00950nas a2200253   4500000000100000000000100001008003900002260001600041653002800057653001200085653002000097653003700117653001600154653002400170653002100194653002000215100001700235245006600252856008200318300001300400490000700413520026200420022001400682       0                             d  cApr 6, 202610aArtificial intelligence10aBudgets10aDecision making10aInstitutional funding of science10apeer review10aResearch assessment10aResearch funding10aResearch grants1 aPeter Kolarz00aThe time has come for big changes to improve research funding  uhttps://journals.plos.org/plosbiology/article?id=10.1371/journal.pbio.3003754  ae30037540 v243 aThe competitive research funding system is at a breaking point. Innovations to address ongoing problems are needed on a grander scale than ever before, but even this will not suffice to fix a struggling system. What we need is a whole system transformation.  a1545-7885