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Record W7039644057

Mobilization of copper by organic matter in the partially remediated Central Manitoba Gold Mine tailings, Nopiming Provincial Park, Manitoba, Canada

2023· dissertation· en· W7039644057 on OpenAlexaboutno aff

Bibliographic record

VenueMspace (University of Manitoba) · 2023
Typedissertation
Languageen
FieldEnvironmental Science
TopicAmphibian and Reptile Biology
Canadian institutionsnot available
Fundersnot available
KeywordsTailingsWeatheringLeaching (pedology)Organic matterLeachateAcid mine drainageChalcopyriteCopper
DOInot available

Abstract

fetched live from OpenAlex

This study investigates the transport and sequestration mechanisms of Cu at an abandoned mine tailings site in Manitoba, Canada which has been partially remediated by organic- and carbonate-rich soils. The weathering of chalcopyrite in the Central Manitoba Gold Mine tailings produced acid mine drainage and thus in the enhanced release of Cu into the environment. The capping of two tailings ponds with organic- and Ca-Mg-carbonate-rich soils resulted in a near-neutral runoff enriched in dissolved and colloidal organic matter (DOM), which partially neutralized uncovered tailings in the surroundings. The objectives of this study were to understand mineralogical and geochemical changes induced by the runoff, with a focus on the speciation of Cu in the solute and colloidal fraction of the tailings. For this purpose, multi-analytical characterizations included (a) efflorescent salts collected along a transect, (b) tailings from one surface site and three depth profiles, two of which were partially neutralized, and (c) leachates that were collected in column experiments with tailings from various depths and sites. The results of this study showed that an increase in pH in the surface layers resulted in lower leaching rates of Cu in column experiments, higher abundance of unaltered chalcopyrite, and occurrence of Cu-bearing efflorescent salts at the base of the neutralized layer and thus in the immobilization of Cu and lower weathering rates of chalcopyrite within the neutralized surface layers. As the neutralization of the surface layers depleted the infiltrating solutions in carbonates, the pH in the subsurface layers remained relatively constant. Element enrichments in layers beneath the neutralized surface layers, leaching factors and proportions of organic silica-bearing colloids associated with detectable Cu were used to assess the mobility of Cu within the tailings columns. These factors indicated that the mobilization of Cu within the tailings columns varied from site to site, most likely due to different infiltration rates of colloids and aqueous species from the nearby capping soils. Here, the colloidal transport of Cu is strongly controlled by the presence of silica-bearing organic colloids as in their absence, the Cu concentrations in the identified colloids do not significantly contribute to the total concentrations of Cu in solution. The implications of these findings are that remediations with organic- and carbonate-rich soils results in the infiltration of carbonate-and organic-rich runoff into the tailings and thus in the immobilization of metals in the neutralized surficial tailings, but also in their enhanced mobilization in the layers beneath.

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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.032
Threshold uncertainty score0.083

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0020.001
Scholarly communication0.0010.000
Open science0.0010.000
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 head0.008
GPT teacher head0.174
Teacher spread0.166 · 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 designObservational
Domainnot available
GenreEmpirical

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

Quick stats

Citations0
Published2023
Admission routes1
Has abstractyes

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