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<journal-id journal-id-type="publisher-id">Front. Chem.</journal-id>
<journal-title>Frontiers in Chemistry</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Chem.</abbrev-journal-title>
<issn pub-type="epub">2296-2646</issn>
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<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-id pub-id-type="publisher-id">1471994</article-id>
<article-id pub-id-type="doi">10.3389/fchem.2024.1471994</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Chemistry</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Experimental and advanced equilibrium studies on the enhanced adsorption of phosphate, cadmium, and safranin dye pollutants using methoxy exfoliated glauconite</article-title>
<alt-title alt-title-type="left-running-head">Abukhadra et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fchem.2024.1471994">10.3389/fchem.2024.1471994</ext-link>
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<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Abukhadra</surname>
<given-names>Mostafa R.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
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<name>
<surname>Fadl Allah</surname>
<given-names>Aya</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<xref ref-type="aff" rid="aff3">
<sup>3</sup>
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<name>
<surname>Shaban</surname>
<given-names>Mohamed</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
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<contrib contrib-type="author">
<name>
<surname>Alenazi</surname>
<given-names>Noof A.</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
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<contrib contrib-type="author">
<name>
<surname>Alqhtani</surname>
<given-names>Haifa A.</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
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<contrib contrib-type="author">
<name>
<surname>Bin-Jumah</surname>
<given-names>May</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
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<contrib contrib-type="author">
<name>
<surname>Allam</surname>
<given-names>Ahmed A.</given-names>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
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<xref ref-type="aff" rid="aff8">
<sup>8</sup>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Bellucci</surname>
<given-names>Stefano</given-names>
</name>
<xref ref-type="aff" rid="aff9">
<sup>9</sup>
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<xref ref-type="corresp" rid="c001">&#x2a;</xref>
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<aff id="aff1">
<sup>1</sup>
<institution>Materials Technologies and their Applications Lab</institution>, <institution>Geology Department</institution>, <institution>Faculty of Science</institution>, <institution>Beni-Suef University</institution>, <addr-line>Beni Suef</addr-line>, <country>Egypt</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Geology Department</institution>, <institution>Faculty of Science</institution>, <institution>Beni-Suef University</institution>, <addr-line>Beni Suef</addr-line>, <country>Egypt</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Chemistry</institution>, <institution>Faculty of Science</institution>, <institution>Beni-Suef University</institution>, <addr-line>Beni-Suef</addr-line>, <country>Egypt</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Department of Physics</institution>, <institution>Faculty of Science</institution>, <institution>Islamic University of Madinah</institution>, <addr-line>Madinah</addr-line>, <country>Saudi Arabia</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Department of Chemistry</institution>, <institution>College of Science and Humanities in Al-Kharj</institution>, <institution>Prince Sattam bin Abdulaziz University</institution>, <addr-line>Al-kharj</addr-line>, <country>Saudi Arabia</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Department of Biology</institution>, <institution>college of Science</institution>, <institution>Princess Nourah bint Abdulrahman University</institution>, <addr-line>Riyadh</addr-line>, <country>Saudi Arabia</country>
</aff>
<aff id="aff7">
<sup>7</sup>
<institution>Department of Biology</institution>, <institution>College of Science</institution>, <institution>Imam Mohammad Ibn Saud Islamic University</institution>, <addr-line>Riyadh</addr-line>, <country>Saudi Arabia</country>
</aff>
<aff id="aff8">
<sup>8</sup>
<institution>Department of Zoology</institution>, <institution>Faculty of Science</institution>, <institution>Beni-suef University</institution>, <addr-line>Beni-suef</addr-line>, <country>Egypt</country>.</aff>
<aff id="aff9">
<sup>9</sup>
<institution>INFN-Laboratori Nazionali di Frascati</institution>, <addr-line>Frascati</addr-line>, <country>Italy</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1237974/overview">Mihalj Posa</ext-link>, University of Novi Sad, Serbia</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2806026/overview">Maha A. Youssef</ext-link>, Egyptian Atomic Energy Authority, Egypt</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2651435/overview">Ana Pilipovic</ext-link>, University of Novi Sad, Serbia</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Mostafa R. Abukhadra, <email>abukhadra89@science.bsu.edu.eg</email>; Mohamed Shaban, <email>mssfadel@aucegypt.edu</email>; Stefano Bellucci, <email>bellucci@lnf.infn.it</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>06</day>
<month>11</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>12</volume>
<elocation-id>1471994</elocation-id>
<history>
<date date-type="received">
<day>28</day>
<month>07</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>17</day>
<month>10</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Abukhadra, Fadl Allah, Shaban, Alenazi, Alqhtani, Bin-Jumah, Allam and Bellucci.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Abukhadra, Fadl Allah, Shaban, Alenazi, Alqhtani, Bin-Jumah, Allam and Bellucci</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Natural glauconite, as a mixed-layered clay mineral, was subjected to exfoliation processes, producing silicate monolayers or individual sheets that were further modified with methanol into methoxy exfoliated glauconite (Mth/EXG). The structure was assessed as an enhanced adsorbent for three types of common water contaminants, including phosphate (PO<sub>4</sub>
<sup>3-</sup>), safranin-O dye (SFR), and cadmium metal ions (Cd<sup>2&#x2b;</sup>). The Mth/EXG structure achieved promising adsorption capacities at the saturation points equal to 269.9&#xa0;mg/g for PO<sub>4</sub>
<sup>3-</sup>, 312&#xa0;mg/g for SFR, and 234.5&#xa0;mg/g for Cd<sup>2&#x2b;</sup> which are significantly better than the reported values for several studied adsorbents of higher costs and complex production procedures. The adsorption processes and the predicted regulated mechanisms in terms of the adsorbate/adsorbent interface were illustrated based on the steric and energetic findings that correspond to the applied monolayer equilibrium model of one energy site. The structure displays active site densities of 82.5&#xa0;mg/g (PO<sub>4</sub>
<sup>3-</sup>), 136.3&#xa0;mg/g (SFR), and 83.4&#xa0;mg/g (Cd<sup>2&#x2b;</sup>), which illustrate the high uptake performance of SFR. Also, the steric parameters reflected the suitability of each existing site to be filled with 4 ions of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup>. The adsorption energy (less than 40&#xa0;kJ/mol) in conjunction with free adsorption energy from D-R model (8&#x2013;16&#xa0;kJ/mol) and steric parameters validate the dominant impact of the multi-ionic physical mechanisms (hydrogen bonding and van der Waals forces), in addition to the assistant impact of some weak chemical processes that might be assigned to the formed inner-sphere complex. Also, these reactions all occurred spontaneously with exothermic behaviors according to the thermodynamic functions. Additionally, the structure exhibit significant affinity for the studied pollutants even in the existing of completive chemical including anions, cations and organic molecules.</p>
</abstract>
<kwd-group>
<kwd>glauconite</kwd>
<kwd>exfoliation</kwd>
<kwd>methoxy</kwd>
<kwd>pollutants</kwd>
<kwd>adsorption</kwd>
<kwd>advanced equilibrium</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Chemical Physics and Physical Chemistry</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>The greatest risk confronting modern civilization is the contamination of drinkable water and the protection of its population (<xref ref-type="bibr" rid="B29">Hsu et al., 2024</xref>; <xref ref-type="bibr" rid="B78">Zourou et al., 2022</xref>). The World Health Organization (WHO) has released a grave alert, forecasting that by 2025, over 50% of the worldwide population will suffer from significant water shortages (<xref ref-type="bibr" rid="B78">Zourou et al., 2022</xref>; <xref ref-type="bibr" rid="B10">Arab et al., 2022</xref>). Industrial as well as the other activities of agriculture and mining emit numerous water contaminants, such as bacteria, herbicides, toxic metals, chemical fertilizers, medicinal residues, and dyes (<xref ref-type="bibr" rid="B35">Ighnih et al., 2024</xref>; <xref ref-type="bibr" rid="B39">Kusuma et al., 2024</xref>). The discharge of phosphate ions (PO<sub>4</sub>
<sup>3-</sup>) through water sources, particularly enclosed lakes, at levels as high as 0.05&#xa0;mg/L has a notable negative impact on the water&#x2019;s purity along with the aquatic ecosystems (<xref ref-type="bibr" rid="B73">Wu et al., 2024</xref>; <xref ref-type="bibr" rid="B57">Saleh et al., 2024</xref>; <xref ref-type="bibr" rid="B63">Shi et al., 2019</xref>). The unregulated release of phosphate promotes the unrestricted proliferation of phytoplankton and algae, ultimately causing the occurrence of eutrophication (<xref ref-type="bibr" rid="B63">Shi et al., 2019</xref>; <xref ref-type="bibr" rid="B15">Che et al., 2024</xref>). Moreover, the existence of heavy metals in water supplies as water-soluble ions has been identified as harmful and malignant contaminants that have a significant tendency to become accumulated inside human beings, cells, and tissues (<xref ref-type="bibr" rid="B56">Salam et al., 2020</xref>; <xref ref-type="bibr" rid="B37">Jiang et al., 2020</xref>). Cadmium ions (Cd<sup>2&#x2b;</sup>) are very hazardous and should not exceed a concentration of 0.003&#xa0;mg/L in drinking water (<xref ref-type="bibr" rid="B71">Vilela et al., 2019</xref>). In addition, Cd<sup>2&#x2b;</sup> contaminants have many adverse health impacts, including pulmonary edema, acute disorder, chronic disorder, itai-itai illness, emphysema, hepatic failure, high blood pressure, testicular atrophy, kidney failure, and osteomalacia (<xref ref-type="bibr" rid="B67">Souza-Arroyo et al., 2022</xref>; <xref ref-type="bibr" rid="B54">Rahman and Raheem, 2024</xref>). Also, the Cd<sup>2&#x2b;</sup> ions have a significant inhibitory influence on the growth of seeds, crop length, root extension, and leaf production (<xref ref-type="bibr" rid="B55">Rasafi et al., 2020</xref>). Furthermore, the presence of high levels of Cd<sup>2&#x2b;</sup> has detrimental impacts on aquatic organisms and the surrounding environment, as well as the commercial value of fish (<xref ref-type="bibr" rid="B1">Abdellaoui et al., 2024</xref>).</p>
<p>The synthetic dyes comprise a broad group of aromatic chemicals that are frequently utilized as essential pigments in many sectors, such as textiles, plastic, paper, and leather (<xref ref-type="bibr" rid="B32">Ighnih et al., 2023a</xref>; <xref ref-type="bibr" rid="B47">Neolaka et al., 2024</xref>). Every year, around 700,000 tons of produced dyes are expected to be discharged throughout the nearby areas alongside aquatic habitats (<xref ref-type="bibr" rid="B53">Pathania et al., 2021</xref>). Most commercially developed dyes have been identified as poisonous and highly resistant against biodegradability, resulting in detrimental effects on habitats and human wellbeing (<xref ref-type="bibr" rid="B10">Arab et al., 2022</xref>; <xref ref-type="bibr" rid="B53">Pathania et al., 2021</xref>). Safranin dye (SFR) is a form of basic azine dye that dissolves in water easily and is frequently employed for printing fabrics, staining, microbial identification, medicine, and food containers (<xref ref-type="bibr" rid="B27">Ghosh et al., 2021</xref>; <xref ref-type="bibr" rid="B61">Shaltout et al., 2022</xref>). The intricate composition and stability of SFR pose challenges throughout its biological decomposition (<xref ref-type="bibr" rid="B61">Shaltout et al., 2022</xref>). This dye possesses the capacity to eradicate the nucleic acid within bacteria while also demonstrating tumor-promoting and carcinogenic characteristics. Extended or brief exposure to SFR could cause many adverse health consequences, which involve inflammation of the eyes, lips, tongue, and stomach in addition to redness and itching of the skin. Other symptoms related to being exposed to SFR include feelings of nausea, vomiting, and discomfort in the digestive system (<xref ref-type="bibr" rid="B27">Ghosh et al., 2021</xref>; <xref ref-type="bibr" rid="B20">De Araujo et al., 2023</xref>).</p>
