Measurements & outputs
Measurements and outputs
- Repeated cuffless systolic and diastolic blood-pressure estimates.
- Heart-rate observations and paired environmental measurements.
Research workflow
Research workflow
The Freiburg slides illustrate an Aktiia device with a cuff for calibration.
The SEACO cardiovascular research example combines wearable measures with indoor climate, questionnaires and weather data.
Interpretation & current limits
Interpretation and limitations
- Calibration, participant eligibility and device-specific validation must follow the actual study protocol.
- Slide descriptions are research examples. They do not establish diagnostic accuracy or suitability for clinical decisions.
Documented applications & research context
Applications and research context
Projects
Research settings
Publications & evidence
Related publications
Read the study-specific methods, results and limitations. The framework paper describes the wider approach.
2023Methods / scientific contextMethods
Barteit et al. · Frontiers in Public Health
Introduces the modular CHEERS framework linking population surveillance, environmental measurements and individual health data.
Methods, findings & limitations ↗Explore the full publication library ↗Source & scope
Sources and scientific context
Content and images draw on Sandra Barteit’s Freiburg lecture, The Impact of Climate Change on Human Health: Lessons from Low- and Middle-Income Countries, slides 37, 49. Publication pages provide the corresponding research evidence. Reviewed 12 November 2026.
Images extracted from the lecture retain the original device or research illustration. Product images identify examples used in the source material.