Occupational medicine
A work-centred approach that links clinical practice, prevention, organisation and employment law.
Thomas Cole, The Oxbow, 1836
AboutWhy this site?
Why this site?
A professional perspective from within the landscape.
AI systems, work organisation and occupational health.
This independent site extends research, publication and training work on AI in occupational health. It separates established evidence, emerging signals and editorial analysis.
In 30 seconds
Essential points
- The site is edited independently by Dr Charles Broutin, occupational physician.
- Published work includes the use of LLMs as a second reader and an article on psychosocial issues associated with language models.
- The editorial method distinguishes established frameworks, emerging evidence, first-instance rulings and professional analysis.
EstablishedEmergingAnalysis
Profile
Author
Dr Charles Broutin is an occupational physician working on the application and evaluation of artificial intelligence in occupational health. His work focuses on useful but bounded applications, evaluation methods, psychosocial risks and the conditions for responsible deployment.
Artificial intelligence
Training and applied research on large language models, evaluation and occupational-health use cases.
Knowledge translation
Publications, teaching and contributions intended to make rapidly evolving evidence usable by occupational-health professionals.
Publications
Publications and professional activities
The site draws on peer-reviewed or professional publications as well as ongoing research. It does not imply endorsement by institutions mentioned in the author’s career or sources.
INRS · TF 335
Study of a large language model used as a second reader of occupational-health recommendations.
Read the articleArchives des Maladies Professionnelles
Article on large language models and new psychosocial issues at work.
View the DOISpecialised benchmark
Comparative evaluation of LLM performance in French occupational health; results remain withheld here pending publication.
Transparency
Editorial method
Content is dated and revised. Sources are placed as close as practical to the claims they support. Legal information is separated from scientific evidence and from professional interpretation. Material errors can be reported and corrections are made visibly when needed.
Independence
The site is a personal editorial initiative. References to professional bodies or universities describe activities or sources, not institutional sponsorship.
Evidence status
Established law or guidance, emerging findings and editorial analysis are labelled differently where possible.
Limits
The site provides information, not individual medical advice or case-specific legal advice.
Contact
Contact
Professional enquiries, corrections and suggestions can be sent through LinkedIn or the editorial email address listed in the legal notice.
The author can be contacted through his professional profile.
Open LinkedInFrench reference profile
The detailed career and publication page is maintained in French.
Open the French page