<p>Researchers have acknowledged advanced oxidation, ozonation, adsorption, flocculation, nanofiltration, membrane separation, biological degradation, ionic exchange, and coagulation as efficient methods for remediating different species of pollutants (<xref ref-type="bibr" rid="B29">Hsu et al., 2024</xref>; <xref ref-type="bibr" rid="B57">Saleh et al., 2024</xref>; <xref ref-type="bibr" rid="B37">Jiang et al., 2020</xref>). However, clogged membranes often cause problems for various filtering systems by sealing off their internal pores. This consequently increases pressure and power consumption, shortens the membranes&#x2019; lifespan, and renders the method extremely costly. However, it is recommended to use adsorption approaches to reduce the harmful effects of the resulting chemical intermediates during the oxidation and catalytic decomposition processes (<xref ref-type="bibr" rid="B48">Neolaka et al., 2023a</xref>; <xref ref-type="bibr" rid="B74">Wu et al., 2023</xref>). Numerous studies indicate that adsorption using new materials is an affordable, effective, safe, readily available, and recoverable method for the decontamination of diverse water contaminants (<xref ref-type="bibr" rid="B46">Naat et al., 2021</xref>; <xref ref-type="bibr" rid="B72">Wang et al., 2024</xref>). The selection of a successful adsorbing material is affected by various factors, involving production expenses, production processes, precursor availability, adsorption efficiency, recyclability, uptake capacity, biodegradability, uptake specificity, safety, durability, and reactivity (<xref ref-type="bibr" rid="B25">Fan et al., 2024</xref>; <xref ref-type="bibr" rid="B38">Khattari et al., 2024</xref>). As a result, a thorough evaluation has been performed to develop novel adsorbents using accessible and economical materials frequently encountered in the earth&#x2019;s resources (<xref ref-type="bibr" rid="B29">Hsu et al., 2024</xref>; <xref ref-type="bibr" rid="B31">Ifa et al., 2022</xref>; <xref ref-type="bibr" rid="B28">Hamidi et al., 2024</xref>). The use of recognized adsorbents produced from earth&#x2019;s resources, such as various minerals and rocks, is strongly advocated because of their significant environmental and economic benefits (<xref ref-type="bibr" rid="B16">Chen et al., 2021</xref>).</p>
<p>The application of functional clay-based nanomaterials has been established to be efficient in safely removing various organic and inorganic contaminants, providing the advantages of affordability as well as environmental sustainability (<xref ref-type="bibr" rid="B9">Alqahtani et al., 2023</xref>; <xref ref-type="bibr" rid="B75">Yao et al., 2024</xref>; <xref ref-type="bibr" rid="B6">Ahmed et al., 2024a</xref>). Clay minerals are frequently composed of flexible frameworks constructed of numerous layers of aluminosilicates. These minerals possess a tendency to exchange ions, exhibit strong chemical stability, display a reactive interface that is beneficial for chemical reactions, possess an excellent potential for adsorption, and are resistant to high temperature levels (<xref ref-type="bibr" rid="B9">Alqahtani et al., 2023</xref>; <xref ref-type="bibr" rid="B33">Ighnih et al., 2023b</xref>; <xref ref-type="bibr" rid="B17">Cigeroglu et al., 2024</xref>). Additional studies were accomplished to improve the surface chemistry and physicochemical characteristics of frequently utilized clay minerals by several modification techniques. The main objective underlying such studies is to explore their potential as adsorbents to remove inorganic and organic ions (<xref ref-type="bibr" rid="B33">Ighnih et al., 2023b</xref>; <xref ref-type="bibr" rid="B43">Meng et al., 2020</xref>). These techniques include alkaline chemical treatments, thermal processing, acidic activation, pillaring with metal ions, blending with metal oxides, exfoliating, integrating with polymers, scrolling, and organic hybridization by employing chemicals involving CTAB along with starch (<xref ref-type="bibr" rid="B33">Ighnih et al., 2023b</xref>; <xref ref-type="bibr" rid="B43">Meng et al., 2020</xref>; <xref ref-type="bibr" rid="B34">Ighnih et al., 2023c</xref>).</p>
<p>Methoxy-modified structures have recently been reported to be innovative varieties of modified clay, displaying improved adsorption qualities (<xref ref-type="bibr" rid="B11">Ashiq et al., 2021</xref>; <xref ref-type="bibr" rid="B68">Tan et al., 2018</xref>). By employing eco-friendly grafting approaches, the alcoholic molecules can intercalate with the structurally layered units of clays, which are saturated with numerous hydroxyl groups, particularly across the interior interface (<xref ref-type="bibr" rid="B68">Tan et al., 2018</xref>; <xref ref-type="bibr" rid="B70">Tchoumene et al., 2022</xref>; <xref ref-type="bibr" rid="B40">Li et al., 2017</xref>). The grafting of methanol within the silicate layers of clay resulted in significant enhancement in the surface area, dispersion behavior, the surface reactivity, the surficial charges, and the quantities of the existed active sites or centers (<xref ref-type="bibr" rid="B11">Ashiq et al., 2021</xref>; <xref ref-type="bibr" rid="B40">Li et al., 2017</xref>). Therefore, the methoxy modified versions of clay were applied effectively in the removal of several species of water contaminants including oxytetracycline, bisphenol, dyes, and heavy metals (<xref ref-type="bibr" rid="B11">Ashiq et al., 2021</xref>). The prior studies have mostly examined the technical characteristics of methoxy forms of kaolinite together with bentonite. However, there has been a lack of investigation into the distinctive characteristics of the methoxy derivatives that include different clay minerals, such as glauconite (<xref ref-type="bibr" rid="B11">Ashiq et al., 2021</xref>; <xref ref-type="bibr" rid="B13">Borah et al., 2023</xref>).</p>
<p>Glauconite is a prevalent clay mineral encountered in nature, characterized by its chemical framework as a potassium-ferric phyllosilicate (K, Na) (Fe<sup>3&#x2b;</sup>Fe<sup>2&#x2b;</sup>, Al, Mg)<sub>2</sub>(Si,Al)<sub>4</sub>O<sub>10</sub>(OH)<sub>2</sub>). Glauconite is comprised of alternating layers comprised of illite and smectite, with an alumina di-octahedral subunit sandwiched inside two silica tetrahedron subunits. These successive layers also include cations of potassium inside the interlayer spaces. As a mineral, glauconite possesses extensive natural availability, affordable expenses, a metal-enriched chemical framework, an appealing geometry, an excellent surface area, potential catalytic characteristics, and strong ion exchange efficiency (<xref ref-type="bibr" rid="B65">Singla et al., 2020</xref>; <xref ref-type="bibr" rid="B64">Shmandiy et al., 2020</xref>). Consequently, it has a great number of interchangeable hydroxyl groups that facilitate the incorporation of alcoholic molecules into its multilayered framework. This attribute enables the methanol to bond without requiring further pre-treatment procedures (<xref ref-type="bibr" rid="B72">Wang et al., 2024</xref>; <xref ref-type="bibr" rid="B43">Meng et al., 2020</xref>). As a consequence, it was expected that integrating methanol within the glauconitic layers could yield a multifunctional hybridized structure exhibiting improved physicochemical characteristics (<xref ref-type="bibr" rid="B13">Borah et al., 2023</xref>). Moreover, in the last few years, significant progress has been made in the investigation of the morphological modifications of clay, specifically in the area of splitting or scrubbing the structurally layered units as independent silicate layers with two-dimensional geometrical features (<xref ref-type="bibr" rid="B9">Alqahtani et al., 2023</xref>; <xref ref-type="bibr" rid="B2">Abdo et al., 2022</xref>). The application of this method has resulted in unique and innovative clay-based nanostructures. These frameworks exhibit distinctive characteristics such as powerful biological activities, adsorption capacity, oxidization qualities, exterior reactive properties, dispersion behaviors, and surface area (<xref ref-type="bibr" rid="B18">Das et al., 2023</xref>; <xref ref-type="bibr" rid="B69">Tang et al., 2023</xref>; <xref ref-type="bibr" rid="B4">Abukhadra et al., 2019</xref>; <xref ref-type="bibr" rid="B12">Baldermann et al., 2022</xref>).</p>
<p>It was expected that the synthesis of methoxy types of the separated and exfoliated glauconite nano-sheets is expected to result in very effective adsorbents with enhanced physicochemical properties and adsorption capacities for a variety of water contaminants. As a result, the presented investigation included the first investigation of methoxy exfoliated glauconite (Mth/EXG) as enhanced adsorbent for different species of common water pollutants including phosphate ions (PO<sub>4</sub>
<sup>3-</sup>), safranin dye (SFR), and cadmium metal ions (Cd<sup>2&#x2b;</sup>). The adsorption behaviors and effective mechanistic processes were evaluated for the first times employing standard experimental factors, kinetic modeling, and classic isotherm approaches, and advanced equilibrium modeling according to aspects of statistical physics theory. The parameters that are under analysis encompass the saturation levels, retention capacities, actual density of occupied sites, quantity of pollutant ions bound on a single site, binding energies, and thermodynamic characteristics.</p>
</sec>
<sec id="s2">
<title>2 Experimental work</title>
<sec id="s2-1">
<title>2.1 Materials</title>
<p>The glauconite mineral was purchased from the El-Gedida location at the El-Bahariya Oasis, in the Western Desert of Egypt. The analyzed sample exhibited a chemical structure consisting of SiO<sub>2</sub> (52.2%), Al<sub>2</sub>O<sub>3</sub> (6.12%), Fe<sub>2</sub>O<sub>3</sub> (23.14%), SO<sub>3</sub> (0.17%), K<sub>2</sub>O (6.48%), Na<sub>2</sub>O (0.08%), MgO (3.53%), TiO<sub>2</sub> (0.11%), CaO (0.27%), P<sub>2</sub>O<sub>5</sub> (0.10%), MnO (0.01%), and 7.8% loss on ignition (L.O.I.). The chemical analysis was conducted using Panalytical Axios Advanced XRF technique, Nuclear Material Authority, Egypt. The chemicals used during the glauconite conversion procedure were obtained from Sigma-Aldrich in Egypt. These included cetyltrimethylammonium bromide (CTAB) with a purity of over 98%, dimethyl sulfoxide (DMSO) with a purity of over 99.5%, sodium hydroxide (NaOH) with a purity of 97%, and methanol with a purity of over 99.9%. The adsorption experiments involved safranin-O synthetic dye (&#x2265;85%; Sigma-Aldrich), together with phosphate and cadmium standard solutions (1,000&#xa0;mg/L; Sigma-Aldrich) as the primary sources of the polluted solutions.</p>
</sec>
<sec id="s2-2">
<title>2.2 Synthesis of methoxy exfoliated glauconite (Mth/EXG)</title>
<p>The EXG was produced using the published procedures established by <xref ref-type="bibr" rid="B3">Abukhadra et al. (2024)</xref>. About 40&#xa0;g of the original glauconite, as a crude mined material, was extensively ground and then combined with 200&#xa0;mL of a dilute DMSO mixture (80% DMSO and 20% water). The combination was agitated rapidly for 72&#xa0;h. This approach is crucial during this preparation stage to destruct the existing chemical bonds, specifically the hydrogen bonds connecting subsequent layers of clay, specifically the illite subunits present in the heterogeneous structure of glauconite with smectite. The resultant product was subjected to five methanol rinsing rounds, each lasting about 20&#xa0;min. This procedure led to the development of methoxy glauconite, exhibiting significant exfoliating of its crystalline layers (Mth/EXG) and organophilic properties. Subsequently, the Mth/EXG particles were removed by filtration employing Whitman filter paper, repeatedly rinsed with distilled water, and dried at 60&#xa0;&#xb0;C. Then the sample was immersed in methanol for an additional 48&#xa0;h to ensure the formation of methoxy-modified forms (Mth/EXG) (<xref ref-type="fig" rid="F1">Figure 1</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Schematic diagram for the synthesis procedures of Mth/EXG structure.</p>
</caption>
<graphic xlink:href="fchem-12-1471994-g001.tif"/>
</fig>
</sec>
<sec id="s2-3">
<title>2.3 Characterization instruments</title>
<p>The material&#x2019;s structure and crystalline characteristics were evaluated and examined by analyzing their X-ray diffraction (XRD) characteristics employing a PANalytical-Empyrean X-ray diffractometer with Cu K&#x3b1; radiation, operated at 20&#xa0;mA and 40&#xa0;kV in the 2&#x3b8; range of 0&#x2013;70 at a scanning speed of 5&#xb0;/min. The Shimadzu FTIR-8400S spectrometer has been employed to evaluate the alteration in the basic chemical groups throughout the fabrication process. The spectrometer has a detection spectrum of 400&#x2013;4,000&#xa0;cm<sup>-1</sup>. The surface features of the formed derivatives, alongside the original glauconite, have been examined using a Gemini Zeiss Ultra 55 scanning electron microscope. Prior to imaging, the exteriors of the ingredients under study had been prepared by coating them with thin gold films. Furthermore, the inner structures were then examined utilizing HRTEM images, which were obtained by a transmission electron microscope (JEOL-JEM2100) at an acceleration voltage of 200&#xa0;kV. The porosity levels and specific surface area were measured using a surface area analyzer (Beckman Coulter SA3100) just after the samples were degassed. The evaluation has been completed using the standard N<sub>2</sub> adsorption and desorption isotherms.</p>
</sec>
<sec id="s2-4">
<title>2.4 Adsorption studies</title>
