Evidence map›Paper›PMID 42474853›Full record

ReviewNano-micro letters2026

Engineering Noble Metals Single-Atom Catalysts for Photothermal-Enhanced Photocatalytic Hydrogen Production.

Luyu Zhou, Sixiang Liu, Lei Mou, Quan Xie, Wensheng Yang, Xiangyan Luo, Guolong Wu, Maosheng Ye, Wang Zhang, Jie Peng and 2 more

Abstract readReview
In one paragraph

Review in Nano-micro letters, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

12 authors.

Luyu ZhouDepartment of Electronic Science and Technology, Institute of Advanced Optoelectronic Materials and Technology, College of Big Data and Information Engineering, Guizhou University, Guiyang, 550025, People's Republic of China.
Sixiang LiuCentre Énergie Matériaux Télécommunications, Institut National de La Recherche Scientifique (INRS), Varennes, QC, J3X 1P7, Canada.
Lei MouDepartment of Electronic Science and Technology, Institute of Advanced Optoelectronic Materials and Technology, College of Big Data and Information Engineering, Guizhou University, Guiyang, 550025, People's Republic of China.
Quan XieDepartment of Electronic Science and Technology, Institute of Advanced Optoelectronic Materials and Technology, College of Big Data and Information Engineering, Guizhou University, Guiyang, 550025, People's Republic of China. qxie@gzu.edu.cn.
Wensheng YangDepartment of Electronic Science and Technology, Institute of Advanced Optoelectronic Materials and Technology, College of Big Data and Information Engineering, Guizhou University, Guiyang, 550025, People's Republic of China.
Xiangyan LuoDepartment of Electronic Science and Technology, Institute of Advanced Optoelectronic Materials and Technology, College of Big Data and Information Engineering, Guizhou University, Guiyang, 550025, People's Republic of China.
Guolong WuDepartment of Electronic Science and Technology, Institute of Advanced Optoelectronic Materials and Technology, College of Big Data and Information Engineering, Guizhou University, Guiyang, 550025, People's Republic of China.
Maosheng YeDepartment of Electronic Science and Technology, Institute of Advanced Optoelectronic Materials and Technology, College of Big Data and Information Engineering, Guizhou University, Guiyang, 550025, People's Republic of China.
Wang ZhangState Key Laboratory of Metal Matrix Composites, Shanghai Jiao Tong University, Shanghai, 200240, People's Republic of China. wangzhang@sjtu.edu.cn.
Jie PengLaboratory for Quantum Engineering and Micro-Nano Energy Technology, School of Physics and Optoelectronic, Xiangtan University, Xiangtan, 411105, People's Republic of China.
Shuhui SunCentre Énergie Matériaux Télécommunications, Institut National de La Recherche Scientifique (INRS), Varennes, QC, J3X 1P7, Canada. shuhui.sun@inrs.ca.
Junlong TianDepartment of Electronic Science and Technology, Institute of Advanced Optoelectronic Materials and Technology, College of Big Data and Information Engineering, Guizhou University, Guiyang, 550025, People's Republic of China. jltian169@163.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Photothermal-enhanced photocatalytic hydrogen evolution (PHE) converts nonradiative losses into localized interfacial heating, while precious-metal single-atom catalysts (SACs) offer atom-efficient and well-defined active sites. However, progress remains difficult to compare and translate because reaction-zone temperatures are often poorly constrained, the active forms of single atoms under light and heat are rarely verified, and performance in model suspensions does not readily extend to practical reactors or long-term operation. This Review summarizes major material platforms for photothermal harvesting and single-atom site design, and defines key support requirements, including strong light absorption, efficient charge and heat transport, and stable anchoring sites. It also outlines the typical roles of different noble metals and proposes actionable frameworks for the field. Thermometry-anchored protocols help disentangle thermal, photochemical, and synergistic effects through temperature-matched controls, absorption-normalized kinetics, and activation-energy benchmarks. An operando and ultrafast evidence framework tracks coordination, valence, charge transfer, and intermediates in real time, enabling verification of dynamic active sites. Finally, scale-relevant design rules connect photon and heat management with mass transport, bubble dynamics, scalable synthesis, and long-term validation, guiding photocatalysis toward mechanistically accountable and deployable solar H

Indexed as

Noble metalsOperando thermometryPhotocatalytic hydrogen evolutionPhotothermal-enhanced photocatalysisSingle-atom catalysts

Identifiers

PMID42474853
PMCPMC13385534

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.