Evidence map›Paper›PMID 42812678›Full record

ReviewNanoscale advances2026

Toward economically viable green hydrogen production: enhanced catalytic atom-efficiency, dual-functional systems, and non-traditional water sources.

Yuru Liu, Pengpeng Wu, Lin Huang, Junyan Yang, Ningning Song, Jiuyang He, Zhanjun Guo, Minmin Liang

Abstract readReview
In one paragraph

Review in Nanoscale advances, 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

8 authors.

Yuru LiuExperimental Center of Advanced Materials, School of Materials Science & Engineering, Beijing Institute of Technology Beijing 100081 China hejiuyang@bit.edu.cn guozhanjun@bit.edu.cn.
Pengpeng WuExperimental Center of Advanced Materials, School of Materials Science & Engineering, Beijing Institute of Technology Beijing 100081 China hejiuyang@bit.edu.cn guozhanjun@bit.edu.cn.
Lin HuangExperimental Center of Advanced Materials, School of Materials Science & Engineering, Beijing Institute of Technology Beijing 100081 China hejiuyang@bit.edu.cn guozhanjun@bit.edu.cn.
Junyan YangExperimental Center of Advanced Materials, School of Materials Science & Engineering, Beijing Institute of Technology Beijing 100081 China hejiuyang@bit.edu.cn guozhanjun@bit.edu.cn.
Ningning SongExperimental Center of Advanced Materials, School of Materials Science & Engineering, Beijing Institute of Technology Beijing 100081 China hejiuyang@bit.edu.cn guozhanjun@bit.edu.cn.
Jiuyang HeExperimental Center of Advanced Materials, School of Materials Science & Engineering, Beijing Institute of Technology Beijing 100081 China hejiuyang@bit.edu.cn guozhanjun@bit.edu.cn.
Zhanjun GuoExperimental Center of Advanced Materials, School of Materials Science & Engineering, Beijing Institute of Technology Beijing 100081 China hejiuyang@bit.edu.cn guozhanjun@bit.edu.cn.ORCID https://orcid.org/0000-0003-0413-6805
Minmin LiangExperimental Center of Advanced Materials, School of Materials Science & Engineering, Beijing Institute of Technology Beijing 100081 China hejiuyang@bit.edu.cn guozhanjun@bit.edu.cn.ORCID https://orcid.org/0000-0002-5152-5240

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The light-driven hydrogen evolution reaction (HER) represents a promising renewable energy conversion technology to combat the global energy crisis, particularly as the field shifts toward utilizing abundant water sources including wastewater and seawater rather than freshwater. However, achieving an economically viable levelized cost of hydrogen (LCOH) requires overcoming several fundamental challenges. First, the leading photocatalytic systems rely heavily on Pt cocatalysts to achieve sufficient surface reaction kinetics, the scarcity and high cost of which severely limit scalability. Second, conventional photocatalytic HER systems consume sacrificial agents (

Identifiers

PMID42812678
PMCPMC13621353

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.