I'd love to see a blinded study of this! Personally, I agree that my comments, while not angry, were the most aggressive thus far in the thread. You'd want to be careful how it's worded, interesting to run a few trials asking which person is more emotional/angry/aggressive.
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I am a psychologist. It really is easy to collect data. There are free survey platforms that can handle this. No programming needed
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The screenshots won't make good stimuli since they are going to induce context collapse IMHO.
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I guess it all depends what point what you are testing. But if you want to show somebody (a single person, not a population level inference) is sexist you need more than a few Tweet screenshots to chuck to some Mturkers.
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Also the fact that you want to run a test to check if somebody is sexist makes me think you have a strange prior for how likely somebody (a white dude in science) is sexist? You can use Occam's razor here instead of run some essentially pointless experiment.

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Another issue is wiping the names off might not be enough to hide gender. As gender might be predictable from content of tweet: http://u.cs.biu.ac.il/~koppel/papers/male-female-text-final.pdf …
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Either way, here's a tutorial if you are curious: "I've put together a series of tutorials to help experimental psychologists learn to code Turk studies using HTML, CSS and Javascript (with jQuery)." https://bradylab.ucsd.edu/ttt/
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And the tutorial won't even explain how to control for confounds and actually design a goo experiment. For that you will probably have to just do it easy way and just go do a PhD in Exp Psych as over Twitter I can't really mentor you appropriately.
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