Evidence map›Paper›PMID 42578311›Full record

ReviewSmall methods2026

Unveiling the Structure-Performance Relationship in Ruthenium-Based Anode Catalysts for PEM Water Electrolyzers.

Zeeshan Ahmad, Shahid Zaman, Samaneh Shahgaldi

Abstract readReview
In one paragraph

Review in Small methods, 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

3 authors.

Zeeshan AhmadHydrogen Research Institute, Université Du Québec à Trois-Rivières (UQTR), Trois-Rivières, Canada.ORCID https://orcid.org/0009-0004-2703-2405
Shahid ZamanHydrogen Research Institute, Université Du Québec à Trois-Rivières (UQTR), Trois-Rivières, Canada.ORCID https://orcid.org/0000-0002-8534-4333
Samaneh ShahgaldiHydrogen Research Institute, Université Du Québec à Trois-Rivières (UQTR), Trois-Rivières, Canada.ORCID https://orcid.org/0009-0004-9073-9446

Funding

Canada Research Chair CRC-2019-00354Discovery CRSNG-DGECR-2022-00058Mitacs Accelerate IT25281Natural Sciences and Engineering Research Council of Canada
6 · The paper itself

Abstract

Ruthenium (Ru) based electrocatalysts are considered cost-effective alternatives to expensive iridium (Ir)-based anode catalysts in proton exchange membrane water electrolyzers (PEMWEs), due to their lower cost and high catalytic activity. However, these catalysts suffer from poor stability mainly due to metal dissolution, overoxidation, and lattice oxygen activation. Therefore, a detailed understanding of structure-performance relationships in Ru-based catalysts is crucial to develop robust catalysts for PEMWEs. Herein, a comprehensive discussion on geometric and electronic structural parameters reveals a direct correlation with catalyst performance. A detailed analysis of dynamic intrinsic structural transformation related to Ru-O bonding under different reaction mechanisms provides understanding of Ru catalyst degradation. Similarly, recent advances in Ru-based catalysts, including Ru single atoms, Ru alloys with noble and non-noble metals, heteroatom doping strategies, and strong metal support interactions, demonstrate a significant impact of structural and compositional tuning on catalytic performance. These modifications influence active-site dynamics, Ru-O covalency, and surface regeneration, which play crucial roles in enhancing catalytic performance. More importantly, single-cell performance combined with reaction mechanistic insights helps to identify the key stabilizing factors to develop robust catalysts for long-term durability in PEMWEs. Finally, future perspectives are outlined to design durable and cost-effective Ru-based catalysts for PEMWEs.

Indexed as

catalyst degradationoxygen evolution catalystreaction mechanismRu–O covalencystructural reconstruction

Identifiers

PMID42578311
PMCPMC13555695

What OpenQuestion holds

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Registered trials

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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.