Evidence map›Paper›PMID 40807409›Full record

ArticleMolecules (Basel, Switzerland)2025

Design of Experiments Approach for Efficient Heavy Metals Stabilization Using Metakaolin-Based Geopolymers.

Raffaele Emanuele Russo, Elisa Santoni, Martina Fattobene, Mattia Giovini, Francesco Genua, Cristina Leonelli, Isabella Lancellotti, Ana Herrero, Mario Berrettoni

Abstract read
In one paragraph

Article in Molecules (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. 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

9 authors.

Raffaele Emanuele RussoSchool of Science and Technology, Chemistry Division, University of Camerino, Via Madonna delle Carceri-ChIP, 62032 Camerino, MC, Italy.ORCID 0000-0001-6362-6201
Elisa SantoniSchool of Science and Technology, Chemistry Division, University of Camerino, Via Madonna delle Carceri-ChIP, 62032 Camerino, MC, Italy.ORCID 0009-0000-5552-941X
Martina FattobeneSchool of Science and Technology, Chemistry Division, University of Camerino, Via Madonna delle Carceri-ChIP, 62032 Camerino, MC, Italy.ORCID 0000-0001-7954-1966
Mattia GioviniDepartment of Engineering "Enzo Ferrari", University of Modena and Reggio Emilia, Via P. Vivarelli n. 10, 41125 Modena, MO, Italy.ORCID 0009-0005-9820-841X
Francesco GenuaDepartment of Engineering "Enzo Ferrari", University of Modena and Reggio Emilia, Via P. Vivarelli n. 10, 41125 Modena, MO, Italy.ORCID 0009-0009-0284-8623
Cristina LeonelliDepartment of Engineering "Enzo Ferrari", University of Modena and Reggio Emilia, Via P. Vivarelli n. 10, 41125 Modena, MO, Italy.ORCID 0000-0001-8524-8715
Isabella LancellottiDepartment of Engineering "Enzo Ferrari", University of Modena and Reggio Emilia, Via P. Vivarelli n. 10, 41125 Modena, MO, Italy.ORCID 0000-0003-3218-9111
Ana HerreroDepartment of Chemistry, Faculty of Sciences, Universidad de Burgos, Plaza Misael Bañuelos s/n, 09001 Burgos, Spain.ORCID 0000-0001-6126-1907
Mario BerrettoniSchool of Science and Technology, Chemistry Division, University of Camerino, Via Madonna delle Carceri-ChIP, 62032 Camerino, MC, Italy.

Funding

PNRR Next generation UE, Mission 4, Component 2, Investment 1.1, D.D. N. 104 MUR 02/02/2022, PRIN 2022 ACCHA-Advanced Chemical Characterization of Heavy metals and Anions encapsulated in geopolymers with synthetic redox environment grant number 2022LKEKJ7, CUPE53D23008480006.
6 · The paper itself

Abstract

Alkali-activated aluminosilicate matrices are increasingly studied for their ability to stabilize hazardous metal contaminants via alkali activation at room temperature. In this study, metakaolin-based geopolymers were used to immobilize chromium and nickel salts, with systematic variation of key synthesis parameters, Na/Al molar ratio, metal concentration, anion type, and alkaline solution aging time, which have not been previously studied. A Design of Experiments approach was employed to study the effect of factors on metal leaching behavior and to better understand the underlying immobilization mechanisms. The analysis revealed that higher Na/Al ratios significantly enhance geopolymerization and reduce metal release, as supported by FTIR spectral shifts and decreased shoulder intensity. Notably, aging time had an influence on chromium behavior due to its effect on early silicate network formation, which can hinder the incorporation of chromium species. All tested formulations achieved metal immobilization rates of 98.8% or higher for both chromium and nickel. Overall, this study advances our understanding of geopolymer-based heavy metal immobilization.

Indexed as

alkali activationchromium saltsdesign of experimentsheavy metal stabilizationmetakaolin-based geopolymermultivariate approachnickel saltsprincipal component analysis

Identifiers

PMID40807409
PMCPMC12348866

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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.