Evidence map›Paper›PMID 41395519›Full record

ReviewSmall science2025

Advancements in Single-Atom Catalysts: Synthesis, Characterization, and Applications in Sensing Technologies.

Ilakeya Subbiah Arivuthilagam, Raghisa Shahid, Md Mahbubur Rahman, Jae-Joon Lee

Abstract readReview
In one paragraph

Review in Small science, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Review
  2. Review
  3. Review
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

4 authors.

Ilakeya Subbiah ArivuthilagamResearch Center for Photoenergy Harvesting & Conversion Technology (phct) Department of Energy & Materials Engineering Dongguk University Jung-gu Seoul 04620 Republic of Korea.
Raghisa ShahidResearch Center for Photoenergy Harvesting & Conversion Technology (phct) Department of Energy & Materials Engineering Dongguk University Jung-gu Seoul 04620 Republic of Korea.
Md Mahbubur RahmanDepartment of Energy Materials Science and Engineering Konkuk University Chungju 27478 Republic of Korea.ORCID https://orcid.org/0000-0003-0012-5324
Jae-Joon LeeResearch Center for Photoenergy Harvesting & Conversion Technology (phct) Department of Energy & Materials Engineering Dongguk University Jung-gu Seoul 04620 Republic of Korea.ORCID https://orcid.org/0000-0001-8966-0336

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Single-atom catalysts (SACs) have rapidly progressed from early proof-of-concept studies to high-performance sensing platforms. Their atomically dispersed active sites and tunable coordination environments, offer superior catalytic activity and selectivity compared with conventional nanocatalysts. Recent advances in support engineering, spanning carbon nanomaterials, metal oxides, and metal organic frameworks have enabled precise control over SAC composition, electronic structure, and stability under complex operating conditions. This review summarizes the current state of SAC research from three complementary perspectives. First, it compare top-down and bottom-up synthesis strategies, emphasizing scalable approaches that preserve single-atom dispersion. Second, it outlines the characterization techniques, highlighting how advanced spectroscopy, microscopy, and theoretical calculations are integrated to correlate coordination environments with catalytic performance. Third, it discusses emerging sensing applications including biosensing, environmental monitoring, gas and electrochemiluminescence detection, and photoelectrochemical analysis where SAC-based materials achieve record-low detection limits. Despite significant advancements, key challenges remain: (i) preventing atom aggregation under harsh electrochemical conditions, (ii) integrating SACs into miniaturized devices, and (iii) establishing standardized metrics that bridge theoretical predictions and practical performance. This review concludes that addressing these issues will advance SACs toward real-time sensing, with multi-atom cooperative sites and AI-assisted catalyst design as promising strategies to unlock their full potential in next-generation analytical platforms.

Indexed as

biosensorenvironmental monitoringheterogeneous catalysissingle‐atom catalystsupport engineering

Identifiers

PMID41395519
PMCPMC12697852

What OpenQuestion holds

Textmetadata
LicenceCC BY
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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.