Malik sajeel Malik Amjad Ali
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Reading a document is easy. Understanding its meaning is the real challenge.
While building AI-powered medical document intelligence systems, I’ve been learning that extracting words is only one part of the problem.
Consider this sentence:
“Patient denies chest pain.”
A system might...
Cognate AI — Services We Provide
Medical Document Intelligence Convert unstructured medical documents into structured, usable healthcare data. Technologies: Python, FastAPI, OCR, LLMs, Pydantic, PostgreSQL
Medical OCR & Document Processing Extract text and document structure from...
OCR can read a prescription. It can't tell you what the medication is.
That sounds odd, so here's the difference.
After OCR, a scanned prescription becomes text:
"Amoxicillin 500 mg twice daily for 7 days"
That's a real step forward. The page is no longer a flat image.
But to...
one diagnosis. Five different ways to write it.
Type 2 Diabetes. T2DM. DM2. Diabetes mellitus type II. Type II diabetic.
A clinician sees one concept. A software system sees five different strings, which makes healthcare data hard to search, compare and integrate.
The...
