Real ChatGPT answer + Gemini simulation · index seedPqyXayHcc3ccompleteAI OverviewHealth and wellness · telehealthinformational
What are the current interstate medical licensure compact rules for a virtual family medicine physician licensed in Ohio who wants to treat patients residing in Florida and Texas?
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search34 queries10/30/2026
Download run
Gemini unique queries
32
2 in ≥ half the passes · stability 35%
ChatGPT real searches predicted
50%
1 of 2 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
What are the current interstate medical licensure compact rules for a virtual family medicine physician licensed in Ohio who wants to treat patients residing in Florida and Texas?
32 unique queries · 3 passes
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. 32 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.
ChatGPT2 real searches · gpt-650% predicted
2026 Interstate Medical Licensure Compact Ohio Florida Texas member states eligibility letter of qualification telemedicine rules official Google ↗
Florida Board of Medicine telehealth out of state physician license requirements official Texas Medical Board telemedicine out of state physician license official Google ↗
- Interstate Medical Licensure Compact · med.ohio.gov
- Interstate Medical Licensure Compact · flboardofmedicine.gov
- September 2025 · imlcc.com
- General FAQs · imlcc.com
- Interstate Medical Licensure Compact Application · tmb.texas.gov
- Texas Occupations Code Section 151.056 (2025) - Application to Telemedicine :: 2025 Texas Statutes :: U.S. Codes and Statutes :: U.S. Law :: Justia · law.justia.com
- Texas Administrative Code, Chapter 175, Section 175.1 - License Required | Texas Administrative Code · regulations.justia.com
- Interstate Medical Licensure Compact website · imlcc.com
- Statutes & Constitution :View Statutes : Online Sunshine · wwwo.leg.state.fl.us
- FAQs « Telehealth · flhealthsource.gov
- Licensing · floridasosteopathicmedicine.gov
- Florida Statutes §456.47 – Use of Telehealth to Provide Services · leg.state.fl.us
- Florida Department of Health – Telehealth FAQs and Registration · flhealthsource.gov
- Licensing across state lines · telehealth.hhs.gov
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.
Colour
SimulatedReal search
Hover a query to see its counterpart · click a topic to focus it · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +
Queries
32 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
interstate medical licensure compact rules for ohio physicians REFORMULATION | Google ↗ AI Mode ↗ | Understand how the Interstate Medical Licensure Compact applies specifically to doctors with an Ohio primary license. | — | web_article | imlc compact membership and fees | 2x of 3 | |
is texas a member of the interstate medical licensure compact ENTITY EXPANSION | Google ↗ AI Mode ↗ | Check if Texas currently participates in the IMLC network. | — | faq_page | imlc compact membership and fees | 2x of 3 | |
interstate medical licensure compact member states 2024 ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to verify if Florida and Texas are currently participating members of the Interstate Medical Licensure Compact. | — | web_article | imlc compact membership and fees | 1x of 3 | |
how to apply for imlc letter of qualification ohio REFORMULATION | Google ↗ AI Mode ↗ | The user wants to know the exact steps for an Ohio-licensed physician to obtain a Letter of Qualification through the IMLC. | — | how_to_steps | letter of qualification application pro… | 1x of 3 | |
can an ohio doctor use imlcc to practice telehealth in florida RELATED | Google ↗ AI Mode ↗ | Determine if Florida allows practicing via telehealth using the Interstate Medical Licensure Compact. | — | web_article | virtual care across state lines | 1x of 3 | |
is florida a member of the interstate medical licensure compact ENTITY EXPANSION | Google ↗ AI Mode ↗ | Check if Florida currently participates in the IMLC network. | — | faq_page | imlc compact membership and fees | 1x of 3 | |
telehealth practice rules across state lines imlc RELATED | Google ↗ AI Mode ↗ | The user wants to understand how telemedicine laws interact with IMLC rules when practicing across state borders. | — | faq_page | telehealth practice and prescribing rul… | 1x of 3 | |
imlc vs traditional medical licensure by endorsement COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare the Interstate Medical Licensure Compact process with traditional multi-state licensure. | — | comparison_table | imlc versus traditional licensure | 1x of 3 | |
florida vs texas telehealth physician licensing requirements COMPARATIVE | Google ↗ AI Mode ↗ | Compare the out-of-state telehealth registration laws between Florida and Texas. | — | comparison_table | state specific telehealth registration | 1x of 3 | |
telehealth prescribing rules across state lines imlc IMPLICIT | Google ↗ AI Mode ↗ | Learn the legal requirements for prescribing medication via telehealth to patients in other states under the compact. | — | pdf_whitepaper | telehealth practice and prescribing rul… | 1x of 3 | |
can a doctor use imlc for purely virtual care in other states IMPLICIT | Google ↗ AI Mode ↗ | The user wants to know if the compact allows 100% telehealth practice without having a physical office in the destination state. | — | glossary/definition | virtual care across state lines | 1x of 3 | |
imlcc member states list 2024 ENTITY EXPANSION | Google ↗ AI Mode ↗ | Obtain the complete and up-to-date list of states participating in the IMLC. | — | dataset | current imlc member states list | 1x of 3 | |
