Digital Health

Article	Citations
Digital twin in healthcare: Recent updates and challenges	85
The role of eHealth, telehealth, and telemedicine for chronic disease patients during COVID-19 pandemic: A rapid systematic review	71
COVID-19 infodemic and digital health literacy in vulnerable populations: A scoping review	69
Artificial intelligence in healthcare: Complementing, not replacing, doctors and healthcare providers	57
Attitudes and perception of artificial intelligence in healthcare: A cross-sectional survey among patients	56
The NICE Evidence Standards Framework for digital health and care technologies – Developing and maintaining an innovative evidence framework with global impact	51
The role of age and digital competence on the use of online health and social care services: A cross-sectional population-based survey	42
There's an app for that, but nobody's using it: Insights on improving patient access and adherence to digital therapeutics in Germany	40
Medical artificial intelligence ethics: A systematic review of empirical studies	39
To chat or bot to chat: Ethical issues with using chatbots in mental health	38
Digital health for quality healthcare: A systematic mapping of review studies	37
Health chatbots acceptability moderated by perceived stigma and severity: A cross-sectional survey	35
“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	35
Re-focusing explainability in medicine	35
Challenges in the development of digital public health interventions and mapped solutions: Findings from a scoping review	32
Review of the role of big data and digital technologies in controlling COVID-19 in Asia: Public health interest vs. privacy	30
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	29
Long Covid: Online patient narratives, public health communication and vaccine hesitancy	28
Technology-supported strategies for promoting user engagement with digital mental health interventions: A systematic review	28
Qualitative exploration of digital chatbot use in medical education: A pilot study	27
Classification of cardiac arrhythmia using a convolutional neural network and bi-directional long short-term memory	26
Virtual reality as a tool to promote wellbeing in the workplace	26
Virtual and augmented reality applications to improve older adults’ quality of life: A systematic mapping review and future directions	25
Artificial intelligence and medical education: A global mixed-methods study of medical students’ perspectives	24
Acceptance and use of telemedicine technology by health professionals: Development of a conceptual model	23

Factors associated with eHealth literacy focusing on digital literacy components: A cross-sectional study of middle-aged adults in South Korea	22
Type-II fuzzy approach with explainable artificial intelligence for nature-based leisure travel destination selection amid the COVID-19 pandemic	22
Predicting therapy outcome in a digital mental health intervention for depression and anxiety: A machine learning approach	22
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	21
Exploring healthcare professionals’ perceptions of artificial intelligence: Validating a questionnaire using the e-Delphi method	20
Public patient views of artificial intelligence in healthcare: A nominal group technique study	19
A scoping review to assess the effects of virtual reality in medical education and clinical care	19
The digital rainbow: Digital determinants of health inequities	19
A computer-aided diagnostic framework for coronavirus diagnosis using texture-based radiomics images	18
Diagnostic digital pathology implementation: Learning from the digital health experience	18
ChatGPT's potential role in non-English-speaking outpatient clinic settings	18
The Environmental Impacts of Digital Health	18
Digital health transformation in Saudi Arabia: A cross-sectional analysis using Healthcare Information and Management Systems Society’ digital health indicators	18
An artificial intelligence-based chatbot for prostate cancer education: Design and patient evaluation study	18
Digital health interventions to support family caregivers: An updated systematic review	18
Artificial intelligence healthcare service resources adoption by medical institutions based on TOE framework	18
Acceptability of wearable devices for measuring mobility remotely: Observations from the Mobilise-D technical validation study	18
The importance of social media users’ responses in tackling digital COVID-19 misinformation in Africa	17
A framework for examining patient attitudes regarding applications of artificial intelligence in healthcare	17
Telehealth adoption during the COVID-19 pandemic: A social media textual and network analysis	17
A scoping review of feasibility, cost, access to rehabilitation services and implementation of telerehabilitation: Implications for low- and middle-income countries	16
Patients’ acceptance of video consultations in the mental health services: A systematic review and synthesis of qualitative research	16
Are physicians and medical students ready for artificial intelligence applications in healthcare?	16
The use of social media as a tool for stakeholder engagement in health service design and quality improvement: A scoping review	16
An intelligent system for assisting personalized COVID-19 vaccination location selection: Taiwan as an example	16
Exploring healthcare professionals’ perceptions of artificial intelligence: Piloting the Shinners Artificial Intelligence Perception tool	16
