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The classification score for each image reflects the extent to which the expressed emotion matches the intended emotion.
Finally, expected and intended emotion ended up being highly similar, with correlation coefficients of 0.74 for arousal and 0.70 for valence.
Intended emotion annotations were performed three times by a single expert, expected to be very consistent.
The intended emotion annotations are meant to capture the emotional response that the movie tries to evoke in the viewer, without taking into account whether it is actually successful.
Results show that almost all of the five virtual park scenarios were able to elicit the intended emotion.
It felt like we were being walked through the moves but never feeling enough of the intended emotion.
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Thus, while listeners recognize intended emotions, it is possible that they do not actually experience emotional responses to music in such tasks [24].
Yet people rarely state their intended emotions, even when the stakes are high.
To confirm that the subjects were experiencing the intended emotions, researchers monitored their heart rates and asked them to categorize their feelings about each photo.
Annotating procedure: Two types of annotation were performed, with experienced emotion annotated by student volunteers and intended emotions annotated by experts; expected emotion was derived from the experienced emotion annotations.
The behavioural results show that the musical clips were capable of eliciting the intended emotions of sadness, surprise, and happiness.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com