What counts in your group
Work your readers already do- AI second-read validationReading alongside a tool and logging where its score disagrees with yours.
- Protocols for new capture methodsDeciding how to read a reconstructed automated ultrasound set, and when to recall.
- Comparison priorsGetting years of outside priors in front of a reader or tool to spot change.
- Handheld versus automatedFinding which regions read better by hand, then changing the protocol.
- Reader-level outcomesUsing reader-level outcomes to test a new protocol.
- Vendor beta programsBuilding your own protocol around a vendor's beta release.
- Algorithm revalidationRe-reading your data set each time a vendor reconfigures the algorithm.
- Cloud reading platformsDesigning how your reads run on a new cloud platform when nobody knew if it would hold.
The four questions, for radiology groups
§41's four-part test- Did you bring in a reading tool or protocol new to your group?It doesn't have to be new to the specialty.
- Did it take real know-how?Your reads rest on biology and imaging physics; the tools on computer science.
- Were you unsure at the start?Does the algorithm flag the right region at the right depth? Your group can't know until your readers test it.
- Did you try options to find out?Scoring every read against the tool and acting on the mismatches is exactly that.
Unsure about any of these? That's what the call is for. The four-part test in plain English
Radiology groups ask
Isn't the AI tool the vendor's research?
The product is theirs. Whether it works on your studies, against your readers, at your sites is a question only your group can answer.
The normal read still happens. What counts on top of it?
The added work: scoring the tool, chasing down disagreements, and revising the protocol. The standard read itself doesn't count.
Do our peer review and QA records help?
It's some of the best evidence there is. Outcomes by reader and by site show the experiment and its result.
We read for sites in several states. Does that matter?
State credits differ, and the study checks each one. Where the work happened decides which state's rules apply.
Filing, how far back, exams, and costs: common questions.
For your CPA: where the credit goes on Form 1120, 1120-S, 1065, or 1040.
Give us thirty minutes.
Bring the radiologist who runs your tool evaluations. You'll leave knowing whether your group's work qualifies.
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