black box ai medicine artificial intelligence

Taking the mystique out of the Black Box for AI in medicine

Deep learning (DL) is the top performer in data-intensive tasks [1, 2] and thus has the potential to improve personalized, predictive, precise, and preventive health enabled by multiple state-of-the-art measurement technologies and big data. For instance, DL has been shown to surpass human performance in pathology [3] and Electrocardiogram (ECG) [4]. However, in contrast to…

ai visual vizualization radiology medicine artificial intelligence healthcare

AI visualization for radiologists – a guide for developers

Problem Radiologists are visual people. We’re the antithesis of a hematologist – if we can’t see it macroscopically, it probably doesn’t exist – certainly biased, but a not entirely unreasonable opinion given the strength of current image-based diagnosis. However, Radiology is probably in the earliest stages of its biggest change since the introduction of CT…