What are the clinically proven alternatives to CPAP therapy for someone with moderate obstructive sleep apnea who cannot tolerate a mask?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the clinically proven alternatives to CPAP therapy for someone with moderate obstructive sleep apnea who cannot tolerate a mask?
3 real searches · 1 real-search pass
AASM clinical practice guideline oral appliance therapy obstructive sleep apnea CPAP intolerance custom titratable follow-up sleep testingGoogle ↗
OBSERVEDInstruction
AASM AADSM surgical referral guideline obstructive sleep apnea CPAP intolerant hypoglossal nerve stimulation DISE complete concentric collapseGoogle ↗
OBSERVEDConsequence
AASM positional therapy obstructive sleep apnea evidence weight loss bariatric surgery moderate OSA guidelineGoogle ↗
OBSERVEDReason
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 (3)
Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
AASM clinical practice guideline oral appliance therapy obstructive sleep apnea CPAP intolerance custom titratable follow-up sleep testing Google ↗
AASM AADSM surgical referral guideline obstructive sleep apnea CPAP intolerant hypoglossal nerve stimulation DISE complete concentric collapse Google ↗
AASM positional therapy obstructive sleep apnea evidence weight loss bariatric surgery moderate OSA guideline Google ↗
- Referral of adults with obstructive sleep apnea for surgical consultation: an American Academy of Sleep Medicine clinical practice guideline · pmc.ncbi.nlm.nih.gov
- Surgical Treatments for Obstructive Sleep Apnea: Updated Guidelines From the American Academy of Sleep Medicine · aafp.org
- Clinical Guideline for the Evaluation, Management and Long-term Care of Obstructive Sleep Apnea in Adults · aasm.org
- Use of polysomnography and home sleep apnea tests for the longitudinal management of obstructive sleep apnea in adults: an American Academy of Sleep Medicine clinical guidance statement · pmc.ncbi.nlm.nih.gov
- Sleep Apnea (Obstructive) · ada.org
- Clinical Practice Guideline for the Treatment of Obstructive Sleep Apnea and Snoring with Oral Appliance Therapy: An Update for 2015: An American Academy of Sleep Medicine and American Academy of Dental Sleep Medicine Clinical Practice Guideline · pmc.ncbi.nlm.nih.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
AASM clinical practice guideline oral appliance therapy obstructive sleep apnea CPAP intolerance custom titratable follow-up sleep testing OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
AASM AADSM surgical referral guideline obstructive sleep apnea CPAP intolerant hypoglossal nerve stimulation DISE complete concentric collapse OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
AASM positional therapy obstructive sleep apnea evidence weight loss bariatric surgery moderate OSA guideline OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |