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Record W4409120928 · doi:10.1016/j.jhazmat.2025.138098

Geochemical stability of vitrified glass prepared from arsenic trioxide roaster waste from the Giant Gold Mine (Yellowknife, NT)

2025· article· en· W4409120928 on OpenAlexafffundabout
Alana O. Wang, Carol J. Ptacek, David Wilson, David W. Blowes

Bibliographic record

VenueJournal of Hazardous Materials · 2025
Typearticle
Languageen
FieldEnvironmental Science
TopicArsenic contamination and mitigation
Canadian institutionsUniversity of Waterloo
FundersGovernment of SaskatchewanU.S. Department of EnergyAustralian Psychological SocietyArgonne National LaboratoryCanadian Light SourceNatural Sciences and Engineering Research Council of CanadaCanadian Institutes of Health ResearchUniversity of WaterlooUniversity of SaskatchewanCanada Foundation for InnovationOffice of ScienceCalgary Laboratory Services
KeywordsArsenicArsenic trioxideWaste managementGeologyEnvironmental chemistryChemistryMetallurgyMaterials scienceEngineering

Abstract

fetched live from OpenAlex

This study evaluated the geochemical stability of three ATRW-based glasses, containing 5 wt% As (G5), 10 wt% As (G10), and 15 wt% As (G15), using selective extraction protocols. Micro X-ray fluorescence (µ-XRF) maps incorporated with micro-X-ray absorption near edge spectroscopy (µ-XANES) and bulk XANES across the As K-edge were collected to determine the distributions and oxidation number of As within the glasses. Antimony K-edge XANES were collected to determine oxidation number of Sb within the glasses. Uncrushed or crushed subsamples were immersed into solutions to target the potential for dissolution of the vitrified glasses under different environmental characteristics, including phases associated with water-soluble, cation/anion exchangeable, weak-acid extractable, amorphous-to-poorly crystalline, oxidizable, and strong-acid leachable. No discrete particles of ATRW were observed in the µ-XRF maps. Results of XANES analysis across the As K-edge and the Sb K-edge suggests G5 mainly contains oxidized As and Sb phases, whereas G10 and G15 contain up to 30% of As(III) and Sb(III), respectively. Water-soluble extractable As concentrations from the glasses (<0.001 g L −1 ) were all 10 4 times lower than from the ATRW in water at 25 °C (10 g L −1 ). Limited As release (<0.025 mg g −1 per mass of glass) from the glasses occurs in solutions targeting exchangeable phases. Release of As increases in more acidic solutions (pH< 3), especially in solutions targeting amorphous-to-poorly-crystalline phases. Crushed glasses leach commensurately higher masses of As. The results of this study indicate that vitrifying ATRW decreases its solubility and associated As release.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
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 score0.990
Threshold uncertainty score0.020

Distilled classifier scores by category (both heads)

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)0.0010.000

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 head0.009
GPT teacher head0.221
Teacher spread0.212 · 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 source (direct Gemma or distilled Codex), not a consensus.

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

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

Quick stats

Citations3
Published2025
Admission routes3
Has abstractyes

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