<p>PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> adsorption experiments have been performed in batches. The assessed experimental factors involved the effects of pH (pH 2&#x2013;8), interaction duration (20&#x2013;780&#xa0;min), Mth/EXG quantity (0.2&#xa0;g/L), and pollutants concentrations (50&#x2013;400&#xa0;mg/L) at three distinct operating temperature settings (20&#xb0;C, 30&#xb0;C, and 40&#xa0;&#xb0;C) and specific volumes (100&#xa0;mL). Every test included three iterations, and the means of the results attained have been implemented throughout the computations, having standard deviations less than 4.12% (PO<sub>4</sub>
<sup>3-</sup>), 4.36% (Cd<sup>2&#x2b;</sup>), and 3.75% (SFR). Following the adsorption investigations, the resulting solutions after uptake of Cd<sup>2&#x2b;</sup> had been acidified using 2% HNO<sub>3</sub>, and the remaining Cd<sup>2&#x2b;</sup> ions have been measured using inductively coupled plasma optical emission spectrometry (ICP-OES) (Avio 220 Max ICP-OES; Perkin Elmer). The binding capacities (Qe) of the investigated ions were determined using <xref ref-type="disp-formula" rid="e1">Equation 1</xref>. The determination of the rest PO<sub>4</sub>
<sup>3-</sup> had been conducted employing the Dionex DX-120 ion chromatography device. The residual contents of SFR had been measured using UV-Vis spectrophotometer at a detection wavelength of 521&#xa0;nm. All the preformed adsorption tests were replicated three times and the average values were used in the further calculations and investigations with standard deviation less than 4.7% (<xref ref-type="bibr" rid="B6">Ahmed et al., 2024a</xref>).<disp-formula id="e1">
<mml:math id="m1">
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<mml:mi>C</mml:mi>
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<label>(1)</label>
</disp-formula>
</p>
<p>The kinetic, as well as the classic isotherm models (<xref ref-type="sec" rid="s10">Supplementary Table S1</xref>), were followed based on the obtained non-linear fitting parameters of both correlation coefficient (R<sup>2</sup>) (<xref ref-type="disp-formula" rid="e2">Equation 2</xref>) and Chi-squared (&#x3c7;<sup>2</sup>) (<xref ref-type="disp-formula" rid="e3">Equation 3</xref>) (<xref ref-type="bibr" rid="B6">Ahmed et al., 2024a</xref>).<disp-formula id="e2">
<mml:math id="m2">
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<label>(2)</label>
</disp-formula>
<disp-formula id="e3">
<mml:math id="m3">
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</disp-formula>
</p>
<p>The nonlinear fitting degrees with the studied advanced isotherm models (<xref ref-type="sec" rid="s10">Supplementary Table S1</xref>) were considered considering the correlation coefficient (R<sup>2</sup>), as well as root mean square error, (RMSE) (<xref ref-type="disp-formula" rid="e4">Equation 4</xref>) (<xref ref-type="bibr" rid="B6">Ahmed et al., 2024a</xref>).<disp-formula id="e4">
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<mml:mrow>
<mml:mi>R</mml:mi>
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</disp-formula>
</p>
<p>The m&#x2032;, p, Qi <sub>cal</sub>, and Qi <sub>exp</sub> symbols denote the inserted experimental data, number of studied variables, adsorbed quantities of specific pollutant, and experimental adsorbed quantities of the specific pollutant, respectively.</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>3 Results and discussion</title>
<sec id="s3-1">
<title>3.1 Characterization of the adsorbent</title>
<p>The XRD patterns of both the unprocessed glauconite and synthesized types have been utilized to evaluate the structural alterations and identify the major crystalline phases. The presence of galuconite as the main component, together with contaminants such as quartz, feldspar, calcite, and hematite, has been demonstrated by the observed pattern of unprocessed glauconite (<xref ref-type="fig" rid="F2">Figure 2A</xref>). The glauconite variety that has been realized corresponds to the 1&#xa0;M-glauconite poly-type exhibiting a well-ordered crystallized framework of the ISII structured class. It can be distinguished by an elevated K<sub>2</sub>O level and exhibits modest swelling characteristics (<xref ref-type="bibr" rid="B12">Baldermann et al., 2022</xref>). The presence of glauconite was successfully confirmed by the detectable XRD peaks specified around 8.67<sup>o</sup>, 19.72<sup>o</sup>, 26.70<sup>o</sup>, 34.78<sup>o</sup>, 37.17<sup>o</sup>, and 61.31<sup>o</sup> possessing a basal spacing value equal to 10.18 &#x1fa; (<xref ref-type="fig" rid="F2">Figure 2A</xref>) (ICSD 166961) (<xref ref-type="bibr" rid="B12">Baldermann et al., 2022</xref>; <xref ref-type="bibr" rid="B3">Abukhadra et al., 2024</xref>). For DMSO-treated glauconite, its pattern reveals substantial shifts in the key peaks of glauconite to be located around 8.01<sup>o</sup>, 19.54<sup>o</sup>, 26.50<sup>o</sup>, 34.50<sup>o</sup>, 36.80<sup>o</sup>, and 61.10<sup>o</sup> (<xref ref-type="fig" rid="F2">Figure 2B</xref>). This confirms the predicted insertion of DMSO molecules as organic reagents between the silicate sheets, alongside the notable deformation that occurs inside the galuconite unit structures. This was further supported by the reported rise in interlayer spacing, which was elevated to 11.2&#xb0;C, indicating the expansion impact caused by the incorporated DMSO. Similar results were noticed while analyzing the XRD pattern of methoxy glauconite. The primary peaks exhibited significant deviations towards lower situations, specifically at 7.47<sup>o</sup>, 19.52<sup>o</sup>, 26.5<sup>o</sup>, 34.4<sup>o</sup>, and 35.57<sup>o</sup> (<xref ref-type="fig" rid="F2">Figure 2C</xref>). Additionally, there was a significant expansion impact recognized between the structural silicate units of glauconite, resulting in an increase in basal spacing reaching 11.81&#xa0;&#xc5;.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>XRD patterns of raw glauconite <bold>(A)</bold>, DMSO modified glauconite <bold>(B)</bold> and exfoliated glauconite <bold>(C)</bold>.</p>
</caption>
<graphic xlink:href="fchem-12-1471994-g002.tif"/>
</fig>
<p>The alterations in the fundamental chemical functionalities throughout the stage of fabrication have been monitored by analyzing the FT-IR spectra of both the original glauconite and the newly produced compounds (<xref ref-type="fig" rid="F3">Figure 3</xref>; <xref ref-type="table" rid="T1">Table 1</xref>). The spectrum that was determined by analyzing unprocessed glauconite demonstrates its composition as a clay mineral with an aluminosilicate framework (<xref ref-type="fig" rid="F3">Figure 3A</xref>; <xref ref-type="table" rid="T1">Table 1</xref>). These comprised the verification of the appropriate bands that belong to the Si-O-Si, Si-O, Si(Al)-O-Si, Fe-OH, Si-O-Fe, and OH groups. The hydroxyl functional groups realized at approximately 3,500&#xa0;cm<sup>-1</sup> have been correlated with either water being adsorbed or metallic hydroxide compounds embedded in the glauconite framework (<xref ref-type="bibr" rid="B66">Sobeih et al., 2020</xref>) (<xref ref-type="fig" rid="F3">Figure 3A</xref>; <xref ref-type="table" rid="T1">Table 1</xref>). Nevertheless, the hydroxyl groups that have been described to be correlated with the absorption band of approximately 1,600&#xa0;cm<sup>-1</sup> represent the unbound water molecules between the layered silicate units, especially in the mixed smectite layers (<xref ref-type="bibr" rid="B45">Moretto et al., 2011</xref>; <xref ref-type="bibr" rid="B76">Younes et al., 2021</xref>) (<xref ref-type="fig" rid="F3">Figure 3A</xref>; <xref ref-type="table" rid="T1">Table 1</xref>). Furthermore, the observed bands at 800&#xa0;cm<sup>-1</sup> and 490&#xa0;cm<sup>-1</sup> reflect the presence of iron metallic elements inside the glauconite composition, which aligns with the results of its XRF analysis. The examined spectra of DMSO-treated glauconite layers and Mth/EXG exhibit identical bands as unprocessed glauconite, without any discernible bands associated with the inserted organic constituents of these reagents (<xref ref-type="fig" rid="F3">Figures 3B,C</xref>; <xref ref-type="table" rid="T1">Table 1</xref>). The fundamental essential groups&#x2019; corresponding bands exhibit a little variation in their specific positions, potentially confirming the structural impact of embedded compounds such as DMSO and alcohol on the crystalline structure of glauconite. Furthermore, there is a little division observed in an identifiable band of Si(Al)-O-Si approximately 1,000&#xa0;cm<sup>-1</sup>. This confirms the deformation of the glauconite structural units (octahedron along with tetrahedron subunits) due to the partial expansion and separation, or exfoliation, of these layered silicate units (<xref ref-type="bibr" rid="B2">Abdo et al., 2022</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>FT-IR spectra of raw glauconite <bold>(A)</bold>, DMSO modified glauconite <bold>(B)</bold> and exfoliated glauconite <bold>(C)</bold> (<xref ref-type="bibr" rid="B8">Allah et al., 2023</xref>).</p>
</caption>
<graphic xlink:href="fchem-12-1471994-g003.tif"/>
</fig>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>The FT-IR detectable bands of glauconite during the various lateration procedures and the corresponding chemical groups.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th colspan="3" align="center">Absorption bands (cm<sup>-1</sup>)</th>
<th rowspan="2" align="center">Functional chemical groups</th>
</tr>
<tr>
<th align="center">Glauconite</th>
<th align="center">DMSO/glauconite</th>
<th align="center">Metheoxy glauconite</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">3,532</td>
<td align="center">3,420</td>
<td align="center">3,530</td>
<td align="left">stretching and bending vibrations of &#x2013;OH groups (<xref ref-type="bibr" rid="B76">Younes et al., 2021</xref>)</td>
</tr>
<tr>
<td align="center">1,639</td>
<td align="center">1,635</td>
<td align="center">1,639</td>
<td align="left">Interlayer water molecules (<xref ref-type="bibr" rid="B45">Moretto et al., 2011</xref>)</td>
</tr>
<tr>
<td align="center">1,020</td>
<td align="center">1,022</td>
<td align="center">1,024</td>
<td align="left">Si(Al)&#x2013;O&#x2013;Si asymmetric stretching (<xref ref-type="bibr" rid="B66">Sobeih et al., 2020</xref>; <xref ref-type="bibr" rid="B8">Allah et al., 2023</xref>)</td>
</tr>
<tr>
<td align="center">804</td>
<td align="center">806</td>
<td align="center">805</td>
<td align="left">Fe<sub>2</sub>
<sup>3&#x2b;</sup> OH/Fe<sup>2&#x2b;</sup>Fe<sup>3&#x2b;</sup>OH bending (<xref ref-type="bibr" rid="B66">Sobeih et al., 2020</xref>)</td>
</tr>
<tr>
<td align="center">681</td>
<td align="center">680</td>
<td align="center">681</td>
<td align="left">bending vibration of Si&#x2013;O and/or -OH (<xref ref-type="bibr" rid="B66">Sobeih et al., 2020</xref>)</td>
</tr>
<tr>
<td align="center">493</td>
<td align="center">495.6</td>
<td align="center">492</td>
<td align="left">Si&#x2013;O&#x2013;Fe<sup>3&#x2b;</sup> (<xref ref-type="bibr" rid="B76">Younes et al., 2021</xref>; <xref ref-type="bibr" rid="B23">El-Habaak et al., 2016</xref>)</td>
</tr>
<tr>
<td align="center">445.6</td>
<td align="center">445.02</td>
<td align="center">444</td>
<td align="left">Si&#x2013;O&#x2013;Si (<xref ref-type="bibr" rid="B76">Younes et al., 2021</xref>; <xref ref-type="bibr" rid="B14">Bruneel et al., 2021</xref>)</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The modifications in the structural characteristics throughout the fabrication procedures of Mth/EXG were monitored using the scanning electron microscopy (SEM) and the high-resolution transmission electron microscopy (HRTEM) photos (<xref ref-type="fig" rid="F4">Figure 4</xref>). The starting unprocessed glauconite has the typical dense and aggregated shape of glauconite, characterized by the frequently observed stacked and compressed sheets (<xref ref-type="fig" rid="F4">Figure 4A</xref>). The insertion of DMSO followed with methanol molecules in between the successive silicate-layered units resulted in considerable peeling and successful separation of them from other layers (<xref ref-type="fig" rid="F4">Figure 4B</xref>). Following the excessive alcohol molecules&#x2019; integration, the exfolation effect dramatically intensified, and the glauconite particulates turned into individual layers overlapping one another and comonly forming blended platelets of cornflakes like structures (<xref ref-type="fig" rid="F4">Figure 4C</xref>). The HRTEM photographs of the evaluated materials validate the observed morphologies that were illustrated by the SEM photographs. The glauconite platelets have been observed as massive, almost elliptical granules with no significant interior characteristics (<xref ref-type="fig" rid="F4">Figure 4D</xref>). Following exfoliation, the particles became distinct sheets, with the existence of the blened particulates in cyclinederical form (<xref ref-type="fig" rid="F4">Figures 4E,F</xref>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>SEM raw glauconite <bold>(A)</bold>, SEM images of exfoliated glauconite <bold>(B and C)</bold>, HRTEM of raw glauconite <bold>(D)</bold>, and HRTEM images of exfoliated glauconite <bold>(E and F)</bold>.</p>
</caption>
<graphic xlink:href="fchem-12-1471994-g004.tif"/>
</fig>
</sec>
<sec id="s3-2">
<title>3.2 Adsorption results</title>
<sec id="s3-2-1">
<title>3.2.1 Effect of pH</title>
