Role of artificial intelligence and machine learning in nanosafety

DA Winkler - Small, 2020 - Wiley Online Library
Robotics and automation provide potentially paradigm shifting improvements in the way
materials are synthesized and characterized, generating large, complex data sets that are …

[HTML][HTML] Practices and trends of machine learning application in nanotoxicology

I Furxhi, F Murphy, M Mullins, A Arvanitis, CA Poland - Nanomaterials, 2020 - mdpi.com
Machine Learning (ML) techniques have been applied in the field of nanotoxicology with
very encouraging results. Adverse effects of nanoforms are affected by multiple features …

Artificial intelligence and machine learning empower advanced biomedical material design to toxicity prediction

AV Singh, D Rosenkranz, MHD Ansari… - Advanced Intelligent …, 2020 - Wiley Online Library
Materials at the nanoscale exhibit specific physicochemical interactions with their
environment. Therefore, evaluating their toxic potential is a primary requirement for …

Greener nanoscience: a proactive approach to advancing applications and reducing implications of nanotechnology

JE Hutchison - ACS nano, 2008 - ACS Publications
Nanotechnology continues to offer new materials and applications that will benefit society,
yet there is growing concern about the potential health and environmental impacts of …

Advanced tools for the safety assessment of nanomaterials

B Fadeel, L Farcal, B Hardy, S Vázquez-Campos… - Nature …, 2018 - nature.com
Engineered nanomaterials (ENMs) have tremendous potential to produce beneficial
technological impact in numerous sectors in society. Safety assessment is, of course, of …

Machine learning-integrated omics for the risk and safety assessment of nanomaterials

F Ahmad, A Mahmood, T Muhmood - Biomaterials science, 2021 - pubs.rsc.org
With the advancement in nanotechnology, we are experiencing transformation in world
order with deep insemination of nanoproducts from basic necessities to advanced …

[HTML][HTML] Artificial intelligence and machine learning disciplines with the potential to improve the nanotoxicology and nanomedicine fields: a comprehensive review

AV Singh, M Varma, P Laux, S Choudhary… - Archives of …, 2023 - Springer
The use of nanomaterials in medicine depends largely on nanotoxicological evaluation in
order to ensure safe application on living organisms. Artificial intelligence (AI) and machine …

[HTML][HTML] A framework for grouping and read-across of nanomaterials-supporting innovation and risk assessment

V Stone, S Gottardo, EAJ Bleeker, H Braakhuis… - Nano Today, 2020 - Elsevier
According to some legislation grouping can streamline data gap filling for the hazard
assessment of substances. The GRACIOUS Framework aims to facilitate the application of …

[HTML][HTML] Progress towards standardized and validated characterizations for measuring physicochemical properties of manufactured nanomaterials relevant to nano …

X Gao, GV Lowry - NanoImpact, 2018 - Elsevier
Managing the risks of manufactured nanomaterials requires the ability to accurately and
reproducibly measure the physical and chemical properties of these materials that are …

A predictive toxicological paradigm for the safety assessment of nanomaterials

H Meng, T Xia, S George, AE Nel - ACS nano, 2009 - ACS Publications
The rate of expansion of nanomaterials calls for the consideration of appropriate
toxicological paradigms in the safety assessment of nanomaterials. We advocate a …