Source link : https://health365.info/a-electronic-2d-opinion-self-reliant-detection-of-ai-hallucinations-in-electronic-pathology/
Digital staining & independent high quality and hallucination review (AQuA) for digital staining and electronic pathology. Credit score: Ozcan Lab / UCLA.
Tissue staining is a cornerstone of clinical diagnostics, used to focus on cell buildings and render tissue options visual underneath an optical microscope—crucial for figuring out sicknesses corresponding to most cancers. Historically, this procedure comes to making use of chemical dyes, like hematoxylin and eosin (H&E), to thinly sliced tissue samples.
Whilst efficient, it’s time-consuming, damaging, and resource-intensive. Digital staining, powered by means of AI, provides a transformative choice by means of digitally producing the an identical of histochemically stained pictures from label-free autofluorescence microscopy information.
This computational manner allows sooner, more cost effective, and scalable diagnostics with out the desire for bodily dyes, whilst additionally retaining the tissue pattern for additional research. Then again, like different generative AI fashions, digital staining carries the danger of hallucinations—mistakes the place the AI provides or alters microscopic tissue options that aren’t found in the true specimen.
When those hallucinations seem lifelike, they are able to misinform even skilled pathologists, jeopardizing diagnostic accuracy.
To deal with this problem, a group led by means of Professor Aydogan Ozcan on the College of California, Los…
—-
Author : admin
Publish date : 2025-06-17 16:06:00
Copyright for syndicated content belongs to the linked Source.
—-
1 – 2 – 3 – 4 – 5 – 6 – 7 – 8