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Record W4244853869 · doi:10.7209/tanso.2013.116

Aromatic compound adsorption from aqueous solution on activated carbons^|^#8212;Effects of adsorbate polarity and surface functional groups^|^#8212;

2013· article· en· W4244853869 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueTANSO · 2013
Typearticle
Languageen
FieldEnvironmental Science
TopicAdsorption and biosorption for pollutant removal
Canadian institutionsLaurentian University
FundersJapan Society for the Promotion of ScienceChiba University
KeywordsAdsorptionPolarity (international relations)Aqueous solutionChemistryActivated carbonFunctional groupInorganic chemistryOrganic chemistryBiochemistry

Abstract

fetched live from OpenAlex

The effect of acidic functional groups on an activated carbon surface on the adsorption of benzene, phenol and nitrobenzene was examined. Adsorption experiments for these aromatics in aqueous solution were conducted using two types of activated carbon with large and small amounts of surface functional groups, DAOx and DAOxOG, respectively, to obtain the adsorption isotherms. Adsorption kinetics of nitrobenzene and phenol were also examined. The results showed that the adsorption amounts of these adsorbates were higher for DAOxOG than those for DAOx. However, the adsorbed amount of nitrobenzene on DAOx gradually increased as concentration increased, and the maximum adsorption capacity was close to that of DAOxOG. The different adsorption rates on DAOx were also observed between nitrobenzene and phenol. Two types of silica, MSU-2 and HMS, were also prepared to investigate the adsorption affinity of nitrobenzene and phenol for a hydrophilic surface. The amount of nitrobenzene adsorbed on each silica was higher than that of phenol. This indicated that nitrobenzene adsorbed more favourably on a hydrophilic surface than phenol. These results suggested that the difference in adsorptive behaviour of adsorbates on the adsorbents was due to the different adsorption mechanism of adsorbates, caused by the different polar characteristics of each substituent group.

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.

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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.873
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 integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.001

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 head0.009
GPT teacher head0.190
Teacher spread0.182 · 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