imlc vs state medical board licensing requirements COMPARATIVE | Google ↗ AI Mode ↗ | Understand the differences between obtaining a license through the compact versus traditional individual state licensure. | — | comparison_table | imlc versus traditional licensure | 1x of 3 | |
florida telemedicine registration requirements out of state physicians RELATED | Google ↗ AI Mode ↗ | The user wants to know if Florida requires separate telehealth registration even if licensed via the IMLC. | — | web_article | state specific telehealth registration | 1x of 3 | |
telehealth practice rules for family medicine doctors across state lines PERSONALIZED | Google ↗ AI Mode ↗ | Understand general multi-state telehealth regulations tailored to family medicine practitioners. | — | web_article | telehealth practice and prescribing rul… | 1x of 3 | |
how to apply for letter of qualification interstate medical licensure compact RELATED | Google ↗ AI Mode ↗ | Find step-by-step instructions on obtaining the initial Letter of Qualification required by the IMLC. | — | how_to_steps | letter of qualification application pro… | 1x of 3 | |
texas medical board out of state telehealth rules RELATED | Google ↗ AI Mode ↗ | The user wants to know Texas-specific regulations for out-of-state physicians providing virtual care. | — | web_article | telehealth practice and prescribing rul… | 1x of 3 | |
how to apply for a letter of qualification through imlc ohio REFORMULATION | Google ↗ AI Mode ↗ | Learn the step-by-step process for an Ohio physician to get a Letter of Qualification. | — | how_to_steps | letter of qualification application pro… | 1x of 3 | |
family medicine telehealth practice across state lines regulations REFORMULATION | Google ↗ AI Mode ↗ | Explore general rules governing virtual family medicine practices operating across multiple states. | — | web_article | telehealth practice and prescribing rul… | 1x of 3 | |
imlc physician renewal requirements ohio principal license PERSONALIZED | Google ↗ AI Mode ↗ | The user wants to know how license renewals work for a physician using Ohio as their State of Principal Licensure under the IMLC. | — | faq_page | imlc renewal and eligibility requiremen… | 1x of 3 | |
florida out of state telehealth provider registration process RELATED | Google ↗ AI Mode ↗ | Find out if Florida requires a separate registration for out-of-state telehealth providers even with a compact license. | — | how_to_steps | state specific telehealth registration | 1x of 3 | |
can out of state doctors treat patients in florida via telehealth RELATED | Google ↗ AI Mode ↗ | Determine Florida's specific laws regarding out-of-state physicians providing telehealth services. | — | web_article | virtual care across state lines | 1x of 3 | |
interstate medical licensure compact fees and costs RELATED | Google ↗ AI Mode ↗ | The user wants to understand the financial costs associated with obtaining and renewing licenses through the IMLC. | — | pricing_page | imlc compact membership and fees | 1x of 3 | |
texas medical board telemedicine license out of state physician RELATED | Google ↗ AI Mode ↗ | Check Texas Medical Board policies on telemedicine practice by physicians licensed elsewhere. | — | pdf_whitepaper | state specific telehealth registration | 1x of 3 | |
texas telehealth provider registration for out of state physicians RELATED | Google ↗ AI Mode ↗ | Determine if Texas requires a special telehealth license or registration for out-of-state doctors. | — | faq_page | state specific telehealth registration | 1x of 3 | |
family medicine board certification requirements for imlc eligibility REFORMULATION | Google ↗ AI Mode ↗ | The user wants to verify if family medicine board certification meets the clinical qualifications for the IMLC. | — | checklist | imlc renewal and eligibility requiremen… | 1x of 3 | |
imlc member states list ENTITY EXPANSION | Google ↗ AI Mode ↗ | View the complete and current list of all states participating in the Interstate Medical Licensure Compact. | — | dataset | current imlc member states list | 1x of 3 | |
imlcc vs endorsement license for practicing in multiple states COMPARATIVE | Google ↗ AI Mode ↗ | Compare using the IMLC versus traditional medical licensure by endorsement. | — | comparison_table | imlc versus traditional licensure | 1x of 3 | |
continuing medical education cme requirements for imlc renewal IMPLICIT | Google ↗ AI Mode ↗ | Discover how CME requirements affect license renewals under the Interstate Medical Licensure Compact. | — | faq_page | imlc renewal and eligibility requiremen… | 1x of 3 | |
what counts as the state of principal licensure in imlc IMPLICIT | Google ↗ AI Mode ↗ | Understand the criteria for establishing a State of Principal Licensure (SPL) when practicing virtually. | — | glossary/definition | imlc versus traditional licensure | 1x of 3 | |
interstate medical licensure compact fees and timeline REFORMULATION | Google ↗ AI Mode ↗ | Determine the costs and expected processing time for obtaining licenses through the IMLC. | — | pricing_page | imlc compact membership and fees | 1x of 3 | |
imlc process checklist for physicians REFORMULATION | Google ↗ AI Mode ↗ | Get a checklist of requirements and documents needed to complete the IMLC process successfully. | — | checklist | imlc renewal and eligibility requiremen… | 1x of 3 |
Passes
Does another pass still surface new queries? A flattening curve means the fan-out has stabilised.
Geminix = pass, y = cumulative unique queries
| Model | Pass | Target | Generated | Seconds | Tokens (in / out) | Notes |
|---|---|---|---|---|---|---|
| gemini-3.5-flash-lite | 1 | 12 | 12 | — | 931 / 1,401 | |
| gemini-3.5-flash-lite | 2 | 10 | 10 | — | 931 / 1,244 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 931 / 1,464 |