Estimation of the Mechanical Properties of MSW during Degradation in a Laboratory Compression Cell
Why this work is in the frame
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Bibliographic record
Abstract
Significant advances have been made during the past two decades in the understanding of the mechanical behavior of municipal solid waste (MSW) landfills. Large post-closure deformations have been observed in landfills, often interfering with the buried infrastructure used to collect landfill gas. Slope failures have also been observed in landfills, in some cases with significant loss of life. Since a major component of MSW is degradable material, it is expected that the mechanical properties of waste likely change over time. It is therefore necessary to understand and quantify the evolution of mechanical properties of waste with time as it degrades. The present study is an effort in this direction intended to explore the long-term changes in the mechanical behavior of waste. Some preliminary results are presented in this paper.
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