e.g. mhealth
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Despite the abundance of evidence of conducting frailty assessments using machine learning globally and in Asia, we have found no integration of data science tools and frailty screening and surveillance studies in Thailand. Most studies focused on the risk factors and their association with frailty syndrome but failed to show application in real-world settings [12,13,35,36].
JMIR Aging 2025;8:e62942
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SCREENing enables clinicians to perform effective, risk-based screening, followed by adequate diagnosis, surveillance, and management, while empowering policy makers to optimize public health policies and resource allocation. This approach has the potential to mitigate resource shortages in LMICs, reduce delays in diagnosis and treatment, and enhance screening efficiency by focusing efforts on high-risk populations, ultimately maximizing population-level benefits.
JMIR Public Health Surveill 2025;11:e67840
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User category and bag of words used for classification.
a ICGP: Irish College of General Practitioners.
b WHO: World Health Organization.
c NHS: National Health Service.
d ECDC: European Centre for Disease Prevention and Control.
e HSE: Health Service Executive
f HPSC: Health Protection Surveillance Centre.
g GP: General Practitioner.
h MD: Doctor of Medicine.
i MP: Member of Parliament.
j TD: Teachta Dála.
JMIR Form Res 2025;9:e59687
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The broad scope of syndromic surveillance and the rapid data collection procedures can provide great flexibility for timely assessment of different health outcomes on a large population scale [6-8]. Many countries, also in Europe, have successfully incorporated syndromic surveillance into national surveillance systems [5,9-12], the role of which was crucial during the COVID-19 pandemic, despite inherent limitations [7,8,13,14].
JMIR Public Health Surveill 2025;11:e58767
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Therefore, we chose a dashboard approach for its flexibility and adaptability across various public health scenarios, including surveillance and training. In addition, a key design requirement was the ability to customize the dashboard view and generate reports, which was seen as a more scalable and sustainable solution compared to data storytelling, given the diverse decision-making needs of different stakeholders.
JMIR Public Health Surveill 2025;11:e52119
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This allows public health entities to conduct disease surveillance to help mitigate this primary limitation of laboratory-based surveillance. Consumer complaint–based systems allow for the collection and storage of consumer reports that can be submitted in a range of formats, including in-person, phone, e-mail, and web form [5].
JMIR Public Health Surveill 2025;11:e58797
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This study provides 2 additional years of updated surveillance and analysis for the region.
JMIR Public Health Surveill 2025;11:e53214
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Ethical Considerations for Wastewater Surveillance Conducted by the US Department of Defense
Wastewater surveillance is an appealing public health instrument due to its scalability, cost-effectiveness compared to clinical monitoring, and the ability to detect surges in infectious disease cases, days before they become clinically relevant [11,12]. Recognizing the potential utility and value of WWS, the Centers for Disease Control and Prevention led the development of the National Wastewater Surveillance System.
JMIR Public Health Surveill 2025;11:e67145
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Workplace surveillance has been recommended by the Centers for Disease Control and Prevention (CDC) [11], but few studies have examined the feasibility or effectiveness of this approach [12-14]. The lack of adequate data in this regard constitutes a critical gap in the literature that needs to be addressed to help devise pandemic intervention strategies for workplaces outside of health care.
JMIR Public Health Surveill 2025;11:e59845
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