Results 221 to 230 of about 527,546 (285)

Challenges and Opportunities in Machine Learning for Light‐Emitting Polymers

open access: yesMacromolecular Rapid Communications, EarlyView.
The performance of light‐emitting polymers emerges from coupled effects of chemical diversity, morphology, and exciton dynamics across multiple length scales. This Perspective reviews recent design strategies and experimental challenges, and discusses how machine learning can unify descriptors, data, and modeling approaches to efficiently navigate ...
Tian Tian, Yinyin Bao
wiley   +1 more source

Active Learning for the Discovery of Antiviral Polymers

open access: yesMacromolecular Rapid Communications, EarlyView.
Machine learning and active learning are integrated to accelerate the discovery of antiviral polymers. Molecular descriptors derived from polymer composition enable predictive modeling of antiviral activity, while unsupervised clustering explores chemical diversity. The active learning workflow identifies optimal candidates for synthesis, demonstrating
Clodagh M Boland   +2 more
wiley   +1 more source

Systematic Deciphering of ATBC Nephrotoxicity Mechanisms via Machine Learning and Single‐Cell Analysis

open access: yesMedicine Bulletin, EarlyView.
This study elucidates the nephrotoxic mechanism of acetyl tributyl citrate (ATBC) by integrating network toxicology, machine learning, and single‑cell multi‑omics analysis to systematically decipher the molecular mechanisms and cell‑type‑specific regulatory networks underlying ATBC‑induced kidney injury. First, a protein‑protein interaction network was
Yimao Wu   +5 more
wiley   +1 more source

The Drug Safety Framework of Avacopan: A Pharmacovigilance Study

open access: yesMedicine Advances, EarlyView.
We identified 11 previously unreported potential adverse events associated with avacopan. No high‐priority clinical events were observed; however, special attention should be paid to the potential possibility of avacopan‐induced vanishing bile duct syndrome (Logos and icons displayed in the sections “Safety Framework” and “Data Sources and ...
Tianqi Chang   +4 more
wiley   +1 more source

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