<p>The predominant exterior charges and speciation characteristics of the soluble metallic ions are highly dependent upon the pH of the examined aqueous solution (<xref ref-type="bibr" rid="B37">Jiang et al., 2020</xref>). The pH impact was followed throughout a range of pH levels that varied from 2 to 8. All other parameters were kept constant at specific levels: an interaction period of 120&#xa0;min, a temperature of approximately 35&#xb0;C, a tested volume of 100&#xa0;mL, a pollutant concentration equal to 100&#xa0;mg/L, and Mth/EXG dosage of 0.2&#xa0;g/L. The adsorption results for both SFR and Cd<sup>2&#x2b;</sup> demonstrate a significant improvement whenever higher pH levels are tested, reaching pH 8. The adsorption capacities for Cd<sup>2&#x2b;</sup> and SFR are 54.2&#xa0;mg/g and 106.4&#xa0;mg/g, respectively (<xref ref-type="fig" rid="F5">Figure 5</xref>). The speciation profile of soluble cadmium ions indicates that there are either Cd<sup>2&#x2b;</sup> cations or [Cd (H<sub>2</sub>O<sub>6</sub>)]<sup>2&#x2b;</sup> cations at a pH around 8 (<xref ref-type="bibr" rid="B37">Jiang et al., 2020</xref>). Furthermore, the SFR molecules have been identified as cationic molecules throughout the pH limit that was examined. Moreover, the expected deprotonation of the reactive chemical groups across the exterior of Mth/EXG with the increased basic situations results in the complete saturation of its exterior with hydroxyl ions bearing negative charges. Consequently, the alkaline pH levels provide an ideal environment for powerful electrostatic attractive forces to occur between the water-soluble pollutants (SFR and Cd<sup>2&#x2b;</sup>) and the exterior of Mth/EXG (<xref ref-type="bibr" rid="B56">Salam et al., 2020</xref>; <xref ref-type="bibr" rid="B26">Fu et al., 2018</xref>; <xref ref-type="bibr" rid="B41">Li et al., 2023</xref>).</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>The impact of the solutions, pH on the uptake of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> by Mth/EXG.</p>
</caption>
<graphic xlink:href="fchem-12-1471994-g005.tif"/>
</fig>
<p>The binding of phosphate ions demonstrates varying responses depending on the adapted pH. The highest removal values occurred at pH 5, with a capacity of 73.4&#xa0;mg/g. However, after pH 5, the effectiveness of Mth/EXG decreased until reaching pH 8 (<xref ref-type="fig" rid="F5">Figure 5</xref>). The ionizing characteristics of soluble phosphate have been determined under the influence of various pH constraints. Within acidic environments (pH &#x003c; 3), phosphate could be identified as a neutral type (H<sub>3</sub>PO<sub>4</sub>). Within the pH range between 3 and 6, it existed in its acidic H<sub>2</sub>PO<sup>4-</sup> class. Within neutral and alkaline situations at a pH beyond 6, phosphate existed in two additional acidic types, specifically HPO<sub>4</sub>
<sup>2-</sup> and PO<sub>4</sub>
<sup>3-</sup> (<xref ref-type="bibr" rid="B57">Saleh et al., 2024</xref>; <xref ref-type="bibr" rid="B26">Fu et al., 2018</xref>). Based on the ionizing behaviors and protonation/deprotonation characteristics of Mth/EXG within the assessed pH levels, it possessed a low uptake effectiveness in acidic environments. This can be explained owing to the protonated exterior of the blended structure, which exhibits weak electrostatic binding to the neutral type of phosphate (H<sub>3</sub>PO<sub>4</sub>). The electrostatic attraction forces steadily increased as the pH increased, leading to the predominance of the acidic phosphate species (H<sub>2</sub>PO<sub>4</sub>
<sup>&#x2212;</sup>) throughout the solution. This resulted in a significant increase in the established capacity of Mth/EXG until pH 5. Further, the deprotonation of the Mth/EXG beneath neutral pH levels led to the formation of negatively charged chemical groups. These groups exhibit significant repellent characteristics with primarily existing phosphate types such as HPO<sub>4</sub>
<sup>2-</sup> and PO<sub>4</sub>
<sup>3-</sup> (<xref ref-type="bibr" rid="B63">Shi et al., 2019</xref>; <xref ref-type="bibr" rid="B5">Abukhadra and Mostafa, 2019</xref>). The previous finding were supported with the determined values of pH value of zero point charge (pH<sub>(pzc)</sub>). The determined pH<sub>(pzc)</sub> values during the uptake of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> are pH 6.3, pH 7.2, and pH 6.6, respectively. The surficial charges beyond these values are mainly negative which induce the electrostatic attractions of SFR and Cd<sup>2&#x2b;</sup>. Also, during pH levels below these values, the surficial charges on the surface of the adsorbent are mainly positive which induce the uptake of PO<sub>4</sub>
<sup>3-</sup> (<xref ref-type="bibr" rid="B52">Neolaka et al., 2018</xref>; <xref ref-type="bibr" rid="B49">Neolaka et al., 2021</xref>; <xref ref-type="bibr" rid="B50">Neolaka et al., 2022</xref>).</p>
</sec>
<sec id="s3-2-2">
<title>3.2.2 Contact time</title>
<p>An experiment was conducted to examine the retention characteristics of Mth/EXG about the period of the removal of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup>. The examination&#x2019;s duration varied from 20 to 780&#xa0;min. The specific impact of different time intervals was evaluated after the verification of critical parameters, involving the level of pollutants (100&#xa0;mg/L), temperature (35&#xa0;&#xb0;C), volume (100&#xa0;mL), pH (5 for PO<sub>4</sub>
<sup>3-</sup> and 8 for Cd<sup>2&#x2b;</sup> and SFR), and dosage (0.2&#xa0;g/L). The effectiveness of Mth/EXG in removing PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> has been demonstrated by the significant increase in both the quantities of ions adsorbed and the quantifiable rates of removal observed across the studies. Moreover, it is crucial to acknowledge that the time frame of the trials significantly influences the noticed enhancements in the presented uptake features, totaling around 360&#xa0;min (<xref ref-type="fig" rid="F6">Figure 6A</xref>). Nevertheless, no substantial alterations or improvements have been observed with respect to the rate of elimination of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> ions, nor in the amount of these ions retained beyond the designated contact durations. Previous findings indicate that Mth/EXG may serve as adsorbed agents for PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup>, achieving stability after certain durations. The retention capacities of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> during equilibration using Mth/EXG are 98.6&#xa0;mg/g, 142.7&#xa0;mg/g, and 82.2&#xa0;mg/g, respectively (<xref ref-type="fig" rid="F6">Figure 6A</xref>). The first phases of the assessment indicated substantial improvements and elevated rates of Mth/EXG removal, accompanied by increased amounts of trapped ions. The improvements were ascribed to the readily available interacting and unbound sites throughout the Mth/EXG (<xref ref-type="bibr" rid="B77">Yuan et al., 2024</xref>). As the duration of the examination extends, there has been a notable decrease in the total number of accessible sites. The key cause of this behavior is attributed to the prolonged adsorption of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup>, which fills the previously identified receptors and reduces the overall quantity of available receptors. Consequently, there was a notable decline in the binding rates of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> after a certain duration. Furthermore, the implementation of Mth/EXG demonstrated little enhancement or steady characteristics in the retention of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup>, indicating equilibrium conditions. The determination of the equilibrium phases of Mth/EXG may be attained by completely saturation of all effective receptors, hence preventing further binding of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> to their interfaces (<xref ref-type="bibr" rid="B56">Salam et al., 2020</xref>).</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Effect of contact time on the uptake of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> by Mth/EXG <bold>(A)</bold>, Intra-Particle diffusion curves of the uptake processes <bold>(B)</bold>, fitting of the results with Pseudo-First order model <bold>(C)</bold>, and fitting of the results with Pseudo-second order model <bold>(D)</bold>.</p>
</caption>
<graphic xlink:href="fchem-12-1471994-g006.tif"/>
</fig>
</sec>
<sec id="s3-2-3">
<title>3.2.3 Kinetic studies</title>
<sec id="s3-2-3-1">
<title>3.2.3.1 Intra-particle diffusion behavior</title>
<p>The examination of the intra-particle diffusion pattern may serve as evidence for the mechanical stages and uptake tendencies of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> employing Mth/EXG. The presented curves show three distinct segments with differing slopes (<xref ref-type="fig" rid="F6">Figure 6B</xref>). The analyzed curves exhibit displacements from their initial positions, indicating the simultaneous occurrence of multiple adsorption reactions in conjunction with the diffusion route for PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> (<xref ref-type="bibr" rid="B56">Salam et al., 2020</xref>; <xref ref-type="bibr" rid="B24">El Qada, 2020</xref>). The processes typically consist of three main phases: (1) the interaction between dissolved ions and the unbound binding spots on the surfaces of Mth/EXG (boundary); (2) the layered uptake of dissolve ions (internal retention) and their diffusion characteristics; and (3) the effects of equilibrium and saturation states. (<xref ref-type="bibr" rid="B42">Lin et al., 2021</xref>). The first results of this study indicate that the primary mechanisms regulating the binding of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> to the exterior interfaces of Mth/EXG (external retention) were the most significant paths detected at all stages of uptake activities (<xref ref-type="fig" rid="F6">Figure 6B</xref>). The effectiveness of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> uptake during this stage relies on the total number of sites situated across the interfaces of Mth/EXG (<xref ref-type="bibr" rid="B74">Wu et al., 2023</xref>). The efficacy of extra-layered adsorption techniques was promptly confirmed by extending the duration until all exterior sites were completely occupied (<xref ref-type="fig" rid="F6">Figure 6B</xref>) (<xref ref-type="bibr" rid="B52">Neolaka et al., 2018</xref>; <xref ref-type="bibr" rid="B42">Lin et al., 2021</xref>). Additionally, the effects of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> diffusion mechanisms are included throughout this phase. The final processes of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> uptake by Mth/EXG have a considerable influence after equilibrium levels are attained. This indicates that the PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup>, which were efficiently maintained, occupied all available sites (<xref ref-type="bibr" rid="B56">Salam et al., 2020</xref>; <xref ref-type="bibr" rid="B58">Sayed et al., 2022</xref>). At this step, the elimination of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> is promoted by molecular and interionic attraction processes (<xref ref-type="bibr" rid="B37">Jiang et al., 2020</xref>).</p>
</sec>
<sec id="s3-2-3-2">
<title>3.2.3.2 Kinetic modeling</title>
<p>Modeling the kinetics of binding is crucial for examining time-dependent impacts and comprehending the physical mechanisms involved, including mass transfer and chemical paths that influence adsorption efficiency (<xref ref-type="bibr" rid="B51">Neolaka et al., 2023b</xref>). The kinetics of removal pathways for PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> were analyzed employing the established kinetic theories based on pseudo-first-order (PFO) and pseudo-second-order (PSO) mathematical models. The PFO modeling was used to elucidate the link between the rates at which the PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> ions completely occupy the interaction binding sites, alongside their entire quantities, in order to examine the kinetics of retaining behaviors throughout the equilibrium situations. The PSO concept may demonstrate the correlation between the characteristics of evaluated adsorbents over certain duration. The correlation degrees between the retention characteristics of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> and kinetic concepts were assessed employing nonlinear fitting factors that correspond to the pertinent equations, in relation to both distinctive hypotheses. The appropriate levels of agreement have been determined by the analysis of correlation coefficients (R<sup>2</sup>) and Chi-squared (X<sup>2</sup>) readings (<xref ref-type="table" rid="T2">Table 2</xref>; <xref ref-type="fig" rid="F6">Figures 6C, D</xref>). The R<sup>2</sup> and X<sup>2</sup> values elucidate the basic kinetic characteristics, while the key concepts of the PFO concept provides a better explanation for the bonding processes as well as retention tendencies of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> employing Mth/EXG, in contrast to the evaluated PSO theory. The findings derived from mathematical modeling of the PFO theory indicated that the hypothetical amounts of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> retained were 107.78&#xa0;mg/g, 152&#xa0;mg/g, and 83&#xa0;mg/g, respectively. These values aligned with the actually obtained measurements. The established consistency corroborates the previously acquired findings, which emphasize the superior suitability of the P.F. theory regarding kinetic evaluations (<xref ref-type="table" rid="T2">Table 2</xref>). According to PFO theory, the primary factors contributing to the adsorbing of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> via Mth/EXG include physical processes, including van der Waals forces and electrostatic attraction (<xref ref-type="bibr" rid="B62">Sherlala et al., 2019</xref>; <xref ref-type="bibr" rid="B30">Huang et al., 2018</xref>). The analyzed uptake factors further reveal remarkable coherence with the PSO principles; nevertheless, a greater degree of agreement is achieved utilizing the PFO model. Previous studies have demonstrated some chemical reactions, including hydrogen bonding, complexation, and hydrophobic interactions, are likely to enhance or have little effect on the uptake of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> using Mth/EXG (<xref ref-type="bibr" rid="B56">Salam et al., 2020</xref>; <xref ref-type="bibr" rid="B62">Sherlala et al., 2019</xref>). Physical approaches may generate successive retention layers above the previously established chemically bound PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> layers (<xref ref-type="bibr" rid="B36">Jasper et al., 2020</xref>).</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>The mathematical parameters of the evaluated kinetic models.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th colspan="5" align="center">Kinetic models</th>
