A few-shot text embedding classification framework achieves high agreement with human coders (Cohen's Kappa 0.74-0.83) on a simulated exhaustive coding task over 2,899 physics education survey responses.
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A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings
A few-shot text embedding classification framework achieves high agreement with human coders (Cohen's Kappa 0.74-0.83) on a simulated exhaustive coding task over 2,899 physics education survey responses.