Academic research code is largely dogshit written as quickly as possible by amateurs, barely tested whatsoever, and the primary intended output of all such code is accumulating paper citations.

A world with half as many scientific papers and twice as much care would produce far more value but the whole enterprise is hopelessly gamified.