We present an automated framework for extracting structured information from scientific literature using hierarchical multi‐agent coordination. Applied to 1469 titanium‐based antibacterial coating papers, MatInform achieves F1 = 0.905 and enables knowledge graph construction, model fine‐tuning, and interpretable SHAP‐based materials analysis.
Jiaojiao Su +7 more
wiley +1 more source
Learning physical interactions to compose biological large language models. [PDF]
Clark JD, Dean TJ, Shukla D.
europepmc +1 more source
Unveiling New Perspectives on the Hirota–Maccari System With Multiplicative White Noise
ABSTRACT In this study, we delve into the stochastic Hirota–Maccari system, which is subjected to multiplicative noise according to the Itô sense. The stochastic Hirota–Maccari system is significant for its ability to accurately model how stochastic affects nonlinear wave propagation, providing valuable insights into complex systems like fluid dynamics
Mohamed E. M. Alngar +3 more
wiley +1 more source
Surpassing genetic height potential at final adult height after monthly depot leuprolide therapy in Taiwanese girls with central precocious or early puberty: a ROC-based analysis. [PDF]
Lin PC, Lai YW, Lo FS.
europepmc +1 more source
Multi‐Agent Reinforcement Learning for Joint Police Patrol and Dispatch
ABSTRACT Police patrol units need to split their time between performing preventive patrol and being dispatched to serve emergency incidents. In the existing literature, patrol and dispatch decisions are often studied separately. We consider joint optimization of these two decisions to improve police operations efficiency and reduce response time to ...
Matthew Repasky, He Wang, Yao Xie
wiley +1 more source
The complex interaction between obesity and puberty and its implications for pubertal timing: a review of recent evidence. [PDF]
Coelho E Oliveira K +2 more
europepmc +1 more source
Antiplatelet agents target the cyclooxygenase‐1 (COX‐1)/thromboxane A2 (TXA2) and adenosine diphosphate (ADP)‐P2Y12 (cytochrome P450 2C19 [CYP2C19]‐metabolized) platelet activation pathways, resulting in either drug resistance or over‐inhibition. The individualized therapeutic window balances ischemic risk (triggered by high on‐treatment platelet ...
Guoliang Zhu +7 more
wiley +1 more source
Longitudinal Study of Adolescent Brain Connectivity Development Using Sign-Aware Graph Theory Metrics. [PDF]
Viswanathan S +3 more
europepmc +1 more source
Validity of the 2-Image Lateral Trochlear Inclination to Determine Patellar Instability Due to Trochlear Dysplasia. [PDF]
Pace JL +4 more
europepmc +1 more source