Telemedicine and artificial intelligence to support self-isolation of COVID-19 patients: Recent updates and challenges	15
Virtual Care Access and Health Equity during the COVID-19 Pandemic, a qualitative study of patients with chronic diseases from Canada	15
Data Equity to Advance Health and Health Equity in Low- and Middle-Income Countries: A Scoping Review	14
Bibliometric analysis on the adoption of artificial intelligence applications in the e-health sector	14
Phishing simulation exercise in a large hospital: A case study	14
Digital tools to support the maintenance of physical activity in people with long-term conditions: A scoping review	14
The accuracy of teledentistry in caries detection in children – A diagnostic study	14
The use of eHealth interventions among persons experiencing homelessness: A systematic review	14
A ubiquitous healthcare system of 3D printing facilities for making dentures: Application of type-II fuzzy logic	13
Global use and outcomes of the hearWHO mHealth hearing test	13
A deep learning-based diagnostic tool for identifying various diseases via facial images	13
Teledentistry awareness, its usefulness, and challenges among dental professionals in Pakistan and Saudi Arabia	13
Assessing resilience of hospitals to cyberattack	13
Smart health via mHealth? Potentials of mobile health apps for improving prevention and adherence of breast cancer patients	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
Cyber-attacks are a permanent and substantial threat to health systems: Education must reflect that	13
Developing a digital health strategy for people who use drugs: Lessons from COVID-19	13
Co-designing a digital companion with people living with Parkinson's to support self-care in a personalized way: The eCARE-PD Study	13
The effect of digitalization on service orientation and service perception among Israeli healthcare professionals: A qualitative study	13
Digital health for all: How digital health could reduce inequality and increase universal health coverage	12
A process for reviewing mental health apps: Using the One Mind PsyberGuide Credibility Rating System	12
Combining ecological momentary assessment, wrist-based eating detection, and dietary assessment to characterize dietary lapse: A multi-method study protocol	12
Verification, analytical validation and clinical validation (V3) of wearable dosimeters and light loggers	12
Building the hospital intelligent twins for all-scenario intelligence health care	12

Multi-regional COVID-19 epidemic forecast in Sweden	12
Association between online health information-seeking and medication adherence: A systematic review and meta-analysis	12
Ethical considerations for the use of consumer wearables in health research	12
Time to act mature—Gearing eHealth evaluations towards technology readiness levels	12
A critical review of the role of technology and context in digital health research	12
A review of multi-factor authentication in the Internet of Healthcare Things	12
Indoor positioning systems in hospitals: A scoping review	12
Student perspectives on the integration of artificial intelligence into healthcare services	12
Incorporating telehealth into health service psychology training: A mixed-method study of student perspectives	12
Assessing the healthcare quality issues for digital incident reporting in Sweden: Incident reports analysis	11
Chronic pain self-management in middle-aged and older adults: A collective intelligence approach to identifying barriers and user needs in eHealth interventions	11
Adherence to unsupervised exercise in sedentary individuals: A randomised feasibility trial of two mobile health interventions	11
Commercial smartwatch with pulse oximeter detects short-time hypoxemia as well as standard medical-grade device: Validation study	11
Knowledge and perception of primary care healthcare professionals on the use of artificial intelligence as a healthcare tool	11
Will the EU Medical Device Regulation help to improve the safety and performance of medical AI devices?	11
Frequent and diverse use of electronic health records in the United States: A trend analysis of national surveys	11
Usability of a wearable device for home-based upper limb telerehabilitation in persons with stroke: A mixed-methods study	11
A gamified app for supporting undergraduate students’ mental health: A feasibility and usability study	11
Performance of ChatGPT on Stage 1 of the Taiwanese medical licensing exam	11
Sensationalist social media usage by doctors and dentists during Covid-19	11
Using self-monitoring technology for nutritional counseling and weight management	11
Workforce challenges in digital health implementation: How are clinical psychology training programmes developing digital competences?	11
Assessing eHealth literacy among internet users in Lebanon: A cross-sectional study	10
Use of augmented reality in mental health-related conditions: A systematic review	10
Digital encounters: Human interactions in mHealth behavior change interventions	10
Open health data: Mapping the ecosystem	10
How suitable are clinical vignettes for the evaluation of symptom checker apps? A test theoretical perspective	10
Magnetic resonance image-based brain tumour segmentation methods: A systematic review	10
The bright side of social network sites: On the potential of online social capital for mental health	10
Identifying technology industry-led initiatives to address digital health equity	10
