Evidence map›Paper›PMID 40604179›Full record

ArticleNature2025

Ultrabroadband and band-selective thermal meta-emitters by machine learning.

Chengyu Xiao, Mengqi Liu, Kan Yao, Yifan Zhang, Mengqi Zhang, Max Yan, Ya Sun, Xianghui Liu, Xuanyu Cui, Tongxiang Fan and 7 more

Abstract read
PubMed Publisher
In one paragraph

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.

0numbers the graph read from it
0cells of the map it votes in
24citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

24 citing papers in PubMed.

  1. Q-LEAP: Millisecond Hyperdimensional Optimization for Full-Spectrum Optical Metamaterials.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026
    Article
  2. Article
  3. Bridging Horizontal to Vertical Radiative Cooling.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026
    Article
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

17 authors.

Chengyu XiaoState Key Laboratory of Metal Matrix Composites, School of Materials Science and Engineering, Shanghai Jiao Tong University, Shanghai, P. R. China.ORCID 0009-0006-5297-4933
Mengqi LiuDepartment of Electrical and Computer Engineering, National University of Singapore, Singapore, Singapore.ORCID 0000-0001-5958-6702
Kan YaoMaterials Science and Engineering Program and Texas Materials Institute, The University of Texas at Austin, Austin, TX, USA.ORCID 0000-0002-9144-2618
Yifan ZhangState Key Laboratory of Metal Matrix Composites, School of Materials Science and Engineering, Shanghai Jiao Tong University, Shanghai, P. R. China.
Mengqi ZhangState Key Laboratory of Metal Matrix Composites, School of Materials Science and Engineering, Shanghai Jiao Tong University, Shanghai, P. R. China.
Max YanDepartment of Applied Physics and Electronics, Umeå University, Umeå, Sweden.ORCID 0000-0002-3368-9786
Ya SunState Key Laboratory of Metal Matrix Composites, School of Materials Science and Engineering, Shanghai Jiao Tong University, Shanghai, P. R. China.
Xianghui LiuState Key Laboratory of Metal Matrix Composites, School of Materials Science and Engineering, Shanghai Jiao Tong University, Shanghai, P. R. China.
Xuanyu CuiState Key Laboratory of Metal Matrix Composites, School of Materials Science and Engineering, Shanghai Jiao Tong University, Shanghai, P. R. China.
Tongxiang FanState Key Laboratory of Metal Matrix Composites, School of Materials Science and Engineering, Shanghai Jiao Tong University, Shanghai, P. R. China.ORCID 0000-0003-4255-5138
Changying ZhaoInstitute of Engineering Thermophysics, MOE Key Laboratory for Power Machinery and Engineering, School of Mechanical Engineering, Shanghai Jiao Tong University, Shanghai, P. R. China.ORCID 0000-0003-0023-0378
Wansu HuaState Key Laboratory of Metal Matrix Composites, School of Materials Science and Engineering, Shanghai Jiao Tong University, Shanghai, P. R. China.
Yinqiao YingState Key Laboratory of Metal Matrix Composites, School of Materials Science and Engineering, Shanghai Jiao Tong University, Shanghai, P. R. China.
Yuebing ZhengMaterials Science and Engineering Program and Texas Materials Institute, The University of Texas at Austin, Austin, TX, USA. zheng@austin.utexas.edu.ORCID 0000-0002-9168-9477
Di ZhangState Key Laboratory of Metal Matrix Composites, School of Materials Science and Engineering, Shanghai Jiao Tong University, Shanghai, P. R. China. zhangdi@sjtu.edu.cn.ORCID 0000-0003-2526-8954
Cheng-Wei QiuDepartment of Electrical and Computer Engineering, National University of Singapore, Singapore, Singapore. chengwei.qiu@nus.edu.sg.ORCID 0000-0002-6605-500X
Han ZhouState Key Laboratory of Metal Matrix Composites, School of Materials Science and Engineering, Shanghai Jiao Tong University, Shanghai, P. R. China. hanzhou_81@sjtu.edu.cn.ORCID 0000-0001-6867-9978

Funding

Ministry of Education, Republic of SingaporeNational Natural Science Foundation of ChinaNational Research Foundation, Singapore, under its Medium Sized Centre: Singapore Hybrid-Integrated Next-Generation Electronics CentreNational Science Foundation of ChinaScience and Technology Project of Jiangsu Province
6 · The paper itself

Abstract

Thermal nanophotonics enables fundamental breakthroughs across technological applications from energy technology to information processing

Indexed as

Machine LearningNanotechnologyOptics and PhotonicsTemperatureAlgorithms

Identifiers

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

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.