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RESEARCH PAPER · Small Methods · 2023

High‐Throughput Synthesis and Machine Learning Assisted Design of Photodegradable Hydrogels

Maximilian Seifermann, Patrick Reiser, Pascal Friederich, Pavel A. Levkin

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High‐Throughput Synthesis and Machine Learning Assisted Design of Photodegradable HydrogelsOriginalWhat is missing in autonomous discovery: open challenges for the community44ANDeS: An automated nanoliter droplet selection and collection device7Layered nanomaterials for renewable energy generation and storage15Artificial intelligence for life sciences: A comprehensive guide and future trends48Development and application of Few-shot learning methods in materials science under data scarcity47Multifunctional hydrogel-based engineered extracellular vesicles delivery for complicated wound healing60AI energized hydrogel design, optimization and application in biomedicine194Recent Advances in Machine Learning Assisted Hydrogel Flexible Sensing13Multiscale engineering of brain organoids for disease modeling10A review of biopolymer-based hydrogels and IoT integration for enhanced diabetes diagnosis, management, and treatment10Trendbericht Makromolekulare Chemie 20240AI-driven 3D bioprinting for regenerative medicine: From bench to bedside101The application of machine learning in 3D/4D printed stimuli-responsive hydrogels30Inverse design workflow discovers hole-transport materials tailored for perovskite solar cells183Droplet Microarrays for Miniaturized and High‐Throughput Experiments: Progress and Prospectives13Hydrophilic/Omniphobic Droplet Arrays for High-throughput and Quantitative Enzymology1Next-Generation Hydrogel Design: Computational Advances in Synthesis, Characterization, and Biomedical Applications46Recent Advances in Machine Learning‐Assisted Design and Development of Polymer Materials13Machine Learning in Gel-Based Additive Manufacturing: From Material Design to Process Optimization44A Smart Workflow for Performing the Electrochemical Evaluation of Fuel Cell Catalysts in a Precise Way with Ultra-High Reproducibility4Recent advances in hydrogel-based drug delivery systems for enhanced cancer therapy: A review20Skin Relevant Biomaterials from Wound Healing, Medical Aesthetics, Flexible Electronics to Artificial Intelligence and Beyond35Smart hydrogels for tissue engineering and regenerative medicine: how far have we come14Integrative Approaches for DNA Sequence‐Controlled Functional Materials1Intelligent Sensing: The Emerging Integration of Machine Learning and Soft Sensors Based on Hydrogels and Ionogels25Interactive Tool for Customizing Hydrogel Properties in Practical Applications1Rapid screening of the stability of polyacrylamide-based hydrogel coatings via droplet microarray analysis and interpretable machine learning7AI-assisted design and application of wound dressings3AI-driven interpretation and prediction of embedded printability based on rheology2Applications of Stimuli‐Responsive Hydrogels in Renewable Energy: A Review6On-chip hydrogel microfibers for biomedical sensing applications0Towards sustainable exploration of chemical spaces with machine learning0Hydrogel‐Based Functional Materials: Classifications, Properties, and Applications5Chitosan/MXene hydrogels for biomedical and self-powered health-monitoring bioelectronics: Challenges and strategic solutions6Shape Memorable and Self‐Healable Smart Hydrogels and Emerging Directions6Precise Design of Hydrogels by Machine Learning-Assisted Solvent Exchange Strategy3Smart responsive hydrogels combined with AI design for tumor therapy5Machine Learning‐Driven Molecule Additives for High‐Performance Perovskite Solar Cells with Bandgap Universality and Scalability1Smart hydrogels for overcoming cancer multidrug resistance1Modelling the impact of temperature on nanocarrier behavior: Thermodynamics, structural transitions, and drug release23D bioprinting strategies for diabetic wound healing: Functional bioinks, vascularization, and immune modulation0Ultra‐High‐Throughput Discovery of Multifunctional Polyphenolic Coatings on Droplet Microarrays1Convergence and innovative applications of cutting-edge biomedical technologies in brain organoid research0Structure-function relationship and intelligent regulation of polysaccharide and protein-based hydrogels in food fresh-keeping packaging: A review2Application of Smart Hydrogels in Diabetic Wound Management: Microenvironment-Responsive Strategies and Clinical Translation Challenges0Artificial intelligence-driven 3D bioprinting hydrogels for wound healing: From design to closed-loop therapy2Biomedical Materials and Fabrication Methods for Construction of In Vitro Neurovascular Unit Models0Machine Learning for the Design and Optimization of Bio-Nanomaterials0Data-Driven Development of Biomedical Hydrogels for Controlled Drug Delivery: Clinical Applications and Emerging Machine-Learning Approaches0Intelligent biointerfaces for hemostasis and wound repair: The evolution from passive coverage to closed-loop intervention0Data-Driven Identification of GelMA Hydrogel Formulations with Bioink-Relevant Properties Using Design of Experiments (DoE) and Machine Learning (ML)0Hydrogel-based reprogramming of the tumor inflammatory microenvironment: from mechanotransduction and dynamic materials to adaptive immunotherapy0Nanocellulose-based intelligent hydrogels for flexible sensing: Design strategies, responsive mechanisms, and artificial intelligence-enabled functionalities0

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