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github.com
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nature.com
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tratt.net
This is silly. It shows that from a still image, people misattribute emotion in animals and that additional context is needed to interpret the still image.
They acknowledge it by referencing that humans mess this up with humans too. A freeze frame of laughing or crying may look the same.
You don't experience a sad or happy person as a still image. People don't have trouble confusing sadness and happiness in people. Because it takes context.
Why would it be any different and not require context for reading emotions in a dog?