Analysis of the technical feasibility of future civil works focused on the geological and geotechnical state in the area of Punzara, canton Loja
Bibliographic record
Abstract
The main objective of this study is to assess the technical feasibility of undertaking future civil construction projects in an area with complex geological conditions.Specific objectives include determining the dynamics of slope movements in the area, developing a geological-geotechnical guide to guide the design of future works, and assessing the suitability of the soil to support construction.The methodology applied combined high-precision topographic survey techniques, extensive field observations, and the analysis of satellite images of the area.This allowed detailed measurements of horizontal and vertical displacements, as well as the execution of in-situ geotechnical tests such as SPT and triaxial compression tests in the laboratory.The results obtained highlight the varied geology of the site, with soils showing notable differences in their cohesion and internal friction properties.Analysis of the ground movement patterns reveals a combination of upward and downward trends, with most of the monitored points experiencing slow but steady displacements.The geotechnical studies conclude that, despite the complexity of the subsoil conditions, the area is technically feasible to accommodate future construction works, provided that adequate foundations, such as spread footings, are implemented, the design of which takes into account the bearing capacities of the soil and the geological particularities of each sector.This work provides practical recommendations based on the findings, to guide the development of future infrastructure projects in this area of high geological complexity, thus contributing to minimizing the risks and optimizing the results of construction interventions.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".