ReviewPolymers2025
Next-Generation Hydrogel Design: Computational Advances in Synthesis, Characterization, and Biomedical Applications.
Review in Polymers, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
11 citing papers in PubMed.
- Modeling Thixotropic Hydrogel Carriers to Limit Healthy-Tissue Exposure via Localized Drug Retention in Chemotherapy.Polymers · 2026Article
- Article
- Biocompatible Stimuli-Sensitive Natural Hydrogels: Recent Advances in Biomedical Applications.Gels (Basel, Switzerland) · 2025Review
- Artificial Intelligence Driven Innovation: Advancing Mesenchymal Stem Cell Therapies and Intelligent Biomaterials for Regenerative Medicine.Bioengineering (Basel, Switzerland) · 2025Review
- Multifunctional Nanomaterial-Integrated Hydrogels for Sustained Drug Delivery: From Synthesis and Characterization to Biomedical Application.Gels (Basel, Switzerland) · 2025Review
- Smart Hydrogels in Wearable Electronics for Wound Treatments.Small (Weinheim an der Bergstrasse, Germany) · 2025Review
- Field Responsive Swelling of Poly(Methacrylic Acid) Hydrogel-Isothermal Kinetic Analysis.Polymers · 2025Article
- Recent Advances in Hydrogels for Tissue Engineering and Biomedical Therapeutics.Gels (Basel, Switzerland) · 2025Article
- Tailoring Therapy: Hydrogels as Tunable Platforms for Regenerative Medicine and Cancer Intervention.Gels (Basel, Switzerland) · 2025Review
- Exo-hydrogel therapy: a revolutionary approach to managing diabetic complications.Journal of nanobiotechnology · 2025Review
- Advancements in Hydrogels: A Comprehensive Review of Natural and Synthetic Innovations for Biomedical Applications.Polymers · 2025Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Hydrogels are pivotal in advanced materials, driving innovations in medical fields, such as targeted drug delivery, regenerative medicine, and skin repair. This systematic review explores the transformative impact of in-silico design on hydrogel development, leveraging computational tools such as molecular dynamics, finite element modeling, and artificial intelligence to optimize synthesis, characterization, and performance. We analyze cutting-edge strategies for tailoring the physicochemical properties of hydrogels, including their mechanical strength, biocompatibility, and stimulus responsiveness, to meet the needs of next-generation biomedical applications. By integrating machine learning and computational modeling with experimental validation, this review highlights how in silico approaches accelerate material innovation, addressing challenges and outlining future directions for scalable, personalized hydrogel solutions in regenerative medicine and beyond.
Indexed as
Identifiers
What Socratic holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.