Lujan · Frontiers in digital health 2021 · narrative review · n=?

Past, Present, and Future of Multisensory Wearable Technology to Monitor Sleep and Circadian Rhythms.

Cited 113 times in the scientific literature.

Level 5 - mechanism / opinion, no new human data

Narrative review without systematic search methodology

PubMed 34713186 · doi:10.3389/fdgth.2021.721919 · record verified 2026-08-29

What was done

Narrative review describing the evolution of actigraphy and wearable sleep-tracking technology from early movement-based sensors in the 1970s to modern multisensory devices incorporating triaxial accelerometers, heart rate, and heart rate variability.

What was found

The abstract reports no numerical findings, sensitivity/specificity statistics, or quantitative comparisons. It qualitatively details the history of actigraphy, physiological rationale for cardiovascular metrics, validation against polysomnography, practical applications, limitations, and future directions.

Why it matters

Synthesizes how the integration of multi-sensor physiological metrics improves real-world sleep and circadian rhythm detection beyond single-axis movement detection.

Limits

As a narrative review, it reports no new human data, sample sizes, search strategy, or pooled statistical performance metrics relative to gold-standard polysomnography.

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