A retraction notice explaining that the article it refers to was initially published in the wrong journal, due to a publisher error.

This article has now been published in the correct journal

All references cited in the section "2.1 Large language models and expert agents" are amongst the 11 ones that are mentioned in the retraction notice for being non-existent.

LLMs, including OpenAI's GPT series and similar frameworks, have revolutionized the understanding and simulation of human-like expertise and decision-making processes. [..] although LLMs offer unparalleled opportunities, ensuring transparency and ethical use remains essential for their integration into expert-driven methodologies.

The GND record 103138900 mixes up two people: the priest and historian "Johannes Kraus" (Wikidata QID: Q140136465) who died around 1484 with the mathematician "Johannes Karl Kraus" (Wikidata QID: Q102405738) who co-authored the book "Robust Algebraic Multilevel Methods and Algorithms" that was published in 2009.

-1484 (Todesjahr ca.)

"Ivelina Georgieva" is associated with the ORCID "0000-0003-1043-1675", however, the corresponding ORCID page https://orcid.org/0000-0003-1043-1675 is associated with the name "Henrique Miguel Pereira".

Ivelina Georgieva

obvious error: the full-text number should be a subset of the total number of papers but 85000 is larger than 62000

of the 62000 papers curated by ChEMBL in EPMC only 85000 are full-text and only 600 OA