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Record W4416931302 · doi:10.1016/j.seppur.2025.136306

Epichlorohydrin-crosslinked chitosan hydrogels as recyclable adsorbents for phosphate removal from aqueous solutions and municipal wastewater

2025· article· en· W4416931302 on OpenAlexafffund
Fabiola Alcalde-Garcia, Jason R. Tavares, Marie‐Josée Dumont

Bibliographic record

VenueSeparation and Purification Technology · 2025
Typearticle
Languageen
FieldEnvironmental Science
TopicPhosphorus and nutrient management
Canadian institutionsPolytechnique MontréalUniversité Laval
FundersFonds de recherche du Québec – Nature et technologiesNatural Sciences and Engineering Research Council of CanadaConsejo Nacional de Ciencia y TecnologíaCanada Research Chairs
KeywordsEpichlorohydrinAdsorptionSelf-healing hydrogelsChitosanAqueous solutionPhosphateLangmuir adsorption modelWastewater

Abstract

fetched live from OpenAlex

Phosphorus is an essential nutrient; however, when present in the environment, it can trigger eutrophication. Therefore, its removal from aquatic systems is key to ensure high water quality. Adsorption has shown to be an efficient, simple and versatile water treatment for the removal of a variety of contaminants. Chitosan (CS) is a bio-polymeric material, widely used as adsorbent, capable of self-assembly to form hydrogels. Yet, the material is unstable at pH < 3. The stability can be improved with a crosslinking agent, such as epichlorohydrin (ECH), which also improves the adsorption capacity of the chitosan-based adsorbents. Chemically crosslinked chitosan (CS-ECH) hydrogels are positively charged, having the potential to be used as adsorbents for phosphorus (as orthophosphate) and other anionic contaminants. For this research, CS-ECH hydrogels with chitosan:crosslinker ratios of 1:0, 1:0.5, 1:0.8, 1:1 and 1:1.2 were prepared and evaluated for the removal of phosphorus. The best removal performance corresponded to CS-ECH at 1:0.5 chitosan:crosslinker ratio, at an optimal pH of 3, reaching an adsorption capacity of around 101 mg PO 4 /g of hydrogel. Adsorption kinetics were fitted to a pseudo-first order kinetic model and the Langmuir isotherm. Recyclability tests on phosphate-saturated hydrogels (10 mg PO₄/g and 100 mg PO₄/g) using NaOH treatments revealed a maximum desorption efficiency at pH 11. After three adsorption-desorption cycles, the material retained at least 77 % of its initial removal capacity. Additionally, CS-ECH removed approximately 78 % of phosphate from filtered municipal wastewater, demonstrating its potential for environmental applications. • Epichlorohydrin-crosslinked chitosan hydrogels are efficient phosphate adsorbents. • Adsorption was described by pseudo-second order kinetic model and Langmuir isotherm. • The adsorbents were recycled 3 times, with at least 77 % of its adsorption capacity. • Phosphate adsorption was evaluated on municipal wastewater.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.516
Threshold uncertainty score0.527

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.011
GPT teacher head0.266
Teacher spread0.255 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes2
Has abstractyes

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