</tr>
<tr>
<td align="left">Models</td>
<td align="left">Parameters</td>
<td align="center">PO<sub>4</sub>
<sup>3-</sup>
</td>
<td align="center">SFR</td>
<td align="center">Cd<sup>2&#x2b;</sup>
</td>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="5" align="left">Pseudo-First-order</td>
<td align="left">K<sub>1</sub> (min<sup>-1</sup>)</td>
<td align="center">0.0063</td>
<td align="center">0.0076</td>
<td align="center">0.0086</td>
</tr>
<tr>
<td align="left">Qe <sub>(Cal)</sub> (mg/g)</td>
<td align="center">107.78</td>
<td align="center">152.05</td>
<td align="center">83.02</td>
</tr>
<tr>
<td align="left">Qe <sub>(EXP)</sub> (mg/g)</td>
<td align="center">98.6</td>
<td align="center">142.7</td>
<td align="center">82.2</td>
</tr>
<tr>
<td align="left">R<sup>2</sup>
</td>
<td align="center">0.94</td>
<td align="center">0.95</td>
<td align="center">0.98</td>
</tr>
<tr>
<td align="left">X<sup>2</sup>
</td>
<td align="center">2.24</td>
<td align="center">3.1</td>
<td align="center">0.25</td>
</tr>
<tr>
<td rowspan="5" align="left">Pseudo-Second-order</td>
<td align="left">k<sub>2</sub> (g mg<sup>-1</sup> min<sup>-1</sup>)</td>
<td align="center">3.55 &#xd7; 10<sup>&#x2212;5</sup>
</td>
<td align="center">3.31 &#xd7; 10<sup>&#x2212;5</sup>
</td>
<td align="center">8.53 &#xd7; 10<sup>&#x2212;5</sup>
</td>
</tr>
<tr>
<td align="left">Qe <sub>(Cal)</sub> (mg/g)</td>
<td align="center">143.36</td>
<td align="center">195.92</td>
<td align="center">101.15</td>
</tr>
<tr>
<td align="left">Qe <sub>(EXP)</sub> (mg/g)</td>
<td align="center">98.6</td>
<td align="center">142.7</td>
<td align="center">82.2</td>
</tr>
<tr>
<td align="left">R<sup>2</sup>
</td>
<td align="center">0.91</td>
<td align="center">0.91</td>
<td align="center">0.97</td>
</tr>
<tr>
<td align="left">X<sup>2</sup>
</td>
<td align="center">3.35</td>
<td align="center">4.8</td>
<td align="center">0.37</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s3-2-4">
<title>3.2.4 Starting concentration</title>
<p>The investigation investigated the impact of initial concentrations of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> to ascertain the maximum elimination activities employing Mth/EXG, alongside related equilibrium conditions, all over the evaluated range of 50&#x2013;400&#xa0;mg/L. The supplementary parameters affecting the elimination of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> were maintained at certain levels: an overall volume of 100&#xa0;mL, a period of 24&#xa0;h, a dose of 0.2&#xa0;g/L, and temperatures ranging from 308&#xa0;K to 318&#xa0;K. An relationship exists between elevated levels of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> ions and the corresponding rise in their immobilized amounts using Mth/EXG (<xref ref-type="fig" rid="F7">Figures 7A&#x2013;C</xref>). An elevation in the levels of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> ions inside a certain volume significantly enhanced the diffusion, driving forces, and mobility features of soluble chemical ions. This enhanced the ability to interact with greater amounts of the active retaining sites abundantly present across the exterior of Mth/EXG. The retention effectiveness of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> using Mth/EXG was significantly improved about the evaluated levels of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> (<xref ref-type="bibr" rid="B7">Ahmed et al., 2024b</xref>). The relationship is observable only within specified ranges of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> concentrations. Moreover, augmenting the starting levels of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> seems to have little impact on their interaction with Mth/EXG (<xref ref-type="fig" rid="F7">Figures 7A&#x2013;C</xref>). Determining the equilibrium phases facilitates the determination of optimal retention effectiveness for PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup>. The adsorption abilities of PO43- were quantified as 260&#xa0;mg/g at 308&#xa0;K, 250.5&#xa0;mg/g at 313&#xa0;K, and 230&#xa0;mg/g at 318&#xa0;K (<xref ref-type="fig" rid="F7">Figure 7A</xref>). The observed values for SFR were 297.8&#xa0;mg/g at 308&#xa0;K, 261.6&#xa0;mg/g at 313&#xa0;K, and 234.6&#xa0;mg/g at 318&#xa0;K (<xref ref-type="fig" rid="F7">Figure 7B</xref>). The Cd<sup>2&#x2b;</sup> retention levels at temperatures of 308&#xa0;K, 313&#xa0;K, and 318&#xa0;K were 223.4&#xa0;mg/g, 201.4&#xa0;mg/g, and 182.3&#xa0;mg/g, respectively (<xref ref-type="fig" rid="F7">Figure 7C</xref>). The decrease in the uptake of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> observed while using Mth/EXG at different temperatures suggests that the processes under investigation exhibit exothermic characteristics.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Effect of the starting concentrations on the uptake of PO<sub>4</sub>
<sup>3-</sup> <bold>(A)</bold>, SFR <bold>(B)</bold>, and Cd<sup>2&#x2b;</sup> <bold>(C)</bold> by Mth/EXG.</p>
</caption>
<graphic xlink:href="fchem-12-1471994-g007.tif"/>
</fig>
</sec>
<sec id="s3-2-5">
<title>3.2.5 Classic isotherm models</title>
<p>Traditional equilibrium assessments of adsorption responses were conducted to evaluate the spatial distribution of water-soluble pollutants in aqueous solutions and the materials that adsorb them after stability levels. Conventional equilibrium modeling approaches significantly impact the elucidation of processes. The prevalent isotherm functions provide critical insights into three dimensions: (a) the sorbate&#x2019;s selectivity for the adsorbent&#x2019;s reactive surface; (b) the possible amount of soluble chemical ions that may engage with these surfaces; and (c) the ultimate binding features. The binding properties of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> were analyzed for their equilibrium features using the Langmuir (<xref ref-type="fig" rid="F8">Figures 8A&#x2013;C</xref>), Freundlich (<xref ref-type="fig" rid="F8">Figures 8D&#x2013;F</xref>), and Dubinin-Radushkevich (D-R) (<xref ref-type="fig" rid="F8">Figures 8G&#x2013;I</xref>) equilibrium models. The degree of concordance between the proposed equilibrium assumptions outlined in the aforementioned models and the measurable retaining behaviors of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> has been evaluated by non-linear fitting methods. The inquiry included analyzing the correlation coefficient (R<sup>2</sup>) and the Chi-squared (&#x3c7;<sup>2</sup>) data. Assessment of R<sup>2</sup> and X<sup>2</sup> indicates that the Mth/EXG particles have a stronger affinity for binding PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup>, conforming more closely to Langmuir&#x2019;s concepts than to the Freundlich concept. The equilibrium behavior mentioned above demonstrates that PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> display consistent and uniform binding affinities across both the reactive and available sites of Mth/EXG particles. This leads to the formation of monolayers of adsorbed PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> ions (<xref ref-type="bibr" rid="B30">Huang et al., 2018</xref>; <xref ref-type="bibr" rid="B19">Dawodu et al., 2012</xref>). Furthermore, the analysis established that Mth/EXG particulates have favorable adsorption characteristics for PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup>, as shown by the RL values, which are less than 1 (<xref ref-type="bibr" rid="B74">Wu et al., 2023</xref>; <xref ref-type="bibr" rid="B24">El Qada, 2020</xref>). The mathematical study determined the maximum adsorption capacities (Q<sub>max</sub>) of PO<sub>4</sub>
<sup>3-</sup> as 268.07&#xa0;mg/g at 308&#xa0;K, 257.5&#xa0;mg/g at 313&#xa0;K, and 234.1&#xa0;mg/g at 318&#xa0;K. The predicted values for SFR are 312.3&#xa0;mg/g at 308&#xa0;K, 270&#xa0;mg/g at 313&#xa0;K, and 237&#xa0;mg/g at 318&#xa0;K (<xref ref-type="table" rid="T3">Table 3</xref>). The calculated concentrations of Cd<sup>2&#x2b;</sup> were 234.9&#xa0;mg/g at 308&#xa0;K, 211&#xa0;mg/g at 313&#xa0;K, and 187.9&#xa0;mg/g at 318&#xa0;K (<xref ref-type="table" rid="T3">Table 3</xref>).</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Fitting of the PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> uptake results by Mth/EXG with traditional Langmuir model <bold>(A&#x2013;C)</bold>, traditional Freundlich model <bold>(D&#x2013;F)</bold>, traditional Dubinin-Radushkevich model <bold>(G&#x2013;I)</bold>, and advanced monolayer model <bold>(J&#x2013;L)</bold>.</p>
</caption>
<graphic xlink:href="fchem-12-1471994-g008.tif"/>
</fig>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>The estimated mathematical parameters of the studied classic equilibrium models.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left"/>
<th align="left">Models</th>
<th align="left"/>
<th align="left">308&#xa0;K</th>
<th align="left">313&#xa0;K</th>
<th align="left">318&#xa0;K</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="14" align="left">Cd<sup>2&#x2b;</sup>
</td>
<td rowspan="5" align="left">Langmuir</td>
<td align="left">Q<sub>max</sub> (mg/g)</td>
<td align="left">234.9</td>
<td align="left">211.1</td>
<td align="left">187.9</td>
</tr>
<tr>
<td align="left">Q<sub>EXP</sub> (mg/g)</td>
<td align="left">223.4</td>
<td align="left">201.4</td>
<td align="left">182.3</td>
</tr>
<tr>
<td align="left">b(L/mg)</td>
<td align="left">2.02 &#xd7; 10<sup>&#x2212;5</sup>
</td>
<td align="left">5.14 &#xd7; 10<sup>&#x2212;5</sup>
</td>
<td align="left">5.71 &#xd7; 10<sup>&#x2212;6</sup>
</td>
</tr>
<tr>
<td align="left">R<sup>2</sup>
</td>
<td align="left">0.998</td>
<td align="left">0.997</td>
<td align="left">0.999</td>
</tr>
<tr>
<td align="left">X<sup>2</sup>
</td>
<td align="left">0.106</td>
<td align="left">0.274</td>
<td align="left">0.649</td>
</tr>
<tr>
<td rowspan="4" align="left">Freundlich model</td>
<td align="left">1/n</td>
<td align="left">0.62</td>
<td align="left">0.58</td>
<td align="left">0.54</td>
</tr>
<tr>
<td align="left">k<sub>F</sub> (mg/g)</td>
<td align="left">265.8</td>
<td align="left">243.5</td>
<td align="left">219.5</td>
</tr>
<tr>
<td align="left">R<sup>2</sup>
</td>
<td align="left">0.984</td>
<td align="left">0.983</td>
<td align="left">0.981</td>
</tr>
<tr>
<td align="left">X<sup>2</sup>
</td>
<td align="left">0.74</td>
<td align="left">0.61</td>
<td align="left">0.82</td>
</tr>
<tr>
<td rowspan="5" align="left">D-R model</td>
<td align="left">&#x3b2; (mol<sup>2</sup>/KJ<sup>2</sup>)</td>
<td align="left">0.0046</td>
<td align="left">0.0054</td>
<td align="left">0.0062</td>
</tr>
<tr>
<td align="left">Q<sub>m</sub> (mg/g)</td>
<td align="left">233.6</td>
<td align="left">215.6</td>
<td align="left">202.6</td>
</tr>
<tr>
<td align="left">R<sup>2</sup>
</td>
<td align="left">0.984</td>
<td align="left">0.986</td>
<td align="left">0.989</td>
</tr>
<tr>
<td align="left">X<sup>2</sup>
</td>
<td align="left">1.357</td>
<td align="left">1.258</td>
<td align="left">0.998</td>
</tr>
<tr>
<td align="left">E (KJ/mol)</td>
<td align="left">10.42</td>
<td align="left">9.62</td>
<td align="left">8.98</td>
</tr>
<tr>
<td rowspan="14" align="left">PO<sub>4</sub>
<sup>3-</sup>
</td>
<td rowspan="5" align="left">Langmuir model</td>
<td align="left">Q<sub>max</sub> (mg/g)</td>
<td align="left">268.07</td>
<td align="left">257.5</td>
<td align="left">234.1</td>
</tr>
<tr>
<td align="left">Q<sub>EXP</sub> (mg/g)</td>
<td align="left">260</td>
<td align="left">150.5</td>
<td align="left">230</td>
</tr>
<tr>
<td align="left">b(L/mg)</td>
<td align="left">2.36 &#xd7; 10<sup>&#x2212;5</sup>
</td>
<td align="left">2.71 &#xd7; 10<sup>&#x2212;5</sup>
</td>
<td align="left">1.42 &#xd7; 10<sup>&#x2212;6</sup>
</td>
</tr>
<tr>
<td align="left">R<sup>2</sup>
</td>
<td align="left">0.998</td>
<td align="left">0.955</td>
<td align="left">0.994</td>
</tr>
<tr>
<td align="left">X<sup>2</sup>
</td>
<td align="left">0.160</td>
<td align="left">4.77</td>
<td align="left">5.96</td>
</tr>
<tr>
<td rowspan="4" align="left">Freundlich model</td>
<td align="left">1/n</td>
<td align="left">0.49</td>
<td align="left">0.54</td>
<td align="left">0.54</td>
</tr>
<tr>
<td align="left">k<sub>F</sub> (mg/g)</td>
<td align="left">291.4</td>
<td align="left">293.4</td>
<td align="left">280.77</td>
</tr>
<tr>
<td align="left">R<sup>2</sup>
</td>
<td align="left">0.990</td>
<td align="left">0.987</td>
<td align="left">0.989</td>
</tr>
<tr>
<td align="left">X<sup>2</sup>
</td>
<td align="left">1.013</td>
<td align="left">1.366</td>
<td align="left">1.22</td>
</tr>
<tr>
<td rowspan="5" align="left">D-R model</td>
