Evidence map›Paper›PMID 42094669›Full record

ArticleChemical science2026

Integrated learning-assisted design of metal-nitrogen-carbon single-atom catalysts: electronegativity regulates the coupling rules of interfacial valence electrons.

Hang Zhang, Zishan Luo, Xi Sun, Yuhang Zhou, Wenhao Yan, Jiawei Li, Tao Zhang, Hong Cui, Weizhi Tian, Rong Feng and 1 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Chemical science, 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

11 authors.

Hang ZhangSchool of Mechanical Engineering, Shaanxi University of Technology Hanzhong Shaanxi 723001 China hongcui@snut.edu.cn tianweizhi@snut.edu.cn.
Zishan LuoSchool of Mechanical Engineering, Shaanxi University of Technology Hanzhong Shaanxi 723001 China hongcui@snut.edu.cn tianweizhi@snut.edu.cn.
Xi SunSchool of Mechanical Engineering, Shaanxi University of Technology Hanzhong Shaanxi 723001 China hongcui@snut.edu.cn tianweizhi@snut.edu.cn.
Yuhang ZhouSchool of Mechanical Engineering, Shaanxi University of Technology Hanzhong Shaanxi 723001 China hongcui@snut.edu.cn tianweizhi@snut.edu.cn.
Wenhao YanSchool of Mechanical Engineering, Shaanxi University of Technology Hanzhong Shaanxi 723001 China hongcui@snut.edu.cn tianweizhi@snut.edu.cn.
Jiawei LiSchool of Mechanical Engineering, Shaanxi University of Technology Hanzhong Shaanxi 723001 China hongcui@snut.edu.cn tianweizhi@snut.edu.cn.
Tao ZhangSchool of Mechanical Engineering, Shaanxi University of Technology Hanzhong Shaanxi 723001 China hongcui@snut.edu.cn tianweizhi@snut.edu.cn.
Hong CuiSchool of Mechanical Engineering, Shaanxi University of Technology Hanzhong Shaanxi 723001 China hongcui@snut.edu.cn tianweizhi@snut.edu.cn.ORCID https://orcid.org/0000-0003-0537-5533
Weizhi TianSchool of Mechanical Engineering, Shaanxi University of Technology Hanzhong Shaanxi 723001 China hongcui@snut.edu.cn tianweizhi@snut.edu.cn.
Rong FengSchool of Mechanical Engineering, Shaanxi University of Technology Hanzhong Shaanxi 723001 China hongcui@snut.edu.cn tianweizhi@snut.edu.cn.
Hongkuan YuanSchool of Physical Science and Technology, Southwest University Chongqing 400715 China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Single-atom catalysts (SACs) have demonstrated great potential in the electrochemical nitrogen reduction reaction (NRR). However, the electronic regulation mechanism of intermediate adsorption on SACs remains unclear, and conventional density functional theory (DFT) calculations fail to establish a universal "structure-performance" relationship. This study is based on coordinated single-atom structures (M-NnCm-GN), anchored at defect sites of nitrogen-doped graphene (GN), and develops an AdaBoost-XGB integrated model (

Identifiers

PMID42094669
PMCPMC13142277

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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.