performed pretty comparably so here's a sort of complicated results table we got from our chest x-ray experiments and if we look at where transfer and random initialization perform comparably it's actually for most of the table and in some cases transfer even sorry random initialization even outperforms transfer secondly and and interestingly we observed that these simple vanilla kind of networks actually performed about as well as these standard imagenet architectures so we weren't really trying to optimize for performance we