12% of OpenAlex English-language journal abstracts exhibit integrity issues, primarily insufficient content and misplaced metadata, identified through a two-stage human-LLM annotation protocol on a random sample of 10,000 items.
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One in Eight OpenAlex Abstracts Has Integrity Issues
12% of OpenAlex English-language journal abstracts exhibit integrity issues, primarily insufficient content and misplaced metadata, identified through a two-stage human-LLM annotation protocol on a random sample of 10,000 items.