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Telon dye removal from Cu(II)-containing aqueous media using p-diphosphonium organo-montmorillonite

2011· article· en· W1981020399 on OpenAlexaff
Benamar Makhoukhi, Mohamed Amine Didi, Hidayet Moulessehoul, Abdelkrim Azzouz

Bibliographic record

VenueMediterranean Journal of Chemistry · 2011
Typearticle
Languageen
FieldEngineering
TopicConcrete and Cement Materials Research
Canadian institutionsUniversité du Québec à Montréal
Fundersnot available
KeywordsChemistryMontmorilloniteAdsorptionMethylene blueIntercalation (chemistry)PhosphoniumInorganic chemistryIon exchangeCationic polymerizationBenzeneAqueous solutionIonNuclear chemistryPolymer chemistryOrganic chemistryCatalysisPhotocatalysis

Abstract

fetched live from OpenAlex

Ion-exchange of montmorillonite with para-bis(triphenyl phosphonium methylene)-benzene ions (p-TPhPMB) provided an organo-montmorillonite adsorbent with improved affinity towards Telon dyes. Adsorption tests applied to Telon-red and Telon-blue in the presence of Cu(II) cations revealed a significant increase in the maximum adsorption capacity from ca. 11-26 for the starting clay mineral to ca. 110-160 mg.g-1 after intercalation. This improvement was attributed to increases in both the organophilic character towards the organic dyestuffs investigated and the interlayers spacing. Besides dye-diphosphonium and Cu(II)-diphosphonium interactions, dye adsorption on organo-montmorillonite also involved the formation of Cu(II) exchanged Telon-dye species. It was found that dye adsorption involves not only binary interactions between the three chemical species, but also synergy due to a possible bridging action of the divalent Cu(II) cations. On organo-Mt, the organophilic character was a key factor for higher amounts of adsorbed dye.

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

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

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

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.007
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0040.000

Machine scores (provisional)

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

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

Opus teacher head0.038
GPT teacher head0.235
Teacher spread0.197 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

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

Study designBench or experimental
Domainnot available
GenreEmpirical

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

Quick stats

Citations7
Published2011
Admission routes1
Has abstractyes

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