Top-10 returns from the word2vec algorithm when asked the word analogy query “woman is to doctor what man is to X”.

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Bibliographic Details
Main Author:	Maximin Lange (20528980) (author)
Other Authors:	Alexandros Koliousis (20528983) (author), Feras Fayez (20528986) (author), Eoin Gogarty (18811831) (author), Ricardo Twumasi (7152791) (author)
Published:	2025
Subjects:	Biotechnology Science Policy Mental Health Biological Sciences not elsewhere classified Chemical Sciences not elsewhere classified consequent inequalities related mental health disorders job hunting must glove embedding algorithms mental health bias physical health conditions examined occupational bias depression less healthy similarly healthy psychiatric disorders job searching hence occupational algorithms appear study design psychiatric diagnoses potential misrepresentations models used less employable investigated word2vec graphical representation dtp ). data collection cosine similarities certain characteristics analogy questions
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Top-10 returns from the word2vec algorithm when asked the word analogy query “<i>woman</i> is to doctor what <i>man</i> is to X”.