ArticleNature2025
Ultrabroadband and band-selective thermal meta-emitters by machine learning.
Article in Nature, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 24 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
24 citing papers in PubMed.
- Q-LEAP: Millisecond Hyperdimensional Optimization for Full-Spectrum Optical Metamaterials.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Multi-objective and cross-scale inverse design of temperature-control materials via physics-constrained machine learning.National science review · 2026Article
- Bridging Horizontal to Vertical Radiative Cooling.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Physics-Aware Machine-Learning-Driven Inverse Design of Broadband Ultra-Open Acoustic Metamaterials.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Multispectral Synergistic Electrochromic Regulator With Triple Atmospheric Windows Selectivity for Global Building Energy Saving.Advanced materials (Deerfield Beach, Fla.) · 2026Article
- Hybrid deep reconstruction for vignetting-free upconversion imaging through scattering in epsilon-near-zero materials.Light, science & applications · 2026Article
- Large-scale data-driven inverse EM design based on metacircuit-embedded surface.Nature communications · 2026Article
- Machine Learning-Optimized Single-Atom Catalysts Enable Microenvironment-Adaptive Chemodynamic-Bioorthogonal Cancer Therapy.Advanced materials (Deerfield Beach, Fla.) · 2026Article
- Broadband Radiative Heat Transfer Suppression via Dispersion-Engineered Metasurfaces.Nature communications · 2026Article
- Collaborative passive cooling of impact-hardening interfaces enabled by nacre-mimetic design.Nature communications · 2026Article
- Machine learning-assisted highly efficient thermal management in function-oriented thermochromic smart windows.Light, science & applications · 2026Article
- A Novel Prediction-Optimization Machine Learning Framework for Nanofluid-Based Photovoltaic/Thermal Systems.Nanomaterials (Basel, Switzerland) · 2026Article
- Building with Light: Photoactive Colloids as the Next Generation Meta-Atoms.Nano letters · 2026Review
- MxDiffusion: A Physics-Aware Maxwell's Law-Guided Diffusion Model Strategy for Inverse Photonic Metasurface Design.Nano letters · 2026Article
- Preserving spectral selectivity of radiative cooling textile under sweating conditions in hot urban environments.Nature communications · 2026Article
- Microenvironment regulation in nanomaterial synthesis.Chemical science · 2026Review
- Helicity-selective and spectrally tunable chiral thermal emissions.Nature communications · 2026Article
- Femtosecond laser synthesis of multiscale high-entropy alloys/graphene composites for high-performance Joule heating.Nature communications · 2026Article
- Dual Janus foam for directional thermal management.Nature communications · 2026Article
- Temperature-Dependent Infrared Engineering for Extreme Environments: All-Dielectric Thermal Photonic Metamaterials Stable at 1873 K in Air.Nano-micro letters · 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
17 authors.
Funding
Abstract
Thermal nanophotonics enables fundamental breakthroughs across technological applications from energy technology to information processing
Indexed as
Identifiers
40604179What 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.