Evidence map›Paper›PMID 40263366›Full record

ArticleScientific reports2025

Carbon dioxide solubility in polyethylene glycol polymer: an accurate intelligent estimation framework.

Fadhel F Sead, Dharmesh Sur, Anupam Yadav, Suhas Ballal, Abhayveer Singh, T Krithiga, Satvik Vats, Farrukh Yuldashev, Irfan Ahmad, Samim Sherzod

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Article in Scientific reports, 2025. 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
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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

10 authors.

Fadhel F SeadDepartment of Dentistry, College of Dentistry, The Islamic University, Najaf, Iraq.
Dharmesh SurMarwadi University Research Center, Department of Chemical Engineering, Faculty of Engineering and Technology, Marwadi University, Rajkot, Gujarat, 360003, India.
Anupam YadavDepartment of Computer Engineering and Application, GLA University, Mathura, 281406, India. anupam.yadav@gla.ac.in.
Suhas BallalDepartment of Chemistry and Biochemistry, School of Sciences, JAIN (Deemed to Be University), Bangalore, Karnataka, India.
Abhayveer SinghCentre for Research Impact and Outcome, Chitkara University Institute of Engineering and Technology, Chitkara University, Rajpura, Punjab, 140401, India.
T KrithigaDepartment of Chemistry, Sathyabama Institute of Science and Technology, Chennai, Tamil Nadu, India.
Satvik VatsDepartment of Computer Science and Engineering, Graphic Era Hill University, Dehradun, India.
Farrukh YuldashevDepartment of Informatics and Its Teaching Methods, Tashkent State Pedagogical University, Tashkent, Uzbekistan.
Irfan AhmadDepartment of Clinical Laboratory Sciences, College of Applied Medical Sciences, King Khalid University, Abha, Saudi Arabia.
Samim SherzodFaculty of Engineering, Nangarhar University, Nangarhar, Afghanistan. samimsherzod@gmail.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Polyethylene glycol (PEG), a synthetic polymer made up of repeating ethylene oxide units, is widely recognized for its broad utility and adaptable properties. Precise estimation of CO

Indexed as

Carbon dioxideMachine learningPolyethylene glycolPredictive modelsSensitivity studySolubility

Identifiers

PMID40263366
PMCPMC12015362

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LicenceCC BY-NC-ND
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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.