Evidence map›Paper›PMID 41591022›Full record

ArticleNanomaterials (Basel, Switzerland)2026

Study on the Dual Enhancement Effect of Nanoparticle-Surfactant Composite Systems on Oil Recovery Rates.

Gen Li, Bin Huang, Yong Yuan, Cheng Fu, Keliang Wang

Abstract read
In one paragraph

Article in Nanomaterials (Basel, Switzerland), 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

5 authors.

Gen LiDepartment of Petroleum Engineering, Northeast Petroleum University, Daqing 163318, China.
Bin HuangChongqing Institute of Unconventional Oil and Gas Development, Chongqing University of Science and Technology, Chongqing 401331, China.
Yong YuanPetroChina Research Institute of Daqing Refining & Chemical Company, Daqing 163318, China.
Cheng FuSchool of Petroleum Engineering, Chongqing University of Science and Technology, Chongqing 401331, China.
Keliang WangDepartment of Petroleum Engineering, Northeast Petroleum University, Daqing 163318, China.ORCID 0009-0006-2417-4795

Funding

Natural Science Foundation of Heilongjiang Province of China LH2024E006the Heilongjiang Postdoctoral Fund LBH-Z23038the Key Fund Joint Project of Chongqing 2022NSCQ-LZX0205the National Natural Science Foundation of China 52304027the Talent Plan Project of Chongqing cstc2024ycjh-bgzxm0215
6 · The paper itself

Abstract

Nanoparticle-surfactant composite flooding systems significantly enhance oil recovery through synergistic effects. When the optimal ratio of SiO

Indexed as

composite flooding systemenhanced oil recoverynanoparticlessurfactantssynergistic effect

Identifiers

PMID41591022
PMCPMC12844195

What OpenQuestion holds

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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.