<td align="left">&#x3b2; (mol<sup>2</sup>/KJ<sup>2</sup>)</td>
<td align="left">0.0044</td>
<td align="left">0.0049</td>
<td align="left">0.0059</td>
</tr>
<tr>
<td align="left">Q<sub>m</sub> (mg/g)</td>
<td align="left">280.95</td>
<td align="left">272.40</td>
<td align="left">258.92</td>
</tr>
<tr>
<td align="left">R<sup>2</sup>
</td>
<td align="left">0.99</td>
<td align="left">0.98</td>
<td align="left">0.99</td>
</tr>
<tr>
<td align="left">X<sup>2</sup>
</td>
<td align="left">1.039</td>
<td align="left">1.662</td>
<td align="left">1.420</td>
</tr>
<tr>
<td align="left">E (KJ/mol)</td>
<td align="left">10.66</td>
<td align="left">10.10</td>
<td align="left">9.20</td>
</tr>
<tr>
<td rowspan="14" align="left">SFR</td>
<td rowspan="5" align="left">Langmuir model</td>
<td align="left">Q<sub>max</sub> (mg/g)</td>
<td align="left">312.3</td>
<td align="left">270.13</td>
<td align="left">237.14</td>
</tr>
<tr>
<td align="left">Q<sub>EXP</sub> (mg/g)</td>
<td align="left">297.8</td>
<td align="left">261.6</td>
<td align="left">234.6</td>
</tr>
<tr>
<td align="left">b(L/mg)</td>
<td align="left">4.73 &#xd7; 10<sup>&#x2212;5</sup>
</td>
<td align="left">6.52 &#xd7; 10<sup>&#x2212;5</sup>
</td>
<td align="left">5.54 &#xd7; 10<sup>&#x2212;6</sup>
</td>
</tr>
<tr>
<td align="left">R<sup>2</sup>
</td>
<td align="left">0.999</td>
<td align="left">0.998</td>
<td align="left">0.997</td>
</tr>
<tr>
<td align="left">X<sup>2</sup>
</td>
<td align="left">0.041</td>
<td align="left">0.118</td>
<td align="left">0.121</td>
</tr>
<tr>
<td rowspan="4" align="left">Freundlich model</td>
<td align="left">1/n</td>
<td align="left">0.62</td>
<td align="left">0.55</td>
<td align="left">0.49</td>
</tr>
<tr>
<td align="left">k<sub>F</sub> (mg/g)</td>
<td align="left">336.42</td>
<td align="left">289.84</td>
<td align="left">255.08</td>
</tr>
<tr>
<td align="left">R<sup>2</sup>
</td>
<td align="left">0.97</td>
<td align="left">0.987</td>
<td align="left">0.978</td>
</tr>
<tr>
<td align="left">X<sup>2</sup>
</td>
<td align="left">0.189</td>
<td align="left">0.277</td>
<td align="left">0.386</td>
</tr>
<tr>
<td rowspan="5" align="left">D-R model</td>
<td align="left">&#x3b2; (mol<sup>2</sup>/KJ<sup>2</sup>)</td>
<td align="left">0.012</td>
<td align="left">0.017</td>
<td align="left">0.022</td>
</tr>
<tr>
<td align="left">Q<sub>m</sub> (mg/g)</td>
<td align="left">296.9</td>
<td align="left">268.2</td>
<td align="left">246.1</td>
</tr>
<tr>
<td align="left">R<sup>2</sup>
</td>
<td align="left">0.97</td>
<td align="left">0.99</td>
<td align="left">0.99</td>
</tr>
<tr>
<td align="left">X<sup>2</sup>
</td>
<td align="left">1.51</td>
<td align="left">0.69</td>
<td align="left">0.218</td>
</tr>
<tr>
<td align="left">E (KJ/mol)</td>
<td align="left">6.45</td>
<td align="left">5.43</td>
<td align="left">4.76</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The equilibrium parameters of the D-R hypothesis provide a comprehensive understanding of the energy variations shown by Mth/EXG nanoparticles throughout the purification processes of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup>, irrespective of the particle&#x2019;s degree of heterogeneity or homogeneity depending on Gaussian energy distribution (<xref ref-type="bibr" rid="B24">El Qada, 2020</xref>). The examination of the D-R modeling results provides critical insights into the calculation of free adsorption energy (E) and its relevance in understanding fundamental mechanisms, regardless of whether they are chemical or physical in nature. The energy levels related to retaining activities may be categorized into three separate groups: below 8&#xa0;kJ/mol, between 8 and 16&#xa0;kJ/mol, and beyond 16&#xa0;kJ/mol. At these energy levels, the primary mechanisms consist mostly of significant physical interactions, weak chemical reactions, or a combination of physical and chemical processes, together with significant chemical activities (<xref ref-type="bibr" rid="B58">Sayed et al., 2022</xref>). The determined E values for SFR uptake procedures using Mth/EXG were below the permissible energy limits (below 8&#xa0;kJ/mol) for the physical processes (<xref ref-type="table" rid="T3">Table 3</xref>). The established levels for PO<sub>4</sub>
<sup>3-</sup> and Cd<sup>2&#x2b;</sup> align with the hypothesized range for weak chemical or complicated interactions between chemical and physical reactions (8&#x2013;16&#xa0;kJ/mol) (<xref ref-type="table" rid="T3">Table 3</xref>).</p>
</sec>
<sec id="s3-2-6">
<title>3.2.6 Advanced isotherm models</title>
<p>Employing statistical physics methods to mimic the equilibrium characteristics of adsorption activities can give an in-depth investigation of the distinctive characteristics of the processes. This study uses mathematical models to assess the interactions between water-soluble pollutants and external reactive chemical groups present as binding spots onto adsorbent interfaces. The mathematical formulas used in this investigation provide calculated parameters that accurately describe the principal activities, such as energetic and steric aspects. The simulations include several steric factors, notably Nm, which denotes the total number of occupied adsorption sites over the contact surface of Mth/EXG. The estimations also include the quantity of held ions (n) within an individual receptor and the maximum retention efficacy of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> using Mth/EXG at full saturation (Q<sub>sat</sub>). The evaluated energetic parameters, derived from the model&#x2019;s fitting variables, include internal energy (E<sub>int</sub>), entropy (Sa), retention energies (E), and free enthalpy (G). Non-linear regression analyses have been used to examine the aforementioned hypotheses of the established models. The prior inquiry was effectively conducted using multivariable nonlinear regression algorithms with the Levenberg-Marquardt iterative approach. The derived fitting values were later used to evaluate and describe the adsorption processes of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> by Mth/EXG. The analysis was completed using a closely analogous model, namely the monolayer model of a single active site (<xref ref-type="fig" rid="F8">Figures 8J&#x2013;L</xref>). <xref ref-type="table" rid="T4">Table 4</xref> displays the calculated variables and the fitting quality.</p>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>The steric and energetic parameters of the evaluated advanced isotherm models.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="center">Material</th>
<th rowspan="2" align="center">Parameters</th>
<th colspan="3" align="center">Values</th>
</tr>
<tr>
<th align="center">308K</th>
<th align="center">313K</th>
<th align="center">318K</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="5" align="left">Cd<sup>2&#x2b;</sup>
</td>
<td align="left">n</td>
<td align="center">2.81</td>
<td align="center">3.04</td>
<td align="center">3.48</td>
</tr>
<tr>
<td align="left">Nm (mg/g)</td>
<td align="center">83.45</td>
<td align="center">69.26</td>
<td align="center">53.89</td>
</tr>
<tr>
<td align="left">Q<sub>sat</sub> (mg/g)</td>
<td align="center">234.5</td>
<td align="center">210.5</td>
<td align="center">187.5</td>
</tr>
<tr>
<td align="left">C<sub>1/2</sub> (mg/L)</td>
<td align="center">105.2</td>
<td align="center">115.4</td>
<td align="center">119.3</td>
</tr>
<tr>
<td align="left">&#x394;E (kJ/mol)</td>
<td align="center">&#x2212;12.56</td>
<td align="center">&#x2212;12.87</td>
<td align="center">&#x2212;13.12</td>
</tr>
<tr>
<td rowspan="5" align="left">PO<sub>4</sub>
<sup>3-</sup>
</td>
<td align="left">n</td>
<td align="center">3.27</td>
<td align="center">3.37</td>
<td align="center">3.44</td>
</tr>
<tr>
<td align="left">Nm (mg/g)</td>
<td align="center">82.54</td>
<td align="center">77.35</td>
<td align="center">70.02</td>
</tr>
<tr>
<td align="left">Q<sub>sat</sub> (mg/g)</td>
<td align="center">269.9</td>
<td align="center">260.7</td>
<td align="center">240.8</td>
</tr>
<tr>
<td align="left">C<sub>1/2</sub> (mg/L)</td>
<td align="center">92.55</td>
<td align="center">102.1</td>
<td align="center">116.5</td>
</tr>
<tr>
<td align="left">&#x394;E (kJ/mol)</td>
<td align="center">&#x2212;7.59</td>
<td align="center">&#x2212;7.83</td>
<td align="center">&#x2212;8.10</td>
</tr>
<tr>
<td rowspan="5" align="left">SFR</td>
<td align="left">n</td>
<td align="center">2.29</td>
<td align="center">2.69</td>
<td align="center">3.19</td>
</tr>
<tr>
<td align="left">Nm (mg/g)</td>
<td align="center">136.3</td>
<td align="center">100.2</td>
<td align="center">74.3</td>
</tr>
<tr>
<td align="left">Q<sub>sat</sub> (mg/g)</td>
<td align="center">312.1</td>
<td align="center">269.6</td>
<td align="center">237</td>
</tr>
<tr>
<td align="left">C<sub>1/2</sub> (mg/L)</td>
<td align="center">77.34</td>
<td align="center">83.96</td>
<td align="center">91.25</td>
</tr>
<tr>
<td align="left">&#x394;E (kJ/mol)</td>
<td align="center">&#x2212;4.83</td>
<td align="center">&#x2212;5.0</td>
<td align="center">&#x2212;5.18</td>
</tr>
</tbody>
</table>
</table-wrap>
<sec id="s3-2-6-1">
<title>3.2.6.1 Steric properties</title>
<sec id="s3-2-6-1-1">
<title>3.2.6.1.1 Number of adsorbed Se ions per site (n)</title>
<p>The mathematical outcomes of the n (Se) function provide strong proof on the configurational properties of the immobilized PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> ions across the exterior interfaces of Mth/EXG. This includes either vertical or horizontal arrangements. Moreover, these findings are significant for understanding the processes that regulate binding reactions, including many dockings or interactions. The binding of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> ions via various retention sites is significantly affected by multi-anchorage or multi-docking interactions. Adsorption mechanisms displaying values below 1 relate to the horizontal positioning of these ions. Conversely, characteristics above a level of 1 indicate the existence of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> in non-parallel and vertical orientation. The removal mechanisms of such systems are primarily facilitated by multi-ionic processes, whereby a single site may accommodate several ions (<xref ref-type="bibr" rid="B58">Sayed et al., 2022</xref>; <xref ref-type="bibr" rid="B44">Mobarak et al., 2021</xref>). The calculated values of n, indicating the total number of ions trapped by a single uptake site onto the exterior of Mth/EXG, range from 3.27 to 3.44 for PO<sub>4</sub>
<sup>3-</sup>, 2.29 to 3.19 for SFR, and from 2.8 to 3.48 for Cd<sup>2&#x2b;</sup> (<xref ref-type="fig" rid="F9">Figure 9A</xref>). The total number of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> ions present at each site are higher than 1. Consequently, PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> were sequestered by a multi-ionic interactions mechanism. Every retention site inside the Mth/EXG particulates had the ability to accommodate multiple ions, organized in vertical configurations with non-parallel characteristics. The binding sites across the exterior surface of Mth/EXG might each hold a maximum of four ions of PO43-, SFR, and Cd<sup>2&#x2b;</sup>. The estimated n levels of Mth/EXG for PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> show a significant increase with increasing operation temperature from 308&#xa0;K to 318&#xa0;K (<xref ref-type="fig" rid="F9">Figure 9A</xref>). This realization emphasizes that the aggregation affinities of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> ions tend to increase across the surface of the composite at elevated temperature. Furthermore, this implies that thermal activating steps occur prior to the binding of these ions by the Mth/EXG particles (<xref ref-type="bibr" rid="B29">Hsu et al., 2024</xref>; <xref ref-type="bibr" rid="B22">Dhaouadi et al., 2021</xref>).</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>The changes in the steric (number of adsorbed ions per site <bold>(A)</bold>, occupies sites density <bold>(B)</bold>, and saturation uptake capacity <bold>(C)</bold>) and thermodynamic functions [entropy <bold>(D&#x2013;F)</bold>, internal energy <bold>(G&#x2013;I)</bold>, and enthalpy <bold>(J&#x2013;L)</bold>] during the uptake of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> by Mth/EXG.</p>
</caption>
<graphic xlink:href="fchem-12-1471994-g009.tif"/>
</fig>
</sec>
<sec id="s3-2-6-1-2">
<title>3.2.6.1.2 Density of the active sites (Nm)</title>
<p>The overall number of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> filled receptors (Nm) in the outermost layer of Mth/EXG particulates throughout all stages may be accurately assessed by analyzing the density of active sites for PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> (<xref ref-type="fig" rid="F8">Figure 8B</xref>). The measured values for the computed Nm of Mth/EXG at different temperatures for PO<sub>4</sub>
<sup>3-</sup> are 82.54&#xa0;mg/g at 308&#xa0;K, 77.35&#xa0;mg/g at 313&#xa0;K, and 70.02&#xa0;mg/g at 318&#xa0;K (<xref ref-type="fig" rid="F9">Figure 9B</xref>). The calculated levels for SFR were 136.3&#xa0;mg/g at 308&#xa0;K, 100.2&#xa0;mg/g at 313&#xa0;K, and 84.3&#xa0;mg/g at 318&#xa0;K. Furthermore, the recorded levels of Cd<sup>2&#x2b;</sup> were 83.45&#xa0;mg/g at 308&#xa0;K, 69.26&#xa0;mg/g at 313&#xa0;K, and 53.89&#xa0;mg/g at 318&#xa0;K (<xref ref-type="fig" rid="F9">Figure 9B</xref>). The determined Nm levels associated with the SFR binding processes are greater than what has been reported for Cd<sup>2&#x2b;</sup> and PO<sub>4</sub>
