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HCPCS (“hick pics”) codes

HCPCS stands for Healthcare Widespread Process Coding System. HCPCS codes are generally pronounced like “hick pics.” I used to be curious/afraid to see what DALL-E would create with the immediate “HCPCS hick pics” and was pleasantly stunned that it produced the picture above. Extra on that latter.

Trying to find medical codes

I sometimes have to seek for medical codes—ICD-9 codes, ICD-10 codes, SNOMED codes, and so forth.—together with HCPCS codes. Right here’s some information that’s imagined to comprise a sure form of code; does it? Or, extra importantly, this textual content is meant to have been scrubbed of medical codes; was it?

Probably the most correct approach to seek for HCPCS codes could be to have a whole listing of codes and seek for each. There are a pair the explanation why this isn’t so helpful. Initially, I’m doing a fast scan, not writing information validation software program. So a quick-and-dirty common expression is ok. Actually, it’s higher: I could also be extra enthusiastic about discovering issues that appear to be HCPCS codes than precise HCPCS codes. The previous would come with some typos or codes that had been added after my script was written.


One other benefit of utilizing an everyday expression that approximates HCPCS codes is that HCPCS codes are copyrighted. I don’t know whether or not a script utilizing a listing of HCPCS codes could be honest use, however it doesn’t matter if I’m utilizing an everyday expression.

Based on Wikipedia, “CPT is a registered trademark of the American Medical Affiliation, and its largest single supply of earnings.” CPT is a part of HCPCS, specifically Stage I. It’s controversial that CPT codes are a industrial product whose use is required by legislation.

Code patterns

There are three ranges of HCPCS codes. Stage I is synonymous with CPT and consists of five-digit numbers. It’s straightforward to seek for five-digit numbers, say with the common expression d{5}, however after all many five-digit numbers aren’t medical codes. But when textual content that has supposedly been stripped of medical codes (and zip codes) has loads of five-digit numbers, it may very well be one thing to look into.

Stage II and Stage III codes are five-character codes consisting of 4 digits and both an F or a T. So that you may search on d{4}[FT]. Whereas a five-digit quantity is more likely to be a false constructive when looking for HCPCS codes, four-digits following by an F or T is extra more likely to be successful.

In regards to the picture

I edited the picture that DALL-E produced two methods. First, I cropped it vertically; the unique picture had much more grass on the backside.

Second, I lowered the decision. The photographs DALL-E generates are very giant. Even after reducing off the decrease half of the picture, the remaining half was over a megabyte. I used Squoosh to scale back the picture to 85 kb. Curiously, after I opened the squooshed output in GIMP and lowered the decision additional, the picture truly bought bigger, so went again to the output from Squoosh.

The picture seems extra pure than something I’ve made utilizing DALL-E. I have a look at the picture and assume it could be good to be there. However should you have a look at the barn carefully, it has a bit of of that surreal high quality that DALL-E photos often have. This isn’t {a photograph} or a portray.

This dialogue of AI-generated photos is a little bit of a rabbit path, however it does tie in with looking for medical codes. Each are a kind of forensic criticism: is that this what it’s imagined to be or is one thing misplaced? When on the lookout for errors or fraud, it’s important to have a look at information equally to the way in which you may analyze a picture.

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