ArticleNature2025
Data-driven de novo design of super-adhesive hydrogels.
Article in Nature, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 55 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
55 citing papers in PubMed.
- Artificial intelligence-assisted design of self-assembling peptide hydrogels for neural regeneration: Principles and opportunities.Bioactive materials · 2027Review
- 3D-Printed Bioadhesive Interfaces as Proliferative Niches for Tissue Repair.Cell proliferation · 2026Review
- Design and applications of barrier membranes for guided bone regeneration.Bioactive materials · 2026Review
- AI for bioactive materials: From material design to biological applications.Bioactive materials · 2026Review
- Nonlinear Ion-Specific Control of Underwater Adhesion by Bottlebrush Polymer Interfaces.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Smart Bioinks for 4D Bioprinting: Requirements, Design, and Applications.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Review
- Data-Driven Development of Biomedical Hydrogels for Controlled Drug Delivery: Clinical Applications and Emerging Machine-Learning Approaches.Journal of functional biomaterials · 2026Review
- Bioadhesive Hydrogels for Tissue Repair: Design Strategies, Adhesion Mechanisms, and Emerging Applications.Molecules (Basel, Switzerland) · 2026Review
- Artificial intelligence virtual bone organoids (AIVBOs).Journal of orthopaedic translation · 2026Review
- Hydrogen-bond-mediated retention of a phenolic SNAP analogue in polyvinyl alcohol/PEG hydrogels for sustained nitric oxide release and antibacterial activity.Smart molecules : open access · 2026Article
- Recent Advances in Biomimetic Hydrogels for Bioelectronics and Human-Machine Interactions.Gels (Basel, Switzerland) · 2026Review
- Rapid fabrication of stretchable, ultratough, and rigid polymer materials.Science advances · 2026Article
- Robust Stitching Interface and Deep Learning Empowered Hydrogel Human-Machine Interface.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Macroscopic assembly of supramolecular coacervates for underwater adhesion.Nature communications · 2026Article
- Programmable Hydrogels for Surgical Interface Control: Function-Based Design, DNA-Based Molecular Modules, and Translational Evaluation.Gels (Basel, Switzerland) · 2026Review
- Bioengineering DNA-based hydrogels for regenerative medicine: A review of programmable design, chemical synthesis and therapeutic potential.Materials today. Bio · 2026Review
- Strong Adhesives Mediated by Dynamic Phase-Locking.Advanced materials (Deerfield Beach, Fla.) · 2026Article
- An agent-guided peptide hydrogel bio-stabilizer clamps pericellular viscoelastic drift.Nature communications · 2026Article
- Intelligent Hydrocolloid-Based Delivery Systems: Innovations in Pharmacy and Cosmetics.Molecules (Basel, Switzerland) · 2026Review
- Research Progress on Natural Polysaccharide Hydrogels in the Diagnosis and Treatment of Colorectal Cancer.Gels (Basel, Switzerland) · 2026Review
Corrections and comments
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Authors and funding
9 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Data-driven methodologies have transformed the discovery and prediction of hard materials with well-defined atomic structures by leveraging standardized datasets, enabling accurate property predictions and facilitating efficient exploration of design spaces
Indexed as
Identifiers
What OpenQuestion 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 OpenQuestion graph.