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Record W6922213050 · doi:10.11575/prism/47633

Characterizing Physical and Hydrotechnical Properties of Sediments Surrounding Soap Hole Features Near Didsbury, Alberta, Canada

2024· other· en· W6922213050 on OpenAlexaboutno aff

Bibliographic record

VenueOpen MIND · 2024
Typeother
Languageen
FieldComputer Science
TopicEducational Robotics and Engineering
Canadian institutionsnot available
Fundersnot available
KeywordsSedimentBedrockSedimentary rockPiezometerSlumpingHydrogeologyElectrical resistivity tomographyPermafrostAtterberg limits

Abstract

fetched live from OpenAlex

Soap holes are discrete occurrences of fluidized sediments that have been reduced to zero effective stress resulting in quick conditions. These features can be detrimental to farming operations through evaporitic concentration of ions in surface sediments surrounding the features or by fatally trapping livestock. Currently, the sediment properties and subsurface conditions required to generate soap holes are relatively unknown. A site investigation conducted near Didsbury, Alberta, analyzed the geologic, hydrogeologic and geotechnical conditions surrounding four active soap hole features to improve the understanding of soap hole formation. Glacially derived surface sediments and Paskapoo formation bedrock were extensively analyzed using a combination electrical resistivity tomography (ERT), cone penetration testing (CPT), and sediment coring and sampling. Laboratory analyses were completed on recovered sediment samples to determine index properties, particle-size distribution, Atterberg consistency limits, dispersive properties and chemical composition. ERT transects indicated there are three distinct sedimentary units on-site, and bedrock depth of approximately 11-mbgs, which was confirmed by drilling. Near-surface sediments are primarily comprised of non-sensitive, over-consolidated fine-grained material, with medium to high plasticity, and are highly dispersive. Discontinuous coarse-grains sediments were also noted in the sediment core, potentially providing flow-paths through the extensive fine-grained sediments. Hydrogeologic conditions were analyzed utilizing pressure transducer data, manual water level measurements, CPT correlations, and single well response tests. Artesian conditions were confirmed within a soap hole feature that was instrumented on site and are suspected to persist in the surrounding features. Pore pressures within and below the instrumented feature correlate with regional potentiometric surface maps of the Paskapoo formation, suggesting hydraulic connection to deep groundwater flow-paths. Strong upward vertical gradients (>1-m/m) within the soap hole feature exceed the critical gradient of surrounding sediments. Downward vertical gradients less than critical were found in most background sediments surrounding the features. Overall, sediments at the study site did not have properties indicative of being prone to liquefication. However, results suggest that high pore pressures, dispersive soils and vertical hydraulic gradients exceeding sediment critical gradients are some of the primary formation mechanisms of the soap hole features.

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 score0.031
Threshold uncertainty score0.062

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 head0.022
GPT teacher head0.257
Teacher spread0.236 · 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
Published2024
Admission routes1
Has abstractyes

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