<sup>3-</sup>, thus explaining its highest adsorption characteristics in the previously presented tests. This finding further supports the existence of additional chemical groups across the exterior of Mth/EXG particulates, which possess a remarkable chemical reactivity to form complexes with the chemical framework of SFR dye.</p>
<p>Temperature-sensitive reversible variations in the Nm levels of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> have been observed in relation to the impact of temperature (<xref ref-type="fig" rid="F9">Figure 9B</xref>). The findings align with the earlier recognized trends in n, as the enhanced aggregation properties of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> lead to a reduction in the total number of filled sites. This could be elucidated by the influence of temperature on the activity levels of existing retention sites engaged in the activities (<xref ref-type="bibr" rid="B29">Hsu et al., 2024</xref>; <xref ref-type="bibr" rid="B59">Sellaoui et al., 2020</xref>). The study highlights the detrimental effects of temperature increase on the number of functional sites, either via the potential deactivation of specific sites or the reduction in the duration necessary for certain sites to effectively absorb and retain PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup>. Prior experiments indicated similar patterns, maybe resulting from the expected dispersion of adsorbed ions or their desorption from the materials to which they were bonded. The desorption behavior resulted from the reduction in saturation restrictions of warm solutions (<xref ref-type="bibr" rid="B6">Ahmed et al., 2024a</xref>).</p>
</sec>
<sec id="s3-2-6-1-3">
<title>3.2.6.1.3 Adsorption capacity at the saturation state of (Q<sub>sat</sub>)</title>
<p>The fully saturated binding features of Mth/EXG (Qsat) offer excellent retention of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup>, together with enhanced tolerance. The estimate of Qsat amounts is determined by two primary factors: the designated density of occupied sites (Nm) and the cumulative number of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> ions kept by each individual site (n). The Mth/EXG&#x2019;s ability to hold onto PO<sub>4</sub>
<sup>3-</sup> is 269.9&#xa0;mg/g at 308&#xa0;K, 260.7&#xa0;mg/g at 313&#xa0;K, and 240.8&#xa0;mg/g at 318&#xa0;K (<xref ref-type="fig" rid="F9">Figure 9C</xref>). The highest possible adsorption qualities of SFR were calculated as 312.1&#xa0;mg/g at 308&#xa0;K, 269.6&#xa0;mg/g at 313&#xa0;K, and 237&#xa0;mg/g at 318&#xa0;K (<xref ref-type="fig" rid="F9">Figure 9C</xref>). The Mth/EXG hybrid had the highest Cd<sup>2&#x2b;</sup> adsorption capacity, with values of 234.5&#xa0;mg/g at 303&#xa0;K, 210.5&#xa0;mg/g at 313&#xa0;K, and 187.5&#xa0;mg/g at 318&#xa0;K (<xref ref-type="fig" rid="F9">Figure 9C</xref>). The adverse impacts of temperature signify the exothermic nature of the PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> retention activities using Mth/EXG. The results demonstrate that greater uptake temperatures result in increased thermal collisions, which subsequently diminish the binding efficacy of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> (<xref ref-type="bibr" rid="B44">Mobarak et al., 2021</xref>). Moreover, the temperature-dependent observable traits of Q<sub>sat</sub> show similarities to the behavior characterized by Nm rather than n (<xref ref-type="fig" rid="F8">Figure 8C</xref>). The findings indicate that the number of interacting receptors, rather than the unique binding affinity of each individual receptor, is the primary determinant influencing the retention efficacy of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> by Mth/EXG.</p>
</sec>
</sec>
<sec id="s3-2-6-2">
<title>3.2.6.2 Energetic properties</title>
<sec id="s3-2-6-2-1">
<title>3.2.6.2.1 Adsorption energy</title>
<p>The quantified energy fluctuations (&#x394;E) across the adsorption processes of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> may provide valuable insights into fundamental processes, regardless of their association with physical or chemical processes. Physical reactions show energies below 40&#xa0;kJ/mol, while chemical pathways reveal energetic levels over 80&#xa0;kJ/mol. The binding energies serve as significant criteria for classifying different mechanistic responses in physical processes. Various physical processes may be classified based on the magnitude of binding energy. These binding interactions include hydrogen bonds (less than 30&#xa0;kJ/mol), dipole bonds (2&#x2013;29&#xa0;kJ/mol), van der Waals forces (4&#x2013;10&#xa0;kJ/mol), electrostatic binding (2&#x2013;50&#xa0;kJ/mol), and hydrophobic interacting (5&#xa0;kJ/mol). The calculation of removal energies (&#x394;E) for PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> was conducted using <xref ref-type="disp-formula" rid="e5">Equation 5</xref>. This equation incorporates the solubility of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> (S), the gas constant (R &#x3d; 0.008314&#xa0;kJ/mol&#xb7;K), the levels of these ions under half-saturation conditions of Mth/EXG, and a designated temperature (T) (<xref ref-type="bibr" rid="B21">Dhaouadi et al., 2020</xref>).<disp-formula id="e5">
<mml:math id="m5">
<mml:mrow>
<mml:mo>&#x2206;</mml:mo>
<mml:mi>E</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>R</mml:mi>
<mml:mi>T</mml:mi>
<mml:mtext>&#x2009;</mml:mtext>
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<mml:mrow>
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</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(5)</label>
</disp-formula>
</p>
<p>The adsorption energy levels of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> by Mth/EXG vary from &#x2212;7.59&#xa0;kJ/mol to &#x2212;8.10&#xa0;kJ/mol, &#x2212;4.83&#xa0;kJ/mol to &#x2212;5.18&#xa0;kJ/mol, and &#x2212;12.56&#xa0;kJ/mol to &#x2212;13.12&#xa0;kJ/mol, respectively (<xref ref-type="table" rid="T4">Table 4</xref>). These values are within the determined boundaries for physisorption processes. The measured values for PO<sub>4</sub>
<sup>3-</sup> and SFR indicate that hydrogen bonds along with electrostatic attraction, dipole forces and van der Waals forces are the key processes involved in their removal by Mth/EXG. The binding process of Cd<sup>2&#x2b;</sup> via Mth/EXG is regulated mainly by electrostatic attraction, van der Waals forces, and hydrogen bonds as demonstrated from the computed results. The suggested uptake mechanisms by Mth/EXG were represented schematically in <xref ref-type="fig" rid="F10">Figure 10</xref>. The negative signs of the &#x2206;E results reveal that the Cd<sup>2&#x2b;</sup>, PO<sub>4</sub>
<sup>3-</sup>, and SFR adsorption processes by Mth/EXG are characterized by their exothermic features.</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Schematic diagram for the adsorption mechanisms of Cd<sup>2&#x2b;</sup>, PO<sub>4</sub>
<sup>3-,</sup> and SFR by Mth/EXG.</p>
</caption>
<graphic xlink:href="fchem-12-1471994-g010.tif"/>
</fig>
</sec>
</sec>
<sec id="s3-2-6-3">
<title>3.2.6.3 Thermodynamic functions</title>
<sec id="s3-2-6-3-1">
<title>3.2.6.3.1 Entropy</title>
<p>The entropy (Sa) associated with retaining procedures of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> utilizing Mth/EXG clearly illustrates the order and disorder behaviors that characterize their exterior interfaces under varied levels of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> ions, as well as differing temperature conditions. The properties of Sa have been illustrated by using the results derived from <xref ref-type="disp-formula" rid="e6">Equation 6</xref>, which included the already determined values for Nm and n, together with the anticipated concentrations during the half-saturation phases of Mth/EXG (C1/2) (<xref ref-type="bibr" rid="B60">Sellaoui et al., 2016</xref>).<disp-formula id="e6">
<mml:math id="m6">
<mml:mrow>
<mml:mfrac>
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<mml:msub>
<mml:mi>S</mml:mi>
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</mml:mrow>
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<mml:mi>B</mml:mi>
</mml:msub>
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<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:mfrac>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
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<mml:mfrac>
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<mml:mn>2</mml:mn>
</mml:mrow>
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</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mtext>&#x2009;</mml:mtext>
</mml:mrow>
</mml:msup>
</mml:mrow>
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</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(6)</label>
</disp-formula>
</p>
<p>The analysis of the resultant graphs reveals a notable decrease in entropy levels (Sa) upon the adsorption of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> using Mth/EXG, especially at higher concentrations (<xref ref-type="fig" rid="F9">Figures 9D&#x2013;F</xref>). Observations reveal a discernible decline in the disorder features of Mth/EXG surfaces when the levels of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> increase. The entropy characteristics further enhance the effective docking and binding of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> to vacant and significant binding sites situated on the Mth/EXG surface, even at extremely low starting levels (<xref ref-type="bibr" rid="B59">Sellaoui et al., 2020</xref>; <xref ref-type="bibr" rid="B21">Dhaouadi et al., 2020</xref>). The highest entropy values at equilibrium have been established at concentrations of 80.23&#xa0;mg/L (308&#xa0;K), 83.48&#xa0;mg/L (313&#xa0;K), and 87.24&#xa0;mg/L (318&#xa0;K) throughout the adsorption of PO<sub>4</sub>
<sup>3-</sup> (<xref ref-type="fig" rid="F9">Figure 9D</xref>). The maximum level of entropy was matched by the equilibrium contents for SFR, which were 71.46&#xa0;mg/L at 308&#xa0;K, 75.7&#xa0;mg/L at 313&#xa0;K, and 79.7&#xa0;mg/L at 318&#xa0;K (<xref ref-type="fig" rid="F9">Figure 9E</xref>). The concentrations associated with maximal entropy throughout Cd<sup>2&#x2b;</sup> adsorption are 122.6&#xa0;mg/L at 308&#xa0;K, 127.5&#xa0;mg/L at 313&#xa0;K, and 129&#xa0;mg/L at 318&#xa0;K (<xref ref-type="fig" rid="F9">Figure 9F</xref>). The levels measured following half-saturation phases of Mth/EXG closely resemble these equilibrium values. Thus, the existence of leftover binding sites hinders the docking of additional ions. Furthermore, the significant reductions observed in the evaluated entropy levels indicate a substantial decline in the number of available sites, together with a marked drop in the mobility and diffusion properties of the PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> ions (<xref ref-type="bibr" rid="B60">Sellaoui et al., 2016</xref>).</p>
</sec>
<sec id="s3-2-6-3-2">
<title>3.2.6.3.2 Internal energy and free enthalpy</title>
<p>The experiment examined the internal energy (E<sub>int</sub>) associated with the chemical interactions of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> with Mth/EXG. The investigation examined the properties of free enthalpy (G) and the effects of varying levels of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup>, as well as operating temperature, on these properties. The assessment was performed using <xref ref-type="disp-formula" rid="e7">Equations 7</xref> and <xref ref-type="disp-formula" rid="e8">8</xref>, which calculated the results based on the predetermined values for Nm, n, and C1/2, together with the translational partition (Zv) (<xref ref-type="bibr" rid="B22">Dhaouadi et al., 2021</xref>).<disp-formula id="e7">
<mml:math id="m7">
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</mml:msub>
</mml:mrow>
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</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:mrow>
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<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
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</mml:mrow>
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</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mfrac>
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>ln</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>C</mml:mi>
</mml:mrow>
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<mml:mi>C</mml:mi>
<mml:mrow>
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<mml:mn>2</mml:mn>
</mml:mrow>
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<mml:mrow>
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</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
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</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(7)</label>
</disp-formula>
<disp-formula id="e8">
<mml:math id="m8">
<mml:mrow>
<mml:mfrac>
<mml:mi>G</mml:mi>
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<mml:mi>T</mml:mi>
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<mml:mo>&#x3d;</mml:mo>
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<mml:mtext>&#x2009;</mml:mtext>
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<mml:mi>N</mml:mi>
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</mml:msub>
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</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mi>v</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
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<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>/</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:msup>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(8)</label>
