Unverified50% confidenceFactExact time
The gendered 'expert pool' phenomenon is often called the 'Matthew effect of authoritative citation' in communication studies.
1
Sources
50%
Confidence
Long-term
Relevance
10/14/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedA 2019 study found systematic gender-association biases in word vector embeddings, for example, "nurse" was highly associated with women while "engineer" was highly associated with men.70% similarUnverifiedPsychological research shows that high-prestige sources trigger the "halo effect," causing audiences to tend to generalize an expert's competence in one domain as an endorsement of all their expressed positions.63% similarUnverifiedThe research team systematically validated the context confusion phenomenon in three domains: gender equality, privacy, and personal safety.62% similarUnverifiedThe gender bias in word embedding models originates from training corpora (such as the Google News corpus) reflecting pre-existing human social attitudes, rather than being artificially introduced.62% similarUnverifiedThe author advocates shifting the object of approval from approving calls (who is called, identity, and permissions) to approving effects (what consequences are produced and their propagation chains)62% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1026336API
curl https://kongchang.com/api/v1/knowledge/claims/1026336MCP
get_claim(id=1026336)