Could my morning bad breath be caused by acid reflux or sleep apnea, and what tests should I ask our family physician to run this week?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Could my morning bad breath be caused by acid reflux or sleep apnea, and what tests should I ask our family physician to run this week?
3 real searches · 1 real-search pass
clinical guidelines evaluation halitosis causes dental oral hygiene dry mouth GERD sleep apnea testing primary careGoogle ↗
OBSERVEDReason
AASM obstructive sleep apnea diagnostic testing guideline polysomnography home sleep apnea test adults symptomsGoogle ↗
OBSERVEDInstruction
ACG GERD guideline diagnostic testing endoscopy reflux monitoring symptomsGoogle ↗
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
clinical guidelines evaluation halitosis causes dental oral hygiene dry mouth GERD sleep apnea testing primary care Google ↗
AASM obstructive sleep apnea diagnostic testing guideline polysomnography home sleep apnea test adults symptoms Google ↗
ACG GERD guideline diagnostic testing endoscopy reflux monitoring symptoms Google ↗
- Clinical Practice Guideline for Diagnostic Testing for Adult Obstructive Sleep Apnea: An American Academy of Sleep Medicine Clinical Practice Guideline · pmc.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
- ACG Clinical Guideline: Guidelines for the Diagnosis and Management of Gastroesophageal Reflux Disease · pmc.ncbi.nlm.nih.gov
- Diagnosis and management of extraesophageal gastroesophageal reflux disease (GERD) · gastro.org
- Bad breath · nhs.uk
- Table: Some Causes of Halitosis-Merck Manual Professional Edition · merckmanuals.com
- Xerostomia (Dry Mouth) · ada.org
- Breath odor: MedlinePlus Medical Encyclopedia · medlineplus.gov
- Halitosis - StatPearls · ncbi.nlm.nih.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
clinical guidelines evaluation halitosis causes dental oral hygiene dry mouth GERD sleep apnea testing primary care OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
AASM obstructive sleep apnea diagnostic testing guideline polysomnography home sleep apnea test adults symptoms OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
ACG GERD guideline diagnostic testing endoscopy reflux monitoring symptoms OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |