Evidence map›Paper›PMID 41900097›Full record

ArticleMolecules (Basel, Switzerland)2026

Integrating Machine Learning and Microwave-Assisted Green Extraction: Total Colorimetric Response Assay-Based Optimization of

Souad Khaled, Amokrane Mahdeb, Farid Dahmoune, Meriem Amrane-Abider, Mohamed Hamimeche, Lydia Terki, Hamza Moussa, Hichem Tahraoui, Nabil Kadri, Hocine Remini and 8 more

Abstract read
In one paragraph

Article in Molecules (Basel, Switzerland), 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

18 authors.

Souad KhaledCentre de Recherche en Technologies Agro-Alimentaires, Route de Targa Ouzemmour, Campus Universitaire, Bejaia 06000, Algeria.
Amokrane MahdebMountain Agro-Systems Division, Institut National de la Recherche Agronomique d'Algérie, INRAA, Oued-Ghir, Bejaia 06120, Algeria.ORCID 0000-0002-8050-3868
Farid DahmouneDépartement des Sciences Biologiques, Faculté des Sciences de la Nature et de la Vie et des Sciences de la Terre, Université de Bouira, Bouira 10000, Algeria.
Meriem Amrane-AbiderCentre de Recherche en Technologies Agro-Alimentaires, Route de Targa Ouzemmour, Campus Universitaire, Bejaia 06000, Algeria.ORCID 0000-0003-2831-3271
Mohamed HamimecheFaculté des Sciences de la Nature et de la Vie, Université de Jijel, Jijel 18000, Algeria.
Lydia TerkiLaboratoire de Biomathématiques, Biophysique, Biochimie, et Scientométrie (L3BS), Faculté des Sciences de la Nature et de la Vie, Université de Bejaia, Bejaia 06000, Algeria.
Hamza MoussaDépartement des Sciences Biologiques, Faculté des Sciences de la Nature et de la Vie et des Sciences de la Terre, Université de Bouira, Bouira 10000, Algeria.ORCID 0000-0002-8507-9760
Hichem TahraouiLaboratory of Biomaterials and Transport Phenomena (LBMTP), University Yahia Fares, Médéa 26000, Algeria.
Nabil KadriDépartement des Sciences Biologiques, Faculté des Sciences de la Nature et de la Vie et des Sciences de la Terre, Université de Bouira, Bouira 10000, Algeria.
Hocine ReminiDépartement des Sciences Biologiques, Faculté des Sciences de la Nature et de la Vie et des Sciences de la Terre, Université de Bouira, Bouira 10000, Algeria.ORCID 0000-0001-7006-9618
Mohammod Hafizur RahmanCollege of Engineering, Imam Mohammad Ibn Saud Islamic University (IMSIU), Riyadh 11432, Saudi Arabia.
Lotfi KhezamiCollege of Sciences, Imam Mohammad Ibn Saud Islamic University (IMSIU), Riyadh 11432, Saudi Arabia.ORCID 0000-0001-5747-3114
Farid FadhillahCollege of Engineering, Imam Mohammad Ibn Saud Islamic University (IMSIU), Riyadh 11432, Saudi Arabia.
Fekri Abdulraqeb Ahmed AliCollege of Engineering, Imam Mohammad Ibn Saud Islamic University (IMSIU), Riyadh 11432, Saudi Arabia.
Amine Aymen AssadiCollege of Engineering, Imam Mohammad Ibn Saud Islamic University (IMSIU), Riyadh 11432, Saudi Arabia.ORCID 0000-0003-1630-5039
Jie ZhangSchool of Engineering, Merz Court, Newcastle University, Newcastle upon Tyne NE1 7RU, UK.ORCID 0000-0002-9745-664X
Abdeltif AmraneEcole Nationale Supérieure de Chimie de Rennes, CNRS, ISCR-UMR6226, University Rennes, 35000 Rennes, France.ORCID 0000-0003-2622-2384
Khodir MadaniLaboratoire de Biomathématiques, Biophysique, Biochimie, et Scientométrie (L3BS), Faculté des Sciences de la Nature et de la Vie, Université de Bejaia, Bejaia 06000, Algeria.ORCID 0000-0001-5356-6890

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The valorization of agro-industrial by-products is a sustainable approach to recovering high-value bioactive compounds. In this study,

Indexed as

Machine LearningMicrowavesOpuntiaPlant ExtractsSeedsAntioxidantsColorimetryFlavonoidsGreen Chemistry TechnologyPhenolsAntioxidantsFlavonoidsPhenolsPlant ExtractsAlCl3 complexation responsedragonfly algorithmKNNmicrowave-assisted extractionmulti-objective optimizationoptimizationOpuntia ficus-indica (L.) Mill

Identifiers

PMID41900097
PMCPMC13028662

What OpenQuestion holds

Textmetadata
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.