ArticleAdvanced materials (Deerfield Beach, Fla.)2026
AI-Guided 4D Printing of Carnivorous Plants-Inspired Microneedles for Accelerated Wound Healing.
Article in Advanced materials (Deerfield Beach, Fla.), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 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
5 citing papers in PubMed.
- Antifibrotic hydrogel strategies for scarless tissue regeneration: mechanisms, design, and application.Bioactive materials · 2027Review
- Octopus-inspired suction-cup microneedle patch enables intralesional SMAD7/Budesonide co-delivery to disrupt TGF-β-driven fibrotic remodeling.Materials today. Bio · 2026Article
- The cutting-edge advancements in biomaterials under the guidance of intelligence and bionics.Regenerative biomaterials · 2026Review
- Evolution of 3D-Printed Microneedles toward Closed-Loop Theranostic Platforms.Research (Washington, D.C.) · 2026Review
- Waste-to-Treasure: Nanozyme-Integrated Photocatalytic Microneedles Reconfigure Diabetic Burn Wounds via Endogenous Glucose-to-HResearch (Washington, D.C.) · 2026Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
22 authors.
Funding
Abstract
Artificial intelligence (AI) integrated with bioinspired design enables the development of materials that adapt and dynamically respond to biological cues. In this study, a Drosera capensis-inspired thermo-responsive microneedle (MN) platform was developed, integrating motion, surface, and functional mimicry through AI-guided 4D printing. Shape memory polymers (SMPs) composed of tert-butyl acrylate (tBA) and 1,6-hexanediol diacrylate (HDDA) were designed to exhibit reversible shape recovery upon thermal stimulation. The complex shape-memory behavior was quantitatively modeled using multiple machine learning (ML) algorithms, including support vector regression (SVR), extreme gradient boosting (XGB), and Gaussian process regression (GPR). Among them, GPR demonstrated superior predictive accuracy (R
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.