</disp-formula>
</p>
<p>The analysis of Eint fluctuations related to the removal activities of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup>, using Mth/EXG, reveals negative values. The results indicate a significant decrease in Eint when the temperature increases between 308&#xa0;K and 318&#xa0;K (<xref ref-type="fig" rid="F9">Figures 9G&#x2013;I</xref>). This examination confirms the spontaneous and exothermic properties of the Mth/EXG retaining procedures using Mth/EXG. The enthalpy readings and activities exhibit similar characteristics, which correspond to those of the internal energy. The G data exhibit negative trends and demonstrate a reversible relationship with the tested temperature (<xref ref-type="fig" rid="F9">Figures 9I&#x2013;K</xref>). This signifies a decrease in feasibility aspects and corroborates the exothermic nature and spontaneous characteristics of the retaining of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> ions employing Mth/EXG.</p>
</sec>
</sec>
</sec>
<sec id="s3-2-7">
<title>3.2.7 Recyclability</title>
<p>The recycling and reuse potential of Mth/EXG as an adsorption material is a significant factor when evaluating its qualities for practical and large-scale water treatment activities. The residual particulates of Mth/EXG, obtained after conducting adsorption experiments for PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup>, were subjected to a 10-min washing process utilizing distilled water. This washing process has been repeated four times. Subsequently, the cleansed Mth/EXG particulates had been carefully dried inside an electric oven at a temperature of 55&#xa0;&#xb0;C for duration of 8&#xa0;h and then used in subsequent adsorption cycles. The recyclable adsorption experiments of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> have been performed, implementing specific values of pH (pH 5 for PO<sub>4</sub>
<sup>3-</sup> and pH 8 for Cd<sup>2&#x2b;</sup> and SFR), Mth/EXG dose (0.2&#xa0;g/L), investigated levels (400&#xa0;mg/L), interaction time (24&#xa0;h), temperature (308&#xa0;K), and volume (100&#xa0;mL) (<xref ref-type="fig" rid="F11">Figure 11</xref>). The results of the five recycling experiments demonstrate the excellent stability and potential to be reused of Mth/EXG particulates for successful use in removal operations throughout the five cycles (<xref ref-type="fig" rid="F11">Figure 11</xref>). The amounts of PO<sub>4</sub>
<sup>3-</sup> adsorbed throughout the examined rounds are as follows: 260&#xa0;mg/g (Cycle 1), 260&#xa0;mg/g (Cycle 2), 254&#xa0;mg/g (Cycle 3), 243.4&#xa0;mg/g (Cycle 4), and 231.7&#xa0;mg/g (Cycle 5). The binding levels of SFR are as follows: 297.8&#xa0;mg/g (Cycle 1), 294.7&#xa0;mg/g (Cycle 2), 286.5&#xa0;mg/g (Cycle 3), 277.5&#xa0;mg/g (Cycle 4), and 263.7&#xa0;mg/g (Cycle 5) (<xref ref-type="fig" rid="F11">Figure 11</xref>). The adsorption amounts of Cd<sup>2&#x2b;</sup> during the examined rounds are as follows: 223.4&#xa0;mg/g (Cycle 1), 220.6&#xa0;mg/g (Cycle 2), 214.6&#xa0;mg/g (Cycle 3), 202.6&#xa0;mg/g (Cycle 4), and 184.8&#xa0;mg/g (Cycle 5) (<xref ref-type="fig" rid="F11">Figure 11</xref>). The noticeable reduction in the effectiveness of Mth/EXG after repeat reusing runs may be attributed to the ongoing development of a complex among the ions that were absorbed, together with the chemical composition of the composite material.</p>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>Recyclability properties of Mth/EXG during the adsorption of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup>.</p>
</caption>
<graphic xlink:href="fchem-12-1471994-g011.tif"/>
</fig>
<p>Glauconite has a highly environmental clay structure and is commonly used as fertilizer for its content of potassium and iron. The synthetic glauconite-based adsorbents display remarkable recyclability to be used several times, and after the complete exhaustion of the structure, each spent product after the adsorption of each pollutant can be disposed of and recycled by different techniques. The spent sample after the adsorption of phosphate can be applied directly as fertilizer. Following cadmium adsorption, the exhausted material can potentially be utilized for recovering the cadmium ions using acidic washing as well as magnetic extraction, and the remaining materials can be repurposed as an adsorbent on its own or in combination with other types of structures. Furthermore, the structure may undergo heat treatment or microwave exposure, resulting in a cadmium oxide-supported EXG or cadmium iron silicate framework suitable for many applications. After safranin adsorption, the spent structure can undergo carbonization or activation, resulting in a type of activated carbon/EXG composite suitable for various applications.</p>
</sec>
<sec id="s3-2-8">
<title>3.2.8 Effect of coexisting ions</title>
<p>The impact of several species of soluble chemicals, including Pb<sup>2&#x2b;</sup>, Zn<sup>2&#x2b;</sup>, NO<sub>3</sub>
<sup>&#x2212;</sup>, SO<sub>4</sub>
<sup>2-</sup>, malachite green dye (MG), and chlorpyrifos insecticide (CF), on the binding selectivity of the Mth/EXG towards Cd<sup>2&#x2b;</sup>, PO<sub>4</sub>
<sup>3-</sup>, and SFR ions has been investigated. The adsorption experiments for Cd<sup>2&#x2b;</sup>, PO<sub>4</sub>
<sup>3-</sup>, and SFR were done, taking into account particular levels of pH (pH 5 for PO<sub>4</sub>
<sup>3-</sup> and pH 8 for Cd<sup>2&#x2b;</sup> and SFR), concentrations (400&#xa0;mg/L), Mth/EXG dose (0.2&#xa0;g/L), interaction duration (24&#xa0;h), temperature (308&#xa0;K), and volume (100&#xa0;mL) (<xref ref-type="fig" rid="F12">Figure 12</xref>). The presence of the soluble chemical anions (NO<sub>3</sub>
<sup>&#x2212;</sup> and SO<sub>4</sub>
<sup>2-</sup>) does not significantly affect the removal of Cd<sup>2&#x2b;</sup>, PO<sub>4</sub>
<sup>3-</sup>, and SFR ions using Mth/EXG (<xref ref-type="fig" rid="F12">Figure 12</xref>). This assignment has been assigned to the types of chemical complexes formed as well as the exchange of ligands. The uptake of NO<sub>3</sub>
<sup>&#x2212;</sup> along with SO<sub>4</sub>
<sup>2-</sup> occurred by forming outer-sphere complexes, which have lower stability compared to the inner-sphere complexes described for ions of the studied pollutants (<xref ref-type="bibr" rid="B57">Saleh et al., 2024</xref>). In relation to the presence of different types of organic pollutants (MG and CF), they had a significant competitive effect, particularly during the adsorption of Cd<sup>2&#x2b;</sup> and PO<sub>4</sub>
<sup>3-</sup>. The quantity of Cd<sup>2&#x2b;</sup> and PO<sub>4</sub>
<sup>3-</sup> adsorbed decreased to 160.6&#xa0;mg/g and 127.4&#xa0;mg/g, respectively, in the presence of CF and to 172.7&#xa0;mg/g (Cd<sup>2&#x2b;</sup>) and 121.6&#xa0;mg/g (PO<sub>4</sub>
<sup>3-</sup>) in the presence of MG (<xref ref-type="fig" rid="F12">Figure 12</xref>). In terms of the influence of MG and CF on the uptake of SFR, they have a considerable competitive influence on the binding potential of Mth/EXG for SFR. However, the amount of SFR adsorbed is still greater than the established levels of MG and CF. Furthermore, the existence of metallic cations such as Pb<sup>2&#x2b;</sup> and Zn<sup>2&#x2b;</sup> had a significant competitive effect on the removal of Cd<sup>2&#x2b;</sup>, PO<sub>4</sub>
<sup>3-</sup>, and SFR using Mth/EXG. This was evident from the decrease in the amount of their adsorbed ions. Nevertheless, the Mth/EXG particulates maintain considerable capacities for Cd<sup>2&#x2b;</sup>, PO<sub>4</sub>
<sup>3-</sup>, and SFR retention, regardless of being interacting with the other metallic ions of Pb<sup>2&#x2b;</sup> and Zn<sup>2&#x2b;</sup> (<xref ref-type="fig" rid="F12">Figure 12</xref>). The overall results confirm that Mth/EXG is suitable for successfully eliminating Cd<sup>2&#x2b;</sup>, PO<sub>4</sub>
<sup>3-</sup>, and SFR ions, irrespective of whether there are other soluble chemicals, including different anions, cations, and organic compounds. Furthermore, the findings given demonstrate the efficacy of Mth/EXG for removing various types of organic and inorganic contaminants from water.</p>
<fig id="F12" position="float">
<label>FIGURE 12</label>
<caption>
<p>Effect of the coexisting ions on the affinities of Mth/EXG during the adsorption of PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup>.</p>
</caption>
<graphic xlink:href="fchem-12-1471994-g012.tif"/>
</fig>
</sec>
<sec id="s3-2-9">
<title>3.2.9 Comparison study</title>
<p>The determined adsorption capacities of Mth/EXG as adsorbent for PO<sub>4</sub>
<sup>3-</sup>, SFR, and Cd<sup>2&#x2b;</sup> were compared with studied organic and inorganic adsorbents in literature in addition to the raw galuconite and exfoliated glauconite (<xref ref-type="sec" rid="s10">Supplementary Table S2</xref>). The recognized best capacities of raw galuconite are 91.7&#xa0;mg/g (PO<sub>4</sub>
<sup>3-</sup>), 82.5&#xa0;mg/g (Cd<sup>2&#x2b;</sup>), and 104.8&#xa0;mg/g (SFR). For the exfoliated product prior to the modification with methanol (EXG) the determined values are 196.4&#xa0;mg/g (PO<sub>4</sub>
<sup>3-</sup>), 183.7&#xa0;mg/g (Cd<sup>2&#x2b;</sup>), and 260.3&#xa0;mg/g (SFR) (<xref ref-type="sec" rid="s10">Supplementary Table S2</xref>). Such results demonstrate the impact of the exfoliation followed by methanol modification in inducing the uptake efficacy of the studied pollutants. Also, the presented values reflected the higher adsorption properties of the Mth/EXG composite as compared most of the presented materials in the table (<xref ref-type="sec" rid="s10">Supplementary Table S2</xref>). Therefore, the synthetic structure is a suitable and effective product to be applied as a low-cost and environmental adsorbent in the realistic purification of wastewater from different species of dissolved organic and inorganic chemicals as pollutants. The structure is less expensive than the aforementioned adsorbents, and its uses may attain excellent removal effectiveness with little dosages and in brief timeframes. Furthermore, it is suggested as a non-toxic natural environmental material with extensive applications as a fertilizer.</p>
</sec>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>4 Conclusion</title>
<p>Natural glauconite was successfully separated into silicate nano-sheets, functionalized with methanol (Mth/EXG), and applied in enhanced remediation of phosphate (PO<sub>4</sub>
<sup>3-</sup>), safranin dye (SFR), and cadmium (Cd<sup>2&#x2b;</sup>) in an aqueous environment. The product displayed uptake capacities of 269.9&#xa0;mg/g (PO<sub>4</sub>
<sup>3-</sup>), 312&#xa0;mg/g (SFR), and 234.5&#xa0;mg/g (Cd<sup>2&#x2b;</sup>). The uptake mechanisms and behaviors were followed based on the estimated parameters of the advanced isotherm modeling applying a monolayer model of one energy site. However, each site across Mth/EXG can be filled with 4 ions of these pollutants in vertical orientation, the surface display changes in the quantities of the reacting sties during their uptake (Nm &#x3d; 82.5&#xa0;mg/g (PO<sub>4</sub>
<sup>3-</sup>), 136.3&#xa0;mg/g (SFR), and 83.4&#xa0;mg/g (Cd<sup>2&#x2b;</sup>)). The uptake of these ions involved mainly multi-ionic physical mechanisms of exothermic and spontaneous behaviors, considering the adsorption energy (less than 40&#xa0;kJ/mol), free adsorption energy of D-R model (8&#x2013;16&#xa0;kJ/mol), thermodynamic functions, and steric parameters. The methoxy modified version of EXG showed remarkable selectivity towards the target pollutants regardless the impact of coexisting inorganic and organic soluble chemicals as coexisting ions.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s10">Supplementary Material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="author-contributions" id="s6">
<title>Author contributions</title>
<p>MA: Conceptualization, Data curation, Formal Analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing&#x2013;original draft, Writing&#x2013;review and editing. AF: Methodology, Software, Visualization, Writing&#x2013;original draft, Writing&#x2013;review and editing. MS: Investigation, Resources, Validation, Writing&#x2013;original draft, Writing&#x2013;review and editing. NA: Methodology, Formal analysis, Validation, Writing&#x2013;review and editing. HA: Conceptualization, Funding acquisition, Methodology, Resources, Validation, Writing&#x2013;original draft, Writing&#x2013;review and editing. MB-J: Methodology, Software, Visualization, Writing&#x2013;original draft, Writing&#x2013;review and editing. AA: Conceptualization, Investigation, Resources, Validation, Writing&#x2013;original draft, Writing&#x2013;review and editing. SB: Data curation, Methodology, Formal analysis, Validation, Writing&#x2013;review and editing</p>
</sec>
<sec sec-type="funding-information" id="s7">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. The authors acknowledge Princess Nourah bint Abdulrahman University Researchers Supporting Project number (PNURSP 2024R458), Princess Nourah bint Abdulrahman University, Riyadh, Saudi Arabia.</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s9">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s10">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fchem.2024.1471994/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fchem.2024.1471994/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table1.docx" id="SM1" mimetype="application/docx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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