AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
TL;DR
The proposed ML framework provides a robust and physically interpretable strategy for calcium pectinate formulation optimization and establishes a computationally guided foundation for ALA–βCD oral delivery system development.
pH-responsive hydrogels have attracted considerable attention for biomedical applications because of their ability to undergo controlled swelling under varying environmental conditions. However, accurately predicting swelling behavior remains challenging due to the complex nonlinear interactions between pH and swelling...
Conductive polymer hydrogels that integrate mechanical robustness, self-healing, adhesion, ionic conductivity, and long-term stability are highly desirable for flexible electronics. Herein, a machine learning (ML)-guided strategy was developed to design multifunctional polyacrylamide/chitosan dual-network hydrogels i...
Gelatin methacryloyl (GelMA) hydrogels are promising bioink candidates for extrusion-based 3D bioprinting, but their synthesis and formulation conditions must be optimized to achieve suitable gelation, printability, and mechanical stability. In our study, a design-of-experiments (DoE) and machine-learning-guided work...
Seaweed polysaccharide films are potential alternatives to petroleum-derived flexible packaging, but literature data are sparse and heterogeneous. This study evaluates whether composition-only machine-learning models can prioritize reported seaweed formulations for experimental follow-up near a nominal low-density poly...
Our study focused on fabricating and characterizing a crocin in situ forming hydrogel for endometriosis treatment. An artificial neural network (ANN)-based machine learning (ML) approach was employed to determine the effects of poloxamer 407 (P407) and hyaluronic acid (HA) concentrations on the gelation behavior. The o...
Background/Objectives: The recent advances in pulmonary delivery have shifted the paradigm to the development of inhalable drug-loaded polysaccharide particles that can be positioned at the respiratory interface while reducing the systemic exposure. Quercetin has broad anticancer activity but remains difficult to trans...
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