Evidence map›Paper›PMID 42144975›Full record

ArticleAdvanced materials (Deerfield Beach, Fla.)2026

Theory Guided Fine-Tune of Strain Effects in Pt Ternary Alloy via Rare Earth Templating: Achieving High Performance PEMFCs Catalysts.

Qi Zhang, Hong Zhang, Sungho Jeon, Erika Ortega Ortiz, Brooke E Vander Pas, Guangqi Zhu, Yi-Kai Lien, Chenzhao Li, Huayu Guo, Baixu Zhu and 6 more

Abstract read
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In one paragraph

Article in Advanced materials (Deerfield Beach, Fla.), 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

16 authors.

Qi ZhangSchool of Mechanical Engineering, Purdue University, West Lafayette, Indiana, USA.
Hong ZhangDepartment of Chemistry, Stony Brook University, Stony Brook, New York, USA.
Sungho JeonDepartment of Materials Science and Engineering, University of Pennsylvania, Philadelphia, Pennsylvania, USA.
Erika Ortega OrtizDepartment of Materials Science and Engineering, University of Pennsylvania, Philadelphia, Pennsylvania, USA.
Brooke E Vander PasDepartment of Earth and Environmental Sciences, Indiana University, Indianapolis, Indiana, USA.
Guangqi ZhuSchool of Mechanical Engineering, Purdue University, West Lafayette, Indiana, USA.
Yi-Kai LienSchool of Materials Engineering, Purdue University, West Lafayette, Indiana, USA.
Chenzhao LiSchool of Mechanical Engineering, Purdue University, West Lafayette, Indiana, USA.ORCID https://orcid.org/0000-0002-6836-376X
Huayu GuoDepartment of Chemistry, Indiana University, Bloomington, Indiana, USA.
Baixu ZhuDepartment of Chemistry, Indiana University, Bloomington, Indiana, USA.
Yaroslav LosovyjDepartment of Chemistry, Indiana University, Bloomington, Indiana, USA.
Gabriel M FilippelliDepartment of Earth and Environmental Sciences, Indiana University, Indianapolis, Indiana, USA.
Xingchen YeDepartment of Chemistry, Indiana University, Bloomington, Indiana, USA.
Eric A StachDepartment of Materials Science and Engineering, University of Pennsylvania, Philadelphia, Pennsylvania, USA.
Ping LiuDepartment of Chemistry, Stony Brook University, Stony Brook, New York, USA.ORCID https://orcid.org/0000-0001-8363-070X
Jian XieSchool of Mechanical Engineering, Purdue University, West Lafayette, Indiana, USA.

Funding

National Science Foundation 1531492National Science Foundation NNCI-2025608University of Pennsylvania Materials Research Science and Engineering Center DMR-2309043US Department of Energy DE-SC0012704 through BNL-FWP CO-040
6 · The paper itself

Abstract

The sluggish kinetics and insufficient durability of platinum-based catalysts remain crucial barriers limiting proton-exchange-membrane fuel cells (PEMFCs) deployment. Here, we report a theory-guided synthesis combined with rare-earth templating to realize a previously inaccessible Pt

Indexed as

ORRPEMFCsPt ternary alloysrare earth metalstrain effectstheory‐guided designvolcano plots

Identifiers

PMID42144975
PMCPMC13288199

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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.