ArticleAdvanced materials (Deerfield Beach, Fla.)2026
Developments and Opportunities in Temperature-Responsive Thermal Smart Materials.
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 4 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
4 citing papers in PubMed.
- Multi-objective and cross-scale inverse design of temperature-control materials via physics-constrained machine learning.National science review · 2026Article
- Programmable Hydrodynamic Invisibility Enabled by Machine-Learning-Guided Metamaterials.Advanced materials (Deerfield Beach, Fla.) · 2026Article
- Self-Healing Polymer Nanocomposites: Mechanisms, Structure-Property Relationships, and Emerging Applications.Polymers · 2026Review
- The cutting-edge advancements in biomaterials under the guidance of intelligence and bionics.Regenerative biomaterials · 2026Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
Abstract
Controllable thermal management is essential in environmental-sensitive application scenarios, such as lithium batteries, data centers, and human body systems. This necessity has spurred the development of next-generation intelligent materials. Thermal smart materials (TSMs), which can self-adjust their thermal conductivity (TC) in a specific temperature range in response to external stimuli, have attracted significant interest due to their advantages over traditional temperature control systems or devices, including convenience, efficiency, and compact structure. Here, an overview of the non-temperature-responsive TSMs stimulated is first presented by various factors such as electrical/magnetic, light, mechanical force, humidity, and temperature, followed by a focused summary of the key mechanisms underlying temperature-responsive TSMs that have thermal sensitivity. By addressing existing gaps and opportunities in the field of TSMs, we outlook future directions of thermoresponsive TSMs from three aspects: crystal state transition, reconfigurable chemical structures, and temperature-based multi-mechanism coupling. Finally, the potential applications of TSMs in data centers, electronic components, and individual thermal management are discussed. Based on the existing research on TSMs and the advances in related fields, we hope this perspective will guide the future development of high-performance TSMs.
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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.