Application of artificial intelligence in medical technologies: A systematic review of main trends	10
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	10
CNN-based severity prediction of neurodegenerative diseases using gait data	10
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	10
A survey of technology literacy and use in cancer survivors from the Alberta Cancer Exercise program	10
Associations between smartphone keystroke dynamics and cognition in MS	10
Associations between health literacy, digital skill, and eHealth literacy among older Chinese adults: A cross-sectional study	10
Adolescents’ and young adults’ experiences of a prototype cancer smartphone app	10
Growth in the development of health and fitness mobile apps amid COVID-19 pandemic	9
From hybrid to fully remote clinical trial amidst the COVID-19 pandemic: Strategies to promote recruitment, retention, and engagement in a randomized mHealth trial	9
Co-design of digital health interventions with young people: A scoping review	9
Issues with the Swedish e-prescribing system – An analysis of health information technology-related incident reports using an existing classification system	9
A review of the factors influencing adoption of digital health applications for people living with dementia	9
Mobile consulting as an option for delivering healthcare services in low-resource settings in low- and middle-income countries: A mixed-methods study	9
User experience and acceptance of patients and healthy adults testing a personalized self-management app for depression: A non-randomized mixed-methods feasibility study	9
Weight loss in a digital app-based diabetes prevention program powered by artificial intelligence	9
Systematic review of cost-effectiveness analysis of behavior change communication apps: Assessment of key methods	9
Patient and clinician experiences of remote consultation during the SARS-CoV-2 pandemic: A service evaluation	9
Promise and peril-defining ethical telehealth practice from the clinician and patient perspective: A qualitative study	9
Software-related challenges in Swedish healthcare through the lens of incident reports: A desktop study	9
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	9
Ingestible electronic sensors to measure instantaneous medication adherence: A narrative review	9
Telehealth-based interventions on lifestyle, body mass index, and glucose concentration in university staff during the coronavirus disease 2019 pandemic: A pre-experimental study	9
The environmental sustainability of data-driven health research: A scoping review	8
Are caregivers ready for digital? Caregiver preferences for health technology tools to monitor medication adherence among patients with serious mental illness	8
Evaluation of deep learning techniques for identification of sarcoma-causing carcinogenic mutations	8
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	8
Social media use for health, cultural characteristics, and demographics: A survey of Pakistani millennials	8
Barriers to and facilitators of online health information-seeking behaviours among cancer patients: A systematic review	8
A mobile app for home-based exercise in spinal cord injured persons: Proposal and pilot study	8
Heartbeat sound classification using a hybrid adaptive neuro-fuzzy inferences system (ANFIS) and artificial bee colony	8
Seniors’ eHealth literacy, health and education status and personal health knowledge	8
“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	8
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	8
mHealth in sub-Saharan Africa and Europe: A systematic review comparing the use and availability of mHealth approaches in sub-Saharan Africa and Europe	8
Patient and physician perspectives on the use and outcome measures of mHealth apps: Exploratory survey and focus group study	8
Reciprocal dynamics between patients’ choice of place and how they experience video consultations: A qualitative study	8
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	8
The feasibility and acceptability of digital technology for health and wellbeing in social housing residents in Cornwall: A qualitative scoping study	8
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	8
Competencies required by patients and health professionals regarding telerehabilitation: A scoping review	8
Menstrual cycle-associated symptoms and workplace productivity in US employees: A cross-sectional survey of users of the Flo mobile phone app	8
A personalized mobile app for physical activity: An experimental mixed-methods study	8
The effect of auditory stimulation using delta binaural beat for a better sleep and post-sleep mood: A pilot study	8
A bibliometric analysis on global eHealth	8
Effects of personalization and source expertise on users’ health beliefs and usage intention toward health chatbots: Evidence from an online experiment	8
Internet of medical things-based real-time digital health service for precision medicine: Empirical studies using MEDBIZ platform	8
Analysis of depression in social media texts through the Patient Health Questionnaire-9 and natural language processing	8
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	8
A hybrid forecasting technique for infection and death from the mpox virus	8

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	8
Barriers to eHealth adoption in routine antenatal care practices: Perspectives of expectant mothers in Uganda – A qualitative study using the unified theory of acceptance and use of technology model	7
