About Andrew Janowczyk

Quotes from Andrew Janowczyk

On the safe clinical deployment of AI:

“By focusing not only on innovation, but also on implementation and long-term reliability, our work aims to establish the practical foundations needed for trustworthy clinical AI. We believe the future of digital pathology depends not simply on developing more accurate algorithms, but on providing laboratories with the tools, processes, and evidence required to deploy, monitor, and maintain them safely for years to come.”

On the way the media presents machine and deep learning research:

“I think the potential impact of these evolving technologies cannot be understated, but we need to be careful how we present them to non-practitioners, so as to not facilitate naivety towards the biases and challenges that employing them will create.”

On deciding which problems to tackle:

“Additionally, more and more I am prioritizing “pre-experimental” rigorous scientific methodology in my work. After formulating a hypothesis, I delve deeply into the available data to ascertain whether the hypothesis is justified and if the problem at hand is actually answerable with the data we have. This involves thoroughly checking for potential issues such as batch effects, which can significantly skew results and diminish the impact of our work.”