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Record W3041703357 · doi:10.1139/cgj-2019-0684

Insulation covers with capillary barrier effects to control sulfide oxidation in the Arctic

2020· article· en· W3041703357 on OpenAlexafffundvenue
Vincent Boulanger-Martel, Bruno Bussière, Jean Côté

Bibliographic record

VenueCanadian Geotechnical Journal · 2020
Typearticle
Languageen
FieldEarth and Planetary Sciences
TopicClimate change and permafrost
Canadian institutionsUniversité LavalUniversité du Québec en Abitibi-Témiscamingue
FundersNatural Sciences and Engineering Research Council of Canada
KeywordsTailingsMoistureDegree of saturationGeotechnical engineeringWater contentEnvironmental scienceCapillary actionSaturation (graph theory)Materials scienceComposite materialSoil waterGeologySoil scienceMetallurgy

Abstract

fetched live from OpenAlex

Insulation covers can be used for the reclamation of tailings storage facilities located in the Arctic. However, this approach can be vulnerable to changes in climatic conditions as its long-term performance is based strictly on controlling the temperature of tailings. A more robust alternative could be the use of insulation covers with capillary barrier effects because they control both the tailings temperature and oxygen flux. This study assesses the potential for an insulation cover with capillary barrier effects using laboratory tests and a field experimental cell. Material characterization indicated that the fine-grained compacted waste rock is a suitable material for constructing a moisture-retaining layer. A 2 m thick field experimental cell was constructed in which temperatures and unfrozen volumetric water contents were monitored for 3.5 years. Results showed thaw depths periodically reaching the reactive tailings and temperatures at the tailings–cover interface greater than 0 °C for 39–57 days each year. The degree of saturation in the moisture-retaining layer was almost always greater than 80%–85% when temperatures at the tailings–cover interface exceeded 0 °C. Yearly oxygen fluxes passing through the moisture-retaining layer were calculated to be less than 2 mol/m2/year, thus confirming the effectiveness of the cover as an oxygen barrier.

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 score0.006
Threshold uncertainty score0.012

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)0.0000.000

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 head0.015
GPT teacher head0.201
Teacher spread0.186 · 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

Citations6
Published2020
Admission routes3
Has abstractyes

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