Is anyone aware of tools or manuscripts discussing the use of sentiment analysis on the title and abstract fields of research articles indexed by Pubmed?
I ran some more generic SA tools, but sanity checking of the results produced appeared to identify a skew towards calling the tone positive when it was actually netural.
Thank you!
Not sure that helps but there is beautiful recent research on NLP analysis of pubmed abstracts: https://www.biorxiv.org/content/10.1101/2023.04.10.536208v2 they also have interactive website: https://static.nomic.ai/pubmed.html , and youtube video: https://youtu.be/A2HmdO8cApw (start with that timestamp) and "twittorial":
Really excited to present new work by @ritagonmar: we visualized the entire PubMed library, 21 million biomedical and life science papers, and learned a lot about --
— Dmitry Kobak (@hippopedoid) April 13, 2023
THE LANDSCAPE OF BIOMEDICAL RESEARCHhttps://t.co/OhEx7iSjlU
Joint work with @CellTypist and @benmschmidt. 1/n pic.twitter.com/anMwignuae
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i moved this to an answer, then accepted it.
tyvm