Evidence map›Paper›PMID 41853198›Full record

ArticleRSC advances2026

Green manufacturing of amoxicillin trihydrate: a malic acid-assisted crystallization framework enhanced by Taguchi-ANN optimization.

M Fatih Ergin, Hasniye Yaşa, Hülya Çelik Onar

Abstract read
In one paragraph

Article in RSC advances, 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

3 authors.

M Fatih ErginEngineering Faculty, Department of Chemical Engineering, Istanbul University-Cerrahpaşa 34320 Avcılar Istanbul Turkey mfergin@iuc.edu.tr.ORCID https://orcid.org/0000-0003-4158-368X
Hasniye YaşaEngineering Faculty, Department of Chemistry, Istanbul University-Cerrahpaşa 34320 Avcılar Istanbul Turkey.ORCID https://orcid.org/0000-0003-3171-9096
Hülya Çelik OnarEngineering Faculty, Department of Chemistry, Istanbul University-Cerrahpaşa 34320 Avcılar Istanbul Turkey.ORCID https://orcid.org/0000-0003-2573-5751

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Industrial production of amoxicillin trihydrate (AMCT) often suffers from low yield, impurity inclusion, and inconsistent crystal morphology. This study introduces a scalable green crystallization strategy using malic acid as a biodegradable habit modifier, developed as part of an improved eco-friendly AMCT manufacturing framework. A hybrid optimization approach integrating Taguchi design with Artificial Neural Network (ANN) modeling was employed to capture both linear and nonlinear interactions among critical process variables. Multi-technique characterization (XRD, FTIR, DSC, BET, LC-MS) confirmed that malic acid preserves lattice integrity while substantially refining particle attributes, reducing crystallite size from 85.9 to 66.4 nm and increasing specific surface area from 5.27 to 11.07 m

Identifiers

PMID41853198
PMCPMC12994719

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.