How do consumer-grade sleep trackers like the Withings Mat measure sleep stages, and how do they compare against clinical polysomnography accuracy?
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The searches the AI actually ran for this prompt.
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How do consumer-grade sleep trackers like the Withings Mat measure sleep stages, and how do they compare against clinical polysomnography accuracy?
2 real searches · 1 real-search pass
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Searches and sources
ChatGPT2 real searches · gpt-6
Withings Sleep Analyzer polysomnography validation sleep stages accuracy study sensitivity specificity Google ↗
consumer wearable sleep staging polysomnography accuracy systematic review actigraphy heart rate movement REM deep sleep Google ↗
- Performance evaluation of an under-mattress sleep sensor versus polysomnography in > 400 nights with healthy and unhealthy sleep · pubmed.ncbi.nlm.nih.gov
- Performance evaluation of an under‐mattress sleep sensor versus polysomnography in > 400 nights with healthy and unhealthy sleep · pmc.ncbi.nlm.nih.gov
- Performance evaluation of an under‐mattress sleep sensor versus polysomnography in > 400 nights with healthy and unhealthy sleep - Manners - 2025 - Journal of Sleep Research · onlinelibrary.wiley.com
- Evaluating Accuracy in Five Commercial Sleep-Tracking Devices Compared to Research-Grade Actigraphy and Polysomnography · mdpi.com
- A performance validation of six commercial wrist-worn wearable sleep-tracking devices for sleep stage scoring compared to polysomnography · pmc.ncbi.nlm.nih.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Withings Sleep Analyzer polysomnography validation sleep stages accuracy study sensitivity specificity OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
consumer wearable sleep staging polysomnography accuracy systematic review actigraphy heart rate movement REM deep sleep OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |