We need to find a pediatric outpatient surgical center near Chicago that is rated well for tonsillectomies and takes our insurance.
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
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.
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence. 35 queries are still being classified.
What the models actually searched
Each model answered the query with its own web search. These are the searches it ran, matched to the closest simulated query.
- Official website · luriechildrens.org
- Pediatric ENT information · luriechildrens.org
Semantic map
Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.
Queries
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best pediatric outpatient surgical centers chicago tonsillectomy REFORMULATION | Google ↗ AI Mode ↗ | Find top-rated children's ambulatory surgery centers in the Chicago area that perform tonsillectomies. | — | map/local_pack | top rated chicago pediatric surgical ce… | 2x of 3 | |
pediatric outpatient surgical centers chicago tonsillectomy REFORMULATION | Google ↗ AI Mode ↗ | Find specific outpatient surgery centers in the Chicago area that perform tonsillectomies on children. | — | map/local_pack | top rated chicago pediatric surgical ce… | 1x of 3 | |
top children hospitals chicago ENT outpatient surgery reviews RELATED | Google ↗ AI Mode ↗ | Discover reviews and ratings for ear, nose, and throat outpatient departments at Chicago children's hospitals. | — | review_roundup | top rated chicago pediatric surgical ce… | 1x of 3 | |
best children hospitals chicago tonsillectomy reviews RELATED | Google ↗ AI Mode ↗ | Discover top-rated children's hospitals in Chicago for tonsillectomy procedures based on patient reviews. | — | review_roundup | top rated chicago pediatric surgical ce… | 1x of 3 | |
top rated children hospitals chicago tonsillectomy ratings RELATED | Google ↗ AI Mode ↗ | Examine official hospital ratings and reviews for tonsillectomy procedures in Chicago children's hospitals. | — | review_roundup | top rated chicago pediatric surgical ce… | 1x of 3 | |
what to look for in a pediatric outpatient surgery center for tonsillectomy IMPLICIT | Google ↗ AI Mode ↗ | Understand the key safety and quality criteria parents should evaluate when choosing a surgical facility. | — | buyers_guide | pediatric tonsillectomy procedure and r… | 1x of 3 | |
how to prepare child for outpatient tonsillectomy surgery IMPLICIT | Google ↗ AI Mode ↗ | Understand the pre-operative and day-of preparation steps for a pediatric tonsillectomy. | — | how_to_steps | pediatric tonsillectomy procedure and r… | 1x of 3 | |
how to check if pediatric surgical center accepts my health insurance IMPLICIT | Google ↗ AI Mode ↗ | Understand the process of verifying insurance coverage for an outpatient pediatric surgery. | — | how_to_steps | insurance coverage and costs | 1x of 3 | |
lurie children's vs rush pediatric surgery center tonsillectomy comparison COMPARATIVE | Google ↗ AI Mode ↗ | Compare two major Chicago pediatric surgical providers regarding tonsillectomy care and facilities. | — | comparison_table | top rated chicago pediatric surgical ce… | 1x of 3 | |
compare outpatient surgery center vs hospital for pediatric tonsillectomy COMPARATIVE | Google ↗ AI Mode ↗ | Weigh the pros and cons of choosing a standalone outpatient surgical center versus a full hospital for a child's tonsillectomy. | — | comparison_table | pediatric tonsillectomy procedure and r… | 1x of 3 | |
lurie children vs chicago surgical center tonsillectomy comparison COMPARATIVE | Google ↗ AI Mode ↗ | Compare top pediatric surgical options in Chicago for tonsillectomy outcomes and amenities. | — | comparison_table | top rated chicago pediatric surgical ce… | 1x of 3 | |
ambulatory surgery center vs hospital outpatient department tonsillectomy cost safety ENTITY EXPANSION | Google ↗ AI Mode ↗ | Learn the differences between freestanding ambulatory surgery centers and hospital-based centers for pediatric tonsillectomies. | — | web_article | pediatric tonsillectomy procedure and r… | 1x of 3 | |
lurie children's hospital vs university of chicago medicine pediatric surgery ratings ENTITY EXPANSION | Google ↗ AI Mode ↗ | Compare specific major medical centers in Chicago known for pediatric ear, nose, and throat surgeries. | — | comparison_table | top rated chicago pediatric surgical ce… | 1x of 3 | |
pediatric ENT surgical centers illinois outpatient ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify specialized pediatric ear, nose, and throat outpatient surgical facilities in the broader Illinois region. | — | web_article | top rated chicago pediatric surgical ce… | 1x of 3 | |
how to verify if outpatient surgical center accepts my health insurance plan PERSONALIZED | Google ↗ AI Mode ↗ | Determine the necessary steps and resources to check network participation for a specific surgical facility. | — | how_to_steps | insurance coverage and costs | 1x of 3 | |
pediatric ENT surgeon network accepted insurance requirements PERSONALIZED | Google ↗ AI Mode ↗ | Determine how to check if a specific pediatric surgical facility participates in major health insurance networks. | — | faq_page | insurance coverage and costs | 1x of 3 | |
what to expect pediatric outpatient tonsillectomy recovery PERSONALIZED | Google ↗ AI Mode ↗ | Learn about the recovery process and outpatient experience for a child's tonsillectomy. | — | faq_page | pediatric tonsillectomy procedure and r… | 1x of 3 | |