The contribution of teledentistry in detecting tooth erosion in patients with eating disorders	7
Evaluation of information provided to patients by ChatGPT about chronic diseases in Spanish language	7
The multidisciplinary, theory-based co-design of a new digital health intervention supporting the care of oesophageal cancer patients	7
Digital technology usage among older adults with cognitive frailty: A survey during COVID-19 pandemic	7
Federated learning for preserving data privacy in collaborative healthcare research	7
Challenges in accessing maternal and child health services during COVID-19 and the potential role of social networking technologies	7
Use of YouTube to watch health-related videos and participation in online support groups among US adults with heart disease, diabetes, and hypertension	7
What goes on in digital behaviour change interventions for weight loss maintenance targeting physical activity: A scoping review	7
Reliability of ChatGPT for performing triage task in the emergency department using the Korean Triage and Acuity Scale	7
The role of digital mobile technology in elderly health management among health care workers in Indonesia: Analysis of knowledge, attitudes, and practice	7
Collecting and sharing self-generated health and lifestyle data: Understanding barriers for people living with long-term health conditions – a survey study	7
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	7
Movement-based patient-therapist attunement in psychological therapy and its association with early change	7
Towards nationally curated data archives for clinical radiology image analysis at scale: Learnings from national data collection in response to a pandemic	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 role of accelerator programmes in supporting the adoption of digital health technologies: A qualitative study of the perspectives of small- and medium-sized enterprises	7
Features and characteristics of publicly available mHealth apps for self-management in chronic obstructive pulmonary disease	7
A national teledentistry study on the knowledge, attitudes, training and practices of private dentists	7
Acceptability of collecting speech samples from the elderly via the telephone	7
The facilitators and barriers of mHealth adoption and use among people with a low socio-economic position: A scoping review	7
Development of a digital toolkit to improve quality of life of patients with systemic lupus erythematosus	7
Medical text classification based on the discriminative pre-training model and prompt-tuning	7
MyHealthPortal – A web-based e-Healthcare web portal for out-of-hospital patient care	7
Artificial intelligence–aided diagnosis model for acute respiratory distress syndrome combining clinical data and chest radiographs	7
Online Public Attention of COVID-19 Vaccination in Mainland China	7
Mobile health apps: An exploration of user-generated reviews in Google Play Store on a physical activity application	7
Identification and description of telerehabilitation assessments for individuals with neurological conditions: A scoping review	7
Role of decentralized clinical trials in cancer drug development: Results from a survey of oncologists and patients	7
What makes an online help-seeking message go far during the COVID-19 crisis in mainland China? A multilevel regression analysis	7
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	7
Social media-based intervention to promote HBV screening and liver cancer prevention among Korean Americans: Results of a pilot study	7
Exploring the proficiency of ChatGPT-4: An evaluation of its performance in the Taiwan advanced medical licensing examination	7
Perspectives of older adults with chronic disease on the use of wearable technology and video games for physical activity	7
Use of digital technologies for public health surveillance during the COVID-19 pandemic: A scoping review	7
MonDiaL-CAD: Monkeypox diagnosis via selected hybrid CNNs unified with feature selection and ensemble learning	7
Assessing medical students’ perceived stress levels by comparing a chatbot-based approach to the Perceived Stress Questionnaire (PSQ20) in a mixed-methods study	6
A virtual reality-based mind–body approach to downregulate psychophysiological arousal in adolescent insomnia	6
Developing and testing an integrated patient mHealth and provider dashboard application system for type 2 diabetes management among Medicaid-enrolled pregnant individuals based on a user-centered appr	6
Digital Health Testbeds in Sweden: An exploratory study	6
A post-phenomenological analysis of using menstruation tracking apps for the management of premenstrual syndrome	6
Conversational artificial intelligence interventions to support smoking cessation: A systematic review and meta-analysis	6
Technology-supported models of nutrition care: Perspectives of health service providers	6
Technology-based interventions to improve adherence to antihypertensive medications – An evidence-based review	6
Evaluating the utility of daily speech assessments for monitoring depression symptoms	6
Big data and ICT solutions in the European Union and in China: A comparative analysis of policies in personalized medicine	6
Factors affecting the acceptance of teledentistry determined using the technology acceptance model: A cross-sectional study	6
Implementing online patient feedback in a ‘special measures’ acute hospital: A case study using Normalisation Process Theory	6
Testing domain knowledge and risk of bias of a large-scale general artificial intelligence model in mental health	6
Perceptions of traditional Chinese medicine doctors about using wearable devices and traditional Chinese medicine diagnostic instruments: A mixed-methodology study	6
Evidence-based guiding principles to build public trust in personal data use in health systems	6
An update on computational anthropomorphic anatomical models	6
An immersive virtual reality-based application for treating ADHD: A remote evaluation of acceptance and usability	6
Anti-vaccination attitude trends during the COVID-19 pandemic: A machine learning-based analysis of tweets	6
Motivations and perceived harms and benefits of online communication about self-harm: An interview study with young people	6
Mobile phone apps for family caregivers: A scoping review and qualitative content analysis	6
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	6
Baseline evaluation of nursing students’ informatics competency for digital health practice: A descriptive exploratory study	6
From human-centric digital health to digital One Health: Crucial new directions for mutual flourishing	6
Perceptions on mobile health use for health education in an Indigenous population	6
Driving time-based identification of gaps in specialised care coverage: An example of neuroinflammatory diseases in Germany	6
Medical educators’ reflection on how technology sustained medical education in the most critical times and the lessons learnt: Insights from an African medical school	6
Sustaining telecare consultations in nurse-led clinics: Perceptions of stroke patients and advanced practice nurses: A qualitative study	6
The effectiveness of wearable activity trackers for increasing physical activity and reducing sedentary time in older adults: A systematic review and meta-analysis	6
Exploring the feasibility and acceptability of a sleep wearable headband among a community sample of chronic pain individuals: An at-home observational study	6
Using mobile sensing data to assess stress: Associations with perceived and lifetime stress, mental health, sleep, and inflammation	6
COVID-19 shapes the future for management of patients with chronic cardiac conditions	6
Safety and long-term outcomes of remote cardiac rehabilitation in coronary heart disease patients: A systematic review	6
Public opinion of the Irish “COVID Tracker” digital contact tracing App: A national survey	6
Network analysis of internet gaming disorder, problematic social media use, problematic smartphone use, psychological distress, and meaning in life among adolescents	6
The role of uncertainty and affect in decision-making on the adoption of AI-based contact-tracing technology during the COVID-19 pandemic	6
The role of phone-based triage nurses in supporting older adults with multimorbidity to digitally self-manage – Findings from the ProACT proof-of-concept study	6
Feasibility and acceptability of ChatGPT generated radiology report summaries for cancer patients	6
‘I understood the texting process well’. Participant perspectives on usability and acceptability of SMS-based telehealth follow-up after voluntary medical male circumcision in South Africa	6
Mortality risk prediction of the electrocardiogram as an informative indicator of cardiovascular diseases	6
Pregnant women’s use of a consumer-based meditation mobile app: A descriptive study	6
Virtual reality for healthcare: A scoping review of commercially available applications for head-mounted displays	6
A new smartphone application for integrated transmural care of atrial fibrillation, AF-EduApp: Usability and validation study	6
Telerehabilitation for musculoskeletal pain – An overview of systematic reviews	6
Predicting readmission to the cardiovascular intensive care unit using recurrent neural networks	6
The feasibility of an online educational lifestyle program for people with multiple sclerosis: A qualitative analysis of participant semi-structured interviews	6
Mobile health approaches to disease surveillance in Africa; Wellvis COVID triage tool	6
Perceptions of a machine learning-based lower-limb exercise training system among older adults with knee pain	5
An artificially intelligent, natural language processing chatbot designed to promote COVID-19 vaccination: A proof-of-concept pilot study	5
Smartphone digital phenotyping, surveys, and cognitive assessments for global mental health: Initial data and clinical correlations from an international first episode psychosis study	5
Increasing utility of Google Trends in monitoring cardiovascular disease	5
Measuring efficiency of the global fight against the COVID-19 pandemic	5
What to watch: Practical considerations and strategies for using YouTube for research	5
The influencing factors of digital health passport adoption and acceptance during COVID-19 in Saudi Arabia	5
Predicting non-initiation of care and dropout in a blended care CBT intervention: Impact of early digital engagement, sociodemographic, and clinical factors	5
Screen time, phone usage, and social media usage: Before and during the COVID-19 pandemic	5
“Who needs an app? Fertility patients’ use of a novel mobile health app”	5
A scoping review of feasibility, cost-effectiveness, access to quality rehabilitation services and impact of telerehabilitation: A review protocol	5
Italian nurses’ experiences of the COVID-19 pandemic through social media: A longitudinal mixed methods study of Internet posts	5