Evidence map›Paper›PMID 40746244›Full record

ArticleAdvanced materials (Deerfield Beach, Fla.)2025

Graph Neural Network Driven Exploration of Non-Precious Metal Catalysts for Air-to-Ammonia Conversion.

Chengyi Zhang, Xiaoli Ge, Zihao Jiao, Mengyao Chang, Chuang Zhao, Qingsong Hua, Zhaoqiang Li, Geoffrey I N Waterhouse, Yuguang C Li, Ziyun Wang

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Advanced materials (Deerfield Beach, Fla.), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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.

Chengyi ZhangSchool of Chemical Sciences, University of Auckland, SCIENCE CENTRE 302 - Bldg 302, 23 SYMONDS ST, AUCKLAND CENTRAL, AUCKLAND, 1010, New Zealand, Auckland, 1010, New Zealand.
Xiaoli GeDepartment of Chemistry, University at Buffalo, State University of New York, New York, 14260, USA.
Zihao JiaoSchool of Chemical Sciences, University of Auckland, SCIENCE CENTRE 302 - Bldg 302, 23 SYMONDS ST, AUCKLAND CENTRAL, AUCKLAND, 1010, New Zealand, Auckland, 1010, New Zealand.
Mengyao ChangSchool of Chemical Sciences, University of Auckland, SCIENCE CENTRE 302 - Bldg 302, 23 SYMONDS ST, AUCKLAND CENTRAL, AUCKLAND, 1010, New Zealand, Auckland, 1010, New Zealand.
Chuang ZhaoDepartment of Physics, Faculty of Arts and Sciences, Beijing Normal University, Zhuhai, 519085, China.
Qingsong HuaDepartment of Physics, Faculty of Arts and Sciences, Beijing Normal University, Zhuhai, 519085, China.
Zhaoqiang LiDepartment of Physics, Faculty of Arts and Sciences, Beijing Normal University, Zhuhai, 519085, China.
Geoffrey I N WaterhouseSchool of Chemical Sciences, University of Auckland, SCIENCE CENTRE 302 - Bldg 302, 23 SYMONDS ST, AUCKLAND CENTRAL, AUCKLAND, 1010, New Zealand, Auckland, 1010, New Zealand.
Yuguang C LiDepartment of Chemistry, University at Buffalo, State University of New York, New York, 14260, USA.
Ziyun WangSchool of Chemical Sciences, University of Auckland, SCIENCE CENTRE 302 - Bldg 302, 23 SYMONDS ST, AUCKLAND CENTRAL, AUCKLAND, 1010, New Zealand, Auckland, 1010, New Zealand.ORCID https://orcid.org/0000-0002-2817-8367

Funding

Catalyst: Seeding General 24-UOA-048-CSGMarsden Fund Council from Government funding 21-UOA-237
6 · The paper itself

Abstract

Efficient ammonia production directly from the air with minimal energy consumption remains one of the most challenging and ambitious scientific goals. NH

Indexed as

AI‐driven materials explorationair‐to‐ammonia conversiongraph neural networkshigh‐throughput screeningmicrokinetic modelingnon‐noble catalysts design

Identifiers

PMID40746244
PMCPMC12548500

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.