Evidence map›Paper›PMID 42196055›Full record

ArticleGels (Basel, Switzerland)2026

Molecular Structure Regulation of Polyacrylamide-Based Drag Reducers on Solubility and Transient Gel-Layer Behavior: Molecular Dynamics and Experimental Study.

Ke Xu, Congcong Yu, Dingwei Weng, Yuetong Zhao, Jianchao Liu, Zhengxiong Su, Guanxin Zeng, Jing Long, Cunchuan Zheng

Abstract read
In one paragraph

Article in Gels (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

9 authors.

Ke XuCollege of Chemistry and Chemical Engineering, Southwest Petroleum University, Chengdu 610500, China.
Congcong YuCollege of Chemistry and Chemical Engineering, Southwest Petroleum University, Chengdu 610500, China.
Dingwei WengChina Petroleum Exploration and Development Research Institute, Beijing 100083, China.
Yuetong ZhaoCollege of Chemistry and Chemical Engineering, Southwest Petroleum University, Chengdu 610500, China.
Jianchao LiuChina National Petroleum Corporation Tarim Oilfield Company Oil and Gas Technology Research Institute, Kuerle 841000, China.
Zhengxiong SuChina National Petroleum Corporation Tarim Oilfield Company Oil and Gas Technology Research Institute, Kuerle 841000, China.
Guanxin ZengChina National Petroleum Corporation Tarim Oilfield Company Oil and Gas Technology Research Institute, Kuerle 841000, China.
Jing LongCollege of Chemistry and Chemical Engineering, Southwest Petroleum University, Chengdu 610500, China.
Cunchuan ZhengCollege of Chemistry and Chemical Engineering, Southwest Petroleum University, Chengdu 610500, China.ORCID 0000-0003-4921-5881

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study aimed to clarify how molecular structure regulates the dissolution and transient gel-layer behavior of polyacrylamide-based dry-powder drag reducers for slickwater fracturing. In the Materials Studio 2020 software, molecular dynamics simulations were performed on five representative homopolymers, including: polyacrylamide (PAM), polyacrylic acid (PAA), poly(2-acrylamido-2-methylpropane sulfonic acid) (PAMPS), poly(N-vinylpyrrolidone) (PNVP), and poly [2-(acryloyloxy)ethyl]trimethylammonium chloride (PDAC). The results show that in pure water, PAA exhibits the strongest thermodynamic driving force with an interaction energy of -1005.5 kcal/mol and the lowest solvation free energy of -373.289 kcal/mol. Quantitative correlation analysis established that solvation energy and hydrogen bond density are primary predictors of macroscopic performance, yielding a correlation coefficient of R

Indexed as

dissolution ratemolecular dynamicspolyacrylamideslippery water

Identifiers

PMID42196055
PMCPMC13205177

What OpenQuestion holds

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LicenceCC BY
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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.