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Lumifer comments on "Is Science Broken?" is underspecified - Less Wrong
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What do you mean by immediate impact on choices? Very few people make choices based on what the psychological theory of the day says they must do.
The most impactful branches are probably medicine and economics. They are medium-fucked, I think, because at the psych/anthro levels of dysfunction your patients just die or your economy implodes and people tend to dislike such things :-/
Now that I'm thinking about it, psychological papers probably have more effect in the LW-sphere than in the world generally. Are you counting nutrition as part of medicine?
Nutrition is particularly bad and sits at the edge of medicine, I'd say.
Parenting might be even worse, with plenty of contradictions between self-proclaimed experts, one claiming something is very important to do, the other claiming you must never do it under any circumstances.