Data‐Guided Photocatalysis: Supervised Machine Learning in Water Splitting and CO2 Conversion
This review highlights recent advances in supervised machine learning (ML) for photocatalysis, emphasizing methods to optimize photocatalyst properties and design materials for solar‐driven water splitting and CO2 reduction. Key applications, challenges, and future directions are discussed, offering a practical framework for integrating ML into the ...
Paul Rossener Regonia +1 more
wiley +1 more source
Life as Counterfactual Geometry: An Adversarial Theory of Biological Function. [PDF]
Buzea CG +7 more
europepmc +1 more source
This study integrates random matrix theory (RMT) and principal component analysis (PCA) to improve the identification of correlated regions in HIV protein sequences for vaccine design. PCA validation enhances the reliability of RMT‐derived correlations, particularly in small‐sample, high‐dimensional datasets, enabling more accurate detection of ...
Mariyam Siddiqah +3 more
wiley +1 more source
Identification of silage bacterial clusters and analysis of their microecological characteristics. [PDF]
Li M, Wu S, Zi X.
europepmc +1 more source
Accelerating Biosensor Discovery: A Computationally‐Driven Pipeline for Microplastics Monitoring
A computationally guided pipeline unites molecular simulation, synthetic biology, electrochemical engineering, and machine learning to accelerate biosensor discovery. A Bacillus anthracis carbohydrate‐binding module is used to develop a high‐performance micro‐ and nanoplastics sensor with greatly reduced error and variability.
Gabriel X. Pereira +13 more
wiley +1 more source
Insights into community profiles, environmental influence, and assembly mechanisms of oyster-associated bacteriome from Yueqing Bay, China via absolute quantitation by metabarcoding. [PDF]
Lin H +5 more
europepmc +1 more source
The 'vulnerability code': Is cell identity the architect of its own decay? [PDF]
Bai D, Cao Z, Zhu C.
europepmc +1 more source
A microbiologist's field guide to community ecology. [PDF]
Beldi L +11 more
europepmc +1 more source
A multiplicative behavioral model of DNA replication initiation in cells. [PDF]
Rahman T.
europepmc +1 more source
Self-supervised reservoir computing with spatial-temporal encoding for identifying critical transitions. [PDF]
Yang N, Kurths J, Liu R, Chen P.
europepmc +1 more source

