army1987 comments on Critiquing Gary Taubes, Part 2: Atkins Redux - Less Wrong
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(Of course it depends on how much fat those people had before.)
Admittedly not terribly strong evidence, but see Figure 1 in this study.
It doesn't look at the effect on mortality (if I read it correctly, it's at least using actual deaths rather than an estimate) of losing fat or trying to lose fat.