Does the Withings Sleep Tracking Mat detect sleep apnea better than smartphone snoring apps for middle-aged adults
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Does the Withings Sleep Tracking Mat detect sleep apnea better than smartphone snoring apps for middle-aged adults
2 real searches · 1 real-search pass
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
Withings Sleep Analyzer sleep apnea detection validation study sensitivity specificity smartphone snoring apps sleep apnea diagnosis evidence Google ↗
smartphone snoring apps detect obstructive sleep apnea accuracy clinical validation middle aged adults Google ↗
- Validation of the Withings Sleep Analyzer, an under-the-mattress device for the detection of moderate-severe sleep apnea syndrome · pubmed.ncbi.nlm.nih.gov
- Validation of the Withings Sleep Analyzer, an under-the-mattress device for the detection of moderate-severe sleep apnea syndrome · pmc.ncbi.nlm.nih.gov
- Accuracy of a Smartphone Application Measuring Snoring in Adults-How Smart Is It Actually? · pubmed.ncbi.nlm.nih.gov
- Validation of snoring detection using a smartphone app · pmc.ncbi.nlm.nih.gov
- Diagnostic value of smartphone in obstructive sleep apnea syndrome: A systematic review and meta-analysis. · pubmed.ncbi.nlm.nih.gov
- Clinical Practice Guideline for Diagnostic Testing for Adult Obstructive Sleep Apnea: An American Academy of Sleep Medicine Clinical Practice Guideline. · pubmed.ncbi.nlm.nih.gov
- Clinical Use of a Home Sleep Apnea Test: An Updated American Academy of Sleep Medicine Position Statement · 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 sleep apnea detection validation study sensitivity specificity smartphone snoring apps sleep apnea diagnosis evidence OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
smartphone snoring apps detect obstructive sleep apnea accuracy clinical validation middle aged adults OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |