Evidence map›Paper›PMID 41703021›Full record

ArticleScientific reports2026

Exploring the dynamics of chemical species interactions in complex reaction mechanism: classification of fast and slow species and bifurcation analysis.

Adeela Khatoon, Muhammad Shahzad, Yasser Elmasry, Faisal Sultan, Ayele Tulu

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

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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

5 authors.

Adeela KhatoonDepartment of Mathematics and Statistics, Faculty of IT and Numerical Sciences, University of Haripur KP, Harīpur, Pakistan.
Muhammad ShahzadDepartment of Mathematics and Statistics, Faculty of IT and Numerical Sciences, University of Haripur KP, Harīpur, Pakistan. shahzadmaths@uoh.edu.pk.
Yasser ElmasryDepartment of Mathematics, King Khalid University, Abha, Saudi Arabia.
Faisal SultanInstitute of Mathematics, Khwaja Fareed University of Engineering and Information Technology, Rahim Yar Khan, Pakistan.
Ayele TuluDepartment of Mathematics, CNCS, Ambo University, Ambo, Ethiopia. ayele.tulu@ambou.edu.et.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Understanding the complexity of reaction mechanisms is pivotal for advancing scientific and engineering solutions. This study addresses the challenge of distinguishing between slow and fast species in high-dimensional reaction mechanism, where direct analytical solutions are intractable. Through a hybrid approach combining analytical derivations and computational techniques including numerical simulations via MATLAB toolboxes we elucidate the kinetic behavior of species, quantify parameter sensitivities and calculating Surface Bifurcation. This paper provides a comprehensive examination of complex reaction mechanisms. The findings based on the analysis of the elementary steps involved in product formation show that, the hydrogen-assisted propagation step offers the dominant net contribution, while the direct radical recombination step stays close to equilibrium. The relative availability of molecular hydrogen, reactive radicals, and product-driven reverse reactions control step dominance. The integration of computational modeling with analytical insights not only clarifies reaction dynamics but also facilitates the optimization of reaction conditions and the design of efficient analytical frameworks. This work highlights the critical role of model reduction strategies in demystifying complex systems, offering a robust foundation for future innovations in sustainable technology and industrial applications.

Indexed as

Bifurcation analysisGlobal sensivity analysisLocal senstivity anlysisModel reduction techniquesQuasi steady state approximation

Identifiers

PMID41703021
PMCPMC13005031

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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.