Evidence map›Paper›PMID 42170094›Full record

ArticleRSC advances2026

Data-driven insights into the performance of scalable magnetic clay-based composites for pollutant removal.

Maurizio Vespignani, Simona Ortelli, Magda Blosi, Ilaria Zanoni, Milad Takhsha, Franca Albertini, Irini Furxhi, Marina Naldi, Wendy Mensah, Alice Piraccini and 1 more

Abstract read
PubMed Full text at PMC Publisher
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. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Review
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

11 authors.

Maurizio VespignaniCNR-ISSMC, National Research Council of Italy-Institute of Science, Technology and Sustainability for Ceramics Via Granarolo 64 48018 Faenza Italy simona.ortelli@issmc.cnr.it magda.blosi@issmc.cnr.it.
Simona OrtelliCNR-ISSMC, National Research Council of Italy-Institute of Science, Technology and Sustainability for Ceramics Via Granarolo 64 48018 Faenza Italy simona.ortelli@issmc.cnr.it magda.blosi@issmc.cnr.it.ORCID https://orcid.org/0000-0002-0868-3315
Magda BlosiCNR-ISSMC, National Research Council of Italy-Institute of Science, Technology and Sustainability for Ceramics Via Granarolo 64 48018 Faenza Italy simona.ortelli@issmc.cnr.it magda.blosi@issmc.cnr.it.ORCID https://orcid.org/0000-0001-8841-247X
Ilaria ZanoniCNR-ISSMC, National Research Council of Italy-Institute of Science, Technology and Sustainability for Ceramics Via Granarolo 64 48018 Faenza Italy simona.ortelli@issmc.cnr.it magda.blosi@issmc.cnr.it.ORCID https://orcid.org/0000-0001-8692-3460
Milad TakhshaCNR-IMEM, National Research Council of Italy-Institute of Materials for Electronics and Magnetism Parco Area Delle Scienze, 37/A 43124 Parma Italy.
Franca AlbertiniCNR-IMEM, National Research Council of Italy-Institute of Materials for Electronics and Magnetism Parco Area Delle Scienze, 37/A 43124 Parma Italy.
Irini FurxhiCNR-ISSMC, National Research Council of Italy-Institute of Science, Technology and Sustainability for Ceramics Via Granarolo 64 48018 Faenza Italy simona.ortelli@issmc.cnr.it magda.blosi@issmc.cnr.it.
Marina NaldiDepartment of Pharmacy and Biotechnology, Alma Mater Studiorum University of Bologna Via Belmeloro, 6 40126 Bologna Italy.
Wendy MensahDepartment of Pharmacy and Biotechnology, Alma Mater Studiorum University of Bologna Via Belmeloro, 6 40126 Bologna Italy.
Alice PiracciniDepartment of Pharmacy and Biotechnology, Alma Mater Studiorum University of Bologna Via Belmeloro, 6 40126 Bologna Italy.
Anna Luisa CostaCNR-ISSMC, National Research Council of Italy-Institute of Science, Technology and Sustainability for Ceramics Via Granarolo 64 48018 Faenza Italy simona.ortelli@issmc.cnr.it magda.blosi@issmc.cnr.it.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Magnetic clay-based composites are promising materials for pollutant remediation due to their tunable surface chemistry, ion-exchange capacity and facile magnetic recovery. However, their practical deployment remains limited by poor scalability and the lack of a predictive framework linking physicochemical properties to adsorption performance. Here, we address both challenges by combining scalable spray-drying fabrication with colloidally driven design and data-driven modelling, establishing a predictive approach to multifunctional adsorption. We developed a scalable strategy to integrate Fe

Identifiers

PMID42170094
PMCPMC13187916

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.