pediatric tonsillectomy outpatient recovery process guidelines RELATED | Google ↗ AI Mode ↗ | Understand what to expect during and immediately after an outpatient tonsillectomy for a child. | — | faq_page | pediatric tonsillectomy procedure and r… | 1x of 3 | |
top rated ambulatory surgery centers chicagoland ENT REFORMULATION | Google ↗ AI Mode ↗ | Identify ambulatory surgery centers in the Chicago metropolitan area specializing in ear, nose, and throat procedures. | — | map/local_pack | top rated chicago pediatric surgical ce… | 1x of 3 | |
outpatient pediatric surgery center vs hospital cost tonsillectomy COMPARATIVE | Google ↗ AI Mode ↗ | Analyze the financial and operational differences between standalone surgical centers and major hospitals. | — | comparison_table | pediatric tonsillectomy procedure and r… | 1x of 3 | |
freestanding pediatric surgery centers illinois accreditation ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify accredited freestanding children's surgical facilities in the state of Illinois. | — | dataset | insurance coverage and costs | 1x of 3 | |
tonsillectomy recovery timeline pediatric patients RELATED | Google ↗ AI Mode ↗ | Learn about the expected recovery duration and post-op care guidelines for children undergoing tonsillectomies. | — | web_article | pediatric tonsillectomy procedure and r… | 1x of 3 | |
in network pediatric surgeons chicago tonsillectomy REFORMULATION | Google ↗ AI Mode ↗ | Find pediatric surgeons in Chicago performing tonsillectomies who participate in major insurance networks. | — | web_article | top rated chicago pediatric surgical ce… | 1x of 3 | |
average cost of pediatric tonsillectomy outpatient surgery without insurance vs with insurance IMPLICIT | Google ↗ AI Mode ↗ | Estimate out-of-pocket expenses for a child's tonsillectomy across different center types. | — | pricing_page | insurance coverage and costs | 1x of 3 | |
what is covered under pediatric outpatient surgery insurance benefits IMPLICIT | Google ↗ AI Mode ↗ | Clarify typical insurance policy coverage for outpatient pediatric surgeries. | — | buyers_guide | insurance coverage and costs | 1x of 3 | |
pediatric tonsillectomy outpatient procedure safety statistics RELATED | Google ↗ AI Mode ↗ | Review safety records and complication rates for outpatient tonsillectomies in children. | — | pdf_whitepaper | pediatric tonsillectomy procedure and r… | 1x of 3 | |
pediatric otolaryngology surgical outcomes safety data chicago REFORMULATION | Google ↗ AI Mode ↗ | Access official clinical quality and safety metrics for pediatric ear, nose, and throat surgery in Chicago. | — | pdf_whitepaper | top rated chicago pediatric surgical ce… | 1x of 3 | |
pediatric tonsillectomy complications risks outpatient vs inpatient COMPARATIVE | Google ↗ AI Mode ↗ | Evaluate the risk factors and complication rates of pediatric tonsillectomies performed in outpatient centers versus inpatient settings. | — | pdf_whitepaper | pediatric tonsillectomy procedure and r… | 1x of 3 | |
questions to ask pediatric surgical center before tonsillectomy IMPLICIT | Google ↗ AI Mode ↗ | Get a checklist of important questions to ask surgical centers regarding insurance, billing, and care. | — | checklist | pediatric tonsillectomy procedure and r… | 1x of 3 | |
questions to ask pediatric surgeon before tonsillectomy consultation RELATED | Google ↗ AI Mode ↗ | Prepare a list of vital questions for the surgical consultation regarding safety, anesthesia, and facility credentials. | — | checklist | pediatric tonsillectomy procedure and r… | 1x of 3 | |
advocate children's hospital pediatric surgical center reviews ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find specific reviews and ratings for Advocate's children's surgical facilities in the Chicago area. | — | review_roundup | top rated chicago pediatric surgical ce… | 1x of 3 | |
major health insurance accepted by chicago children hospitals ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify which insurance plans are commonly accepted by major pediatric providers in Chicago. | — | faq_page | insurance coverage and costs | 1x of 3 | |
do most health insurance plans cover outpatient tonsillectomy at ambulatory centers REFORMULATION | Google ↗ AI Mode ↗ | Check general insurance coverage norms for pediatric tonsillectomies performed at independent surgery centers. | — | faq_page | insurance coverage and costs | 1x of 3 | |
questions to ask pediatric surgeon before child tonsillectomy RELATED | Google ↗ AI Mode ↗ | Find a checklist of important questions to ask during a consultation with a pediatric ENT surgeon. | — | checklist | pediatric tonsillectomy procedure and r… | 1x of 3 | |
ambulatory surgery center pediatric tonsillectomy chicago REFORMULATION | Google ↗ AI Mode ↗ | Locate ambulatory surgery centers (ASCs) in Chicago that perform pediatric tonsillectomies. | — | map/local_pack | top rated chicago pediatric surgical ce… | 1x of 3 |
Passes
Does another pass still surface new queries? A flattening curve means the fan-out has stabilised.
| Model | Pass | Target | Generated | Seconds | Tokens (in / out) | Notes |
|---|---|---|---|---|---|---|
| gemini-3.5-flash-lite | 1 | 12 | 12 | — | 925 / 1,525 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 925 / 1,474 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 925 / 1,463 |