Wrote this last yr. before jumping back into clinical ML but never got around to sharing it. Added some 2019 updates (clinical BERT and approach for industry applications).
I updated the appendix with a few papers from 2019 but it felt like there were 10X more papers compared to 2018 (which is fantastic!). But, instead of making the appendix even longer, I highly recommend just following http://www.arxiv-sanity.com/search?q=health to stay up-to-date.
Even if you’re not in the health space, you’ll find ingenious interpretability techniques and tips leveraged by researchers out of necessity of being in the clinical space. I conclude with a realist note on the challenges that lie ahead for safely transitioning research to the clinical setting.