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Record W6963920473 · doi:10.20383/103.0630

Geochemical composition of groundwater, surface water, permafrost porewater, and active layer porewater in samples from the Coffee gold deposit, Dawson Range, Yukon, Canada

2023· dataset· en· W6963920473 on OpenAlexaboutno aff

Bibliographic record

VenueOpen MIND · 2023
Typedataset
Languageen
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsPermafrostGroundwaterSubarctic climateContext (archaeology)UraniumSurface waterActive layer

Abstract

fetched live from OpenAlex

The data are associated with the article: "Seasonal controls on stream metal(loid) signatures in mountainous discontinuous permafrost" by Skierszkan,E.K.,Carey, S.K., Jackson, S.I., Fellwock, M., Fraser, C. & Lindsay, M.B.J. (2023). Seasonal controls on stream metal(loid) signatures in mountainous discontinuous permafrost, Science of The Total Environment, 908(167999). DOI: https://doi.org/10.1016/j.scitotenv.2023.167999. The data were used to investigate metal(loid) abundances and mobilization processes in water in a discontinuous permafrost region. The data consist of a compilation of analyses produced as part of baseline environmental monitoring at the proposed Coffee Gold Mine by its proponent, Newmont Corp, and supplemented with additional samples collected as part of a research project into geogenic metal(oid)s in permafrost regions led by Skierszkan et al. Additional useful references to understand the local geological and geochemical context are: Skierszkan, E. K., Dockrey, J. W., Helsen, J., Bataille, L.-L. F. C. P., de Laplante, G., McBeth, J. M., et al. (2021). Persistence of uranium in old and cold subpermafrost groundwater indicated by linking 234U-235U-238U, groundwater ages, and hydrogeochemistry. Earth and Space Chemistry, 5(12), 3474–3487. Skierszkan, E. K., Dockrey, J. W., Mayer, K. U., & Beckie, R. D. (2020). Release of geogenic uranium and arsenic results in water-quality impacts in a subarctic permafrost region of granitic and metamorphic geology. Journal of Geochemical Exploration, 217 (October 2019), 106607. DOI: https://doi.org/10.1016/j.gexplo.2020.106607 Kidder, J. A., McClenaghan, M. B., Leybourne, M. I., McCurdy, M. W., Pelchat, P., Layton-Matthews, D., & Voinot, A. (2022). Hydrogeochemistry of porphyry-related solutes in ground and surface waters; an example from the Casino Cu–Au–Mo deposit, Yukon, Canada. Geochemistry: Exploration, Environment, Analysis, 22(2), geochem2021-058. DOI: https://doi.org/10.1144/geochem2021-058

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)0.001
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: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Dataset · Consensus signal: Dataset
Teacher disagreement score0.390
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0020.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0010.001

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 head0.037
GPT teacher head0.276
Teacher spread0.239 · 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 designNot applicable
Domainnot available
GenreDataset

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

Citations2
Published2023
Admission routes1
Has abstractyes

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