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. 2025 Aug 22;25:2893. doi: 10.1186/s12889-025-24262-2

Table 2.

Summary of the included studies with study design, categories of monitoring and physiological or environmental biometrics

Authors and years Study design Categories of monitoring Biometrics
Al-Bouwarthan et al., 2020 [16] Field study, observational physiological monitoring; physical activity monitoring heart rate; physical activity
Culp & Tonelli, 2019 [49] Descriptive observational study multi-parameter monitoring heart rate; physical intensity
Hertzberg et al., 2017 [50] Methodological/analytical study multi-parameter monitoring heart rate; temperature; physical activity
Kakamu et al., 2021 [58] Field study, cross-sectional physiological monitoring; temperature monitoring; environmental monitoring heart rate; skin temperature; humidity; wet bulb globe temperature
Kakamu et al., 2022 [59] Field study multi-parameter monitoring heart rate; skin temperature; kilocalories per hour
Kim, A. & Yoo, 2023 [63] Sensor-based field risk assessment physiological monitoring; temperature monitoring; psychological comfort survey heart rate; temperature; psychological comfort level
Kim, Y.-S. et al., 2022 [51] Device development and pilot study multi-parameter monitoring heart rate; skin temperature, electrocardiograms, physical activity
Mitchell et al., 2017 [52] Observational cohort study multi-parameter monitoring heart rate; temperature; physical activity
Pancardo et al., 2015 [9] System design and validation physiological monitoring; temperature monitoring heart rate; humidity; temperature
Ruas et al., 2020 [61] Observational study physiological monitoring; temperature monitoring heart rate; temperature
Runkle et al., 2019 [37] Field validation study physiological monitoring; temperature monitoring heart rate; experienced temperature; daily heat symptoms
Shakerian et al., 2021 [53] Sensor-based case study physiological monitoring; temperature monitoring heart rate; electrodermal activity; temperature
Sharma et al., 2022 [62] Wearable-based observational study physiological monitoring; temperature monitoring; environmental monitoring heart rate; skin temperature; dry-bulb temperature; wet-bulb temperature; globe temperature; relative humidity
Spook et al., 2019 [36] Needs assessment (qualitative) interviews on wearable sensor technology -
Sugg et al., 2018 [54] Observational (sensor-based) study physiological monitoring; temperature monitoring heart rate; experienced temperatures
Sugg et al., 2020 [55] Qualitative interview study survey on digital devices -
Togo & Hirata, 2021 [60] System design and prototype demo physiological monitoring; temperature monitoring heart rate; temperature/humidity inside clothes
Uejio et al., 2018 [56] Observational study environmental monitoring environmental temperature; humidity
Wang et al., 2019 [57] Personal sampling field study environmental monitoring environmental temperature: wet bulb globe temperature

Multi-parameter monitoring includes physiological, temperature, and physical activity monitoring