Measurements & outputs
Measurements and outputs
- Heart-rate time series measured with optical sensors (PPG).
- Movement and step estimates from accelerometry.
- Device-derived sleep estimates and longitudinal individual baselines.
Research workflow
Research workflow
Prepare and configure devices for the study protocol, train participants and establish synchronization routines.
Align timestamps with weather and household observations, then assess wear time, missingness and measurement quality.
Interpretation & current limits
Interpretation and limitations
- Consumer devices provide estimates with device-specific algorithms. Sleep stages and derived indicators require cautious interpretation.
- Performance differs across activities and environments. Research validation and local feasibility assessment remain essential.
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 ↗2021Related research evidenceStudy protocol
Barteit et al. · PLOS ONE
Describes the joint protocol for wearable feasibility, acceptability and validation in Burkina Faso and Kenya.
Methods, findings & limitations ↗2022Related research evidenceFeasibility study
Huhn et al. · Frontiers in Public Health
Tests acceptability and data collection with consumer wearables in rural Burkina Faso and identifies practical limitations.
Methods, findings & limitations ↗2025Related research evidenceValidation
Mendt et al. · Frontiers in Physiology
Compares consumer-grade and established research devices under standardized conditions for field research in Africa.
Methods, findings & limitations ↗Explore the full publication library ↗Methods in exchange
Related workshops
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 31, 34, 35, 36. 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.