Evidence map›Paper›PMID 41181003›Full record

ArticleRSC advances2025

Multi-objective optimization of mechanical properties in PLA/SCG/silane composites using synthetic data and XGBoost.

Atthaphon Ariyarit, Attasit Wiangkham, Phatthawit Siripaiboonsub, Jittiwat Nithikarnjanatharn, Wannisa Nutkhum, Prasert Aengchuan

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in RSC advances, 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
–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

6 authors.

Atthaphon AriyaritSchool of Mechanical Engineering, Institute of Engineering, Suranaree University of Technology Muang Nakhon Ratchasima 30000 Thailand.ORCID https://orcid.org/0000-0003-3918-601X
Attasit WiangkhamDepartment of Industrial and Logistics Engineering, Faculty of Engineering, Srinakharinwirot University Ongkharak Nakhon Nayok 26120 Thailand.
Phatthawit SiripaiboonsubSchool of Mechanical Engineering, Institute of Engineering, Suranaree University of Technology Muang Nakhon Ratchasima 30000 Thailand.
Jittiwat NithikarnjanatharnDepartment of Industrial Engineering, Faculty of Engineering and Technology, Rajamangala University of Technology Isan Muang Nakhon Ratchasima 30000 Thailand.
Wannisa NutkhumDepartment of Industrial Engineering, Faculty of Engineering and Technology, Rajamangala University of Technology Isan Muang Nakhon Ratchasima 30000 Thailand.
Prasert AengchuanSchool of Manufacturing Engineering, Institute of Engineering, Suranaree University of Technology Muang Nakhon Ratchasima 30000 Thailand prasert.a@sut.ac.th.ORCID https://orcid.org/0000-0003-3062-5055

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Polylactic acid (PLA) composites reinforced with spent coffee grounds (SCG) and modified with a silane coupling agent (VTMS) offer a sustainable alternative for applications requiring biodegradability and enhanced mechanical performance. This study employed a data-driven approach to optimize tensile strength and Shore D hardness by varying the contents of PLA, SCG, and silane. Seventy-five composite samples were fabricated and tested, exhibiting tensile strengths of 26.5-57.9 MPa and hardness values of 77.5-80.8 Shore D. A multi-output XGBoost regression model, trained on 60% of the data and validated on the remaining 40%, achieved strong predictive accuracy (

Identifiers

PMID41181003
PMCPMC12573413

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.