWSleepNet: A lightweight attention-based deep learning model for sleep staging with singlechannel EEG	4
Global trends and hotspots in research on extended reality in sports: A bibliometric analysis from 2000 to 2021	4
The role of uncertainty and affect in decision-making on the adoption of AI-based contact-tracing technology during the COVID-19 pandemic	4
Artificial intelligence–aided diagnosis model for acute respiratory distress syndrome combining clinical data and chest radiographs	4
Factors affecting the acceptance of teledentistry determined using the technology acceptance model: A cross-sectional study	3
Remote patient monitoring for chronic heart failure in France: When an innovative funding program (ETAPES) meets an innovative solution (Satelia® Cardio)	3
Cocreation of a conversational agent to help patients adhere to their varenicline treatment: A study protocol	3
Acceptance of digital health applications in non-pharmacological therapies in German statutory healthcare system: Results of an online survey	3
Screen time, phone usage, and social media usage: Before and during the COVID-19 pandemic	3
HYPO-CHEAT’s aggregated weekly visualisations of risk reduce real world hypoglycaemia	3
Development of a framework to promote rural health workforce capability through digital solutions: A qualitative study of user perspectives	3
Healthcare in the hand: Patients’ use of handheld technology in video consultations with their general practitioner	3
Exploring the effectiveness of artificial intelligence, machine learning and deep learning in trauma triage: A systematic review and meta-analysis	3
Predicting non-initiation of care and dropout in a blended care CBT intervention: Impact of early digital engagement, sociodemographic, and clinical factors	3