Intraspecific Niche Evolution in a Drought Deciduous Shrub With Implications for Climate Resiliency. [PDF]
Ecol EvolPennartz KJ, Tanner EP, Clayton MK.
europepmc +1 more source
Advanced Science, EarlyView.To accelerate the inverse design of heterostructured metal matrix composites, a closed‐loop scientific machine learning framework integrates continual learning prediction with NSGA‐II‐PMCP optimization. The framework maps microstructural descriptors to strength, toughness, and modulus, expands high‐quality Pareto solutions, and guides experimentally ...
Zhiyan Zhong +11 more
wiley +1 more source
Linking the religious and social environment to sexual minority mental health. [PDF]
Am J Community PsycholTodd NR +4 more
europepmc +1 more source
Automation and Active Learning for the Multi‐Objective Optimization of Antibody Formulations
Advanced Science, EarlyView.Successful antibody formulation necessitates balancing factors such as thermal stability, colloidal stability, and viscosity across a vast excipient design space. This work integrates robotic liquid handling, high‐throughput biophysical characterization, and multi‐objective Bayesian optimization in an iterative closed‐loop Design‐Build‐Test‐Learn cycle.
D. Christopher Radford +3 more
wiley +1 more source
Significant Contribution of Evolutionary History in Coordinating Plant Size and Functional Traits in Understory Ferns of a Subtropical Secondary Forest. [PDF]
Plants (Basel)Zou S, Huang C, Bai X, Li W, He B.
europepmc +1 more source
A Pan‐Methylome Framework for Population‐Scale Bacterial Epigenomics
Advanced Science, EarlyView.A scalable quantitative framework unlocks population‐level comparative epigenomics in bacteria. By transforming site‐level data into standardized traits, this approach reconstructs methylation‐informed phylogenies and defines the core epigenome.
Bin Ma +22 more
wiley +1 more source
Too Sensitive to Fail: The Impact of Sentiment Connectedness on Stock Price Crash Risk. [PDF]
Entropy (Basel)Cao J, He G, Jiao Y.
europepmc +1 more source
Enhanced Ionic Conductivity at the Solid Electrolyte Interphase of Oxygen‐Doped Li6PS5Cl
Advanced Science, EarlyView.Machine‐learned molecular dynamics and machine‐learning‐based phase identification reveal the kinetically formed SEI at buried Li | Li6PS5Cl interfaces. The SEI is dominated by Li2S‐based anion‐substituted phases, while oxygen doping enhances SEI ionic conductivity.
Sojeong Yang +6 more
wiley +1 more source
A Palearctic divide, niche conservatism and host-fungal endophyte interactions shaped the phylogeography of the grass <i>Brachypodium sylvaticum</i>. [PDF]
Plant DiversDecena MLÁ +6 more
europepmc +1 more source
Advanced Science, EarlyView.An empirical‐aided active learning framework is developed to optimize high‐throughput laser‐induced photothermal annealing of silicon suboxide anodes. By integrating probabilistic machine learning with empirical domain knowledge, this approach achieves optimal electrochemical performance using limited experiments.
Chaeyoung Park +3 more
wiley +1 more source