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Record W7130334746 · doi:10.56952/igs-2025-0282

To Fluid Substitute or Not in Geomechanical Workflows: Experimental Evidence

2025· article· W7130334746 on OpenAlexaff
Rajendra Nath, Tan Chee Phuat, Ong Leak Wah, Eudes Siqueira Muniz, Florian Karpfinger, Joel Martin

Bibliographic record

Venuenot available
Typearticle
Language
FieldEngineering
TopicRock Mechanics and Modeling
Canadian institutionsGeomechanica (Canada)
Fundersnot available
KeywordsLithologySaturation (graph theory)Elastic modulusModulusShear modulusCompression (physics)Rock mechanics

Abstract

fetched live from OpenAlex

Accurate static elastic properties are essential for reliable geomechanical modeling. However, dynamic log measurements are often compromised by the ‘gas effect’, which lowers dynamic moduli and introduces uncertainty. This study evaluates the true impact of fluid saturation on both static and dynamic elastic properties, using matched dry and mineral oil saturated sample pairs from five representative lithologies (Indiana Limestone, Austin Chalk, Berea Sandstone, Berea Buff Sandstone and Nugget Sandstone). Experimental procedures included cycled triaxial compression tests and ultrasonic velocity measurements. Results show a clear frequency-dependent divergence, with dynamic Young's modulus averaging 1.83 (dry) to 1.97 (saturated) times greater than its static counterpart. Critically, static Young’s modulus and peak strength exhibited negligible variation (less than 1.2%) between dry and saturated conditions using mineral oil, confirming that fluid saturation does not affect the intrinsic static properties of the rock. The Gassmann model’s assumption of fluid-independence for the shear modulus held for most lithologies (difference below 3%), supporting its routine application for log-to-core fluid substitutions. However, caution is advised for formations with complex mineralogy with Berea Sandstone showing a significant Gassmann error of –11.6%, and Austin Chalk of –5.1%. These findings provide the first direct experimental evidence that the apparent 'gas effect' is dynamic and not static and which affirmed fluid substitution as a necessary, standard procedure in geomechanical workflows.

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)0.008
metaresearch head score (Gemma)0.025
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 score0.008
Threshold uncertainty score0.040

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.025
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.003
Scholarly communication0.0020.003
Open science0.0020.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.001

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 head0.052
GPT teacher head0.311
Teacher spread0.259 · 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

Citations0
Published2025
Admission routes1
Has abstractyes

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