Evidence map›Paper›PMID 40098695›Full record

ReviewRSC advances2025

Application and development of sludge-based materials for environmental pollution remediation: a bibliometric review from 2004 to 2024.

Fangyuan Jin, Jinxia Lu, Fei Sun, Fang Yang, Zhonghong Li

Abstract readReview
In one paragraph

Review in RSC advances, 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. Facile preparation of FeRSC advances · 2025
    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

5 authors.

Fangyuan JinState Key Laboratory of Environmental Criteria and Risk Assessment, Chinese Research Academy of Environmental Sciences Beijing 100012 China yang.fang@craes.org.cn.
Jinxia LuBasin Research Center for Water Pollution Control, Chinese Research Academy of Environmental Sciences Beijing 100012 China.
Fei SunBasin Research Center for Water Pollution Control, Chinese Research Academy of Environmental Sciences Beijing 100012 China.
Fang YangState Key Laboratory of Environmental Criteria and Risk Assessment, Chinese Research Academy of Environmental Sciences Beijing 100012 China yang.fang@craes.org.cn.ORCID https://orcid.org/0000-0002-9861-8487
Zhonghong LiSchool of Environment and Energy Engineering, Beijing University of Civil Engineering and Architecture Beijing 100044 China pl_lizhh@163.com.ORCID https://orcid.org/0000-0002-8939-0302

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

In recent years, considerable attention has been directed towards the development of high-value materials derived from various types of sewage sludge (SS) including adsorbents, catalysts, and soil amendments, for their potential in environmental pollution remediation. To investigate the current research status, hotspots, and development trends of sludge-based materials for environmental pollution remediation, this study adopted bibliometric tools, such as Bibliometrix, VOSviewer, and Citespace, to conduct a quantitative analysis of the related literature published between 2004 and 2024, collected from the Web of Science Core Collection (WOSCC) database. The results indicated a consistent annual increase in publication numbers, with a marked acceleration observed over the past six years. China significantly outperforms other countries in terms of publication quantity and institutions, and forming a country cooperation network centered around China. Keyword co-occurrence and burst analyses revealed that the current research hotspots in the field of sludge-based materials for environmental pollution remediation primarily focused on the preparation methods, particularly pyrolysis, and the performance and mechanisms studies of the sludge-based materials as adsorbents and catalysts. Future research should prioritize exploring modification methods and materials to develop further high-performance sludge-based materials, such as sludge-based electrode materials. Moreover, in-depth investigations into the impacts of sludge-based soil amendments on soil physical, chemical, and biological properties should be emphasized. By utilizing bibliometrics to evaluate the current state and future trends of sludge-based materials for environmental pollution remediation, this article provides valuable insights into the field's evolution for researchers.

Identifiers

PMID40098695
PMCPMC11912348

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.