Cautions · 01Telemedicine Outcome Uncertainty
1,188 papers19.8% of this theme group
Authors caution that evidence on telehealth’s impact on patient outcomes and satisfaction remains mixed.
Telemedicine (762) · Telehealth (476) · Telerehabilitation (118) · Health care (319)
The Role of Telemedicine in Improving Healthcare Outcome: A Review
Assessing the Efficiency and Patient Satisfaction of Telemedicine in Managing Chronic Health Conditions
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Cautions · 02Health Informatics Deployment Risks
1,185 papers19.8% of this theme group
Papers warn of technical, logistical, and quality‑assessment challenges when scaling e‑health solutions.
Health informatics (239) · Health administration (157) · Nursing research (113) · Medical device (92)
Challenges of using e-health technologies to support clinical care in rural Africa: a longitudinal mixed methods study exploring primary hea
Development and analysis of quality assessment tools for different types of patient information – websites, decision aids, question prompt l
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Cautions · 03Pharmacogenomics Validation Concerns
921 papers15.3% of this theme group
Research highlights the need for robust biomarkers and predictive models before clinical adoption.
Drug discovery (202) · Drug (160) · Pharmacogenomics (109) · Pharmacogenetics (64)
Biomarkers: Opportunities and Challenges for Drug Development in the Current Regulatory Landscape
Can We Predict Clinical Pharmacokinetics of Highly Lipophilic Compounds by Integration of Machine Learning or In Vitro Data into Physiologic
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Cautions · 04Digital Mental‑Health Efficacy Limits
884 papers14.7% of this theme group
Studies question the effectiveness and user experience of digital interventions for mental health and aging.
Digital health (480) · Psychological intervention (265) · Mental health (159) · Health care (262)
Digital Health Interventions to Enhance Prevention in Primary Care: Scoping Review
Digital Health Interventions for Promoting Healthy Aging: A Systematic Review of Adoption Patterns, Efficacy, and User Experience
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Cautions · 05COVID‑19 Telehealth Adoption Issues
670 papers11.2% of this theme group
Analyses reveal clinician resistance and workflow disruptions during pandemic‑driven telemedicine expansion.
Pandemic (431) · Coronavirus disease 2019 (360) · Telemedicine (348) · 2019-20 coronavirus outbreak (77)
Community Mental Health Clinicians’ Perspectives on Telehealth During the COVID-19 Pandemic: Mixed Methods Study
Exploring Ophthalmologists’ Adoption of Telemedicine during the COVID-19 Pandemic: A Mixed Methods Study
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Cautions · 06Precision Medicine Adoption Hurdles
621 papers10.3% of this theme group
Works discuss limited awareness, infrastructure gaps, and ethical concerns slowing personalized oncology uptake.
Precision medicine (249) · Personalized medicine (164) · Cancer (103) · Oncology (57)
Awareness, Understanding, and Adoption of Precision Medicine to Deliver Personalized Treatment for Patients With Cancer: A Multinational Sur
Role of Proteins in Oncology: Advances in Cancer Diagnosis, Prognosis, and Targeted Therapy—A Narrative Review
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Cautions · 07AI Integration Ethical Questions
531 papers8.8% of this theme group
Authors raise concerns about bias, transparency, and accountability when applying AI to precision health.
Applications of artificial intelligence (102) · Transformative learning (77) · Health care (188) · Precision medicine (102)
Artificial intelligence in healthcare: revolutionizing precision medicine, predictive analytics, and ethical considerations in autonomous di
Artificial Intelligence in Medicine: Transforming Diagnosis, Treatment, and Healthcare Delivery
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