Evidence map›Paper›PMID 41506904›Full record

ArticleAdvanced science (Weinheim, Baden-Wurttemberg, Germany)2026

Design of Single-Atom Catalysts Anchored in N-Doped Biphenylene Using Symbolic Regression for Electrocatalytic Nitrate Reduction to Ammonia.

Zheng Shu, Zhangsheng Shi, Huaxian Jia, Huifang Xu, Zian Xu, Zhongheng Li, Man-Fai Ng, Teck Leong Tan, Fuqiang Huang, Yongqing Cai

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Advanced science (Weinheim, Baden-Wurttemberg, Germany), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Interfacial Tandem Catalysis Over a CuSn(OH)Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026
    Article
  2. Review
  3. Article
  4. Article
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

10 authors.

Zheng ShuJoint Key Laboratory of the Ministry of Education, Institute of Applied Physics and Materials Engineering, University of Macau, Macau, Macau SAR, 999078, China.
Zhangsheng ShiDepartment of Chemistry, City University of Hong Kong, Hong Kong, Hong Kong SAR, 999077, China.
Huaxian JiaTencent, AI for Life Sciences Lab, Shenzhen, 518057, China.
Huifang XuJoint Key Laboratory of the Ministry of Education, Institute of Applied Physics and Materials Engineering, University of Macau, Macau, Macau SAR, 999078, China.
Zian XuJoint Key Laboratory of the Ministry of Education, Institute of Applied Physics and Materials Engineering, University of Macau, Macau, Macau SAR, 999078, China.
Zhongheng LiJoint Key Laboratory of the Ministry of Education, Institute of Applied Physics and Materials Engineering, University of Macau, Macau, Macau SAR, 999078, China.
Man-Fai NgInstitute of High Performance Computing (IHPC), Agency for Science, Technology and Research (A∗STAR), 1 Fusionopolis Way, #16-16 Connexis, Singapore, 138632, Singapore.
Teck Leong TanInstitute of High Performance Computing (IHPC), Agency for Science, Technology and Research (A∗STAR), 1 Fusionopolis Way, #16-16 Connexis, Singapore, 138632, Singapore.
Fuqiang HuangState Key Laboratory of Metal Matrix Composites, School of Materials Science and Engineering, Shanghai Jiao Tong University, Shanghai, 200240, China.
Yongqing CaiJoint Key Laboratory of the Ministry of Education, Institute of Applied Physics and Materials Engineering, University of Macau, Macau, Macau SAR, 999078, China.ORCID https://orcid.org/0000-0002-3565-574X

Funding

Natural Science Foundation of China 22022309Natural Science Foundation of Guangdong Province 2024A1515011161Natural Science Foundation of Guangdong Province, China 2021A1515010024Science and Technology Development Fund from Macau SAR FDCT-0163/2019/A3
6 · The paper itself

Abstract

Electrocatalytic nitrate reduction (NO

Indexed as

ammonia productioncatalysts designnitrate reductionsymbolic regression

Identifiers

PMID41506904
PMCPMC12931251

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.