Medical Libraries are all out of date. LLMs still lie and are not regulated

I can sort it out.  I was writing more to myself to write down my intentions. MESH has a long pedigree and its interactions with other classifications, complex and filled with many distractions and stories.  I will look at the whole history of MESH again and study the various languages together.

Thank you for replying.

Things are a bit scattered. Or there are just many red herrings.

https://mesh.inserm.fr/FrenchMesh/ – https://mesh.inserm.fr/FrenchMesh/conditions_fr.htm
https://mesh.kib.ki.se/
https://decs.bvsalud.org/

http://mesh.uia.no/ Link broken
https://www.loterre.fr/presentation/
https://www.cismef.org/cismef/
Germany Multilingual Browser — https://pubmed.ncbi.nlm.nih.gov/35062172/
==> https://ebooks.iospress.nl/doi/10.3233/SHTI220653, Usability Evaluation of a Modern Multilingual MeSH Browser ==> download link inaccessible by simple methods.WikiMESH at https://pubmed.ncbi.nlm.nih.gov/35612105/
Arabic, Catalan, Farsi (Iran), Mandarin Chinese, Korean, Serbian, and Ukrainian
FullMESH at https://pubmed.ncbi.nlm.nih.gov/31596475/
==>https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7523651/
–> Medical Text Indexer
–> MeSHLabeler
–> DeepMeSH
–>MeSHProbeNet
–>BioASQ
–>MESHNow
Every country, every medical school, every medical library, every journal, every publisher, and many nonprofits, hospitals and others. Subject headings do not answer questions and they are blunt pointers that mostly say “find something over there to read, read it yourself, and figure it out your self.(“medical AIs”) has 21,400 entry points
(“medical AIs” “MESH”) has 88 entries, mostly not very relevant

It is like a party where every page wears a strange different costume. Each search page is completely different, not just the colors and languages, but it seems the purpose. I cannot tell for sure. Compared to the newer parts of the Internet, these old DOI pages are clumsy and often broken or obscure.I have pretty much given up on Library of Congress and libraries in general with respect to the Internet. They all sit inside their four walls and do not look at the whole world as one network where all libraries work as one – and do not use it to enrich themselves or demand taxes.

Automatic Annotation of PubMed Articles with MeSH Qualifiers (Jul 2023) at https://pubmed.ncbi.nlm.nih.gov/38082894/

34 million documents on PubMed

(“LLMs” “pubmed”) has 60,100 entry points, but there is no clear human oversight for the training and use of LLMs that are expensive for large use, often falsify answers, cannot trace sources and cannot or will not trace logic.  I recommend that NO LLM be trusted where human life or property are involved. Even “medical trials” are problematic, because even very learned and wise humans can be tricked by slick LLM wrapper programs (LWPs) since those groups, none of them are regulated or publicly audited and verifiable.I have a plan now, but I will just use what I already have. Many of the old methods are too costly anyway, when sensors and AIs, and the Internet are changing the way humans treat knowledge. Not as something stored in musty building and dusty books. Or even in vaults and storehouses or committees. The whole of this LLM based AI craze can be corrected, but I expect a few thousand people will die or be mistreated first for it to rise to consciousness of old systems.

Most of these articles are out of date.  A few months is a generation now. I have no power. I can only recommend and suggest.  I have tried to tell Elon Musk to hurry and do it right, but he hired really young people with no subject matter experience, only computing and a very narrow part of that. The others are going to take decades – they get paid whether they do anything or not.

(“LLMs” “pubmed”) has MANY good results for the last month, but Google is still broken and not counting when you set a date range. If one were to simply click and copy and paste and edit, and click it would not be too hard to make a list of those people actively working on how to use LLMs (which can be used to index full text of the Internet, including PubMed and the worlds medical libraries and medical journals and the worlds case data.  People love conferences, and press releases, speeches and big money grants and shows of effort.
I am rather tired. If you are enthusiastic, pardon me for not getting excited by the mess that is out there right now. If it takes me hours or days to sort out, then most people who have not spent decades at it are going to find it difficult to impossible. And I pity the people in rich counties, but can only pray for the souls in poor countries.  I will do the languages for education and jobs and research. But use the whole Internet which is much larger than the LLM datasets. It has to be open because when people die from the bad LLMs eventually it will correct itself.
The LLM groups deliberately prevent their AIs from learning. It is built into the way the operate, and the way they build and use that kind of statistical index. Combining lossless computer methods with very focus language models can work, but no one is doing that. So I am trying to do it alone.
Filed as (Medical Libraries are all out of date. LLMs still lie and are not regulated)
Richard Collins, The Internet Foundation
Richard K Collins

About: Richard K Collins

Director, The Internet Foundation Studying formation and optimized collaboration of global communities. Applying the Internet to solve global problems and build sustainable communities. Internet policies, standards and best practices.


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