Comparative Reaction Modelling and k-Nearest Neighbors Analysis of

Abdulrazak Jinadu Otaru, Zaid Abdulhamid Alhulaybi Albin Zaid, Abdulrahman Salah Almithn, Ige Bori, Obinna Onyebuchi Barah

Abstract read

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In one paragraph

Article in Polymers, 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.

Abdulrazak Jinadu OtaruDepartment of Chemical Engineering, College of Engineering, King Faisal University, Al Ahsa 31982, Saudi Arabia.ORCID 0000-0002-3057-4991

Zaid Abdulhamid Alhulaybi Albin ZaidDepartment of Chemical Engineering, College of Engineering, King Faisal University, Al Ahsa 31982, Saudi Arabia.

Abdulrahman Salah AlmithnDepartment of Chemical Engineering, College of Engineering, King Faisal University, Al Ahsa 31982, Saudi Arabia.ORCID 0000-0002-1352-0166

Ige BoriDepartment of Mechanical Engineering, Kabale University, Plot 364, Kabale Municipality, Kabale P.O. Box 317, Uganda.

Obinna Onyebuchi BarahDepartment of Mechanical Engineering, School of Engineering and Applied Sciences, Kampala International University, Kampala P.O. Box 20000, Uganda.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study presents a definitive framework for

Indexed as

coconut shellkNNmachine learningpyrolysis kineticsthird-order model (F3)

Identifiers

PMID42122696

DOI10.3390/polym18091070

PMCPMC13165420

What OpenQuestion holds

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LicenceCC BY

Read underepoch 390

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.