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Record W7047910768

HYDROGEOLOGY OF THE INTERMEDIATE ZONE BETWEEN DEEPER ANTHROPOGENIC ACTIVITIES AND SHALLOW AQUIFERS IN SASKATCHEWAN

2023· dissertation· en· W7047910768 on OpenAlexaboutno aff

Bibliographic record

VenueUniversity Library (University of Saskatchewan) · 2023
Typedissertation
Languageen
FieldEngineering
TopicPulsed Power Technology Applications
Canadian institutionsnot available
Fundersnot available
KeywordsAquiferHydrogeologyGroundwaterSedimentary rockPermeability (electromagnetism)Structural basinHydraulic headHydrology (agriculture)Hydraulic conductivity
DOInot available

Abstract

fetched live from OpenAlex

Large volumes of often saline formation water are both produced from and injected into sedimentary basins as a by-product of oil and gas production. In Saskatchewan the prominent disposal zone is the Mannville Group and despite this, the distribution and interactions of these waters have not been studied in detail, and the effects of long-term water injection on reservoir pressures and groundwater quality remain uncertain. Even where injection and production volumes are equal at the basin scale, local changes in hydraulic head can occur due to the distribution of production and injection wells.\nThe changes in hydraulic head caused by this injection of fluids are important in understanding the potential to act as a driver of saline fluid flow, possibly leading to contamination of overlying potable groundwater resources where high permeability pathways or leaky abandoned wells are present. Across the Western Canada Sedimentary Basin's (WCSBs) Mannville Group, approximately 250,000,000 m3 of excess water has been injected into the Group. This study evaluates the effects of injection wells on deep groundwater resources by examining wells within the Intermediate Zone of the WCSB. Hydraulic head maps were created for each aquifer within the Intermediate Zone, as well as maps of the difference between aquifer hydraulic heads. By comparing maps detailing the difference in hydraulic head, it was possible to locate areas where there is the potential for waters to migrate upwards through natural pathways or leaky wells. The potential for significant upward migration through natural pathways was deemed low due to the presence of low permeability shales in the Intermediate Zone of the study area, but leaky wells pose a bigger problem. As the leaky well becomes further away from the injection well this problem is not as severe but still poses a problem for freshwater aquifers.

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 score0.118
Threshold uncertainty score0.238

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0010.001
Scholarly communication0.0010.000
Open science0.0000.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.004
GPT teacher head0.170
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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