Evidence map›Paper›PMID 41492001›Full record

ArticleScientific reports2026

Biomass derived nitrogen and sulfur codoped carbon dots as efficient corrosion inhibitors for carbon steel in acidic environment.

Shuyun Cao, Yubao Cao, Yongwei Li, Hong Wang

Abstract read
In one paragraph

Article in Scientific reports, 2026. 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. 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

4 authors.

Shuyun CaoSchool of Mechanical and Automation, WeiFang University, Weifang, 261061, China.
Yubao CaoSchool of Mechanical and Automation, WeiFang University, Weifang, 261061, China.
Yongwei LiSchool of Chemical Engineering and Environment, WeiFang University of Science and Technology, Weifang, 262700, China.
Hong WangSchool of Mechanical and Automation, WeiFang University, Weifang, 261061, China. wfuwanghong@163.com.

Funding

The Science and Technology benefiting the People Program of Weifang Hi-Tech Zone No. 2019KJHM19
6 · The paper itself

Abstract

Developing efficient green inhibitors from sustainable and cost-effective materials remains a challenge. Nitrogen (N) and sulfur (S) co-doped carbon dots (CDs) were synthesized from dried lycium as carbon, nitrogen, and sulfur sources, using hydrothermal reaction. The corrosion inhibition performance of these CDs on carbon steel in 1 M HCl solution was investigated using electrochemical measurements and surface characterizations techniques. The lycium-derived CDs, were rich in oxygen-, nitrogen-, and sulfur-containing functional groups, had an average size of ~ 20.3 nm and a pyrrole-like N content of 65.3%. These characteristics contributed to their effective inhibition performance, achieving a maximum inhibition efficiency of 88.4% for carbon steel at a concentration of 100 mg/L. Adsorption isotherm and corrosion morphology analyses indicated that the inhibition mechanism of CDs primarily involves the formation of a protective film through both physical and chemical adsorption. Pyrrole-like N species, via π-complex formation, play a significant role in achieving excellent inhibition by promoting parallel adsorption onto the steel surface. This study demonstrates a green approach for synthesizing efficient biomass-derived CDs, promoting the development of sustainable and effective corrosion protection strategies.

Indexed as

Biomass-derived CDsInhibition mechanismInhibitorsN, S doped

Identifiers

PMID41492001
PMCPMC12770351

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.