Characterization of debris slope failures: An integrated field based numerical modelling study
Why this work is in the frame
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Bibliographic record
Abstract
In the Interior of British Columbia debris slope failures have been frequently noted to occur at marked transitions in slope gradient, often termed \ll gentle over steep slopes \gg. Steady state and transient groundwater modelling analyses were conducted using SEEP/W. The result from the groundwater modelling was coupled with both limit equilibrium analysis and finite element slope deformation models. A second component of the current research program is the field characterization and the rheological modelling of runout associated with open slope debris flows. Field data from Vancouver Island was used to conduct a back-analysis with the code DANW of specific failure to determine their rheological input. The results of these analyses are compared against published debris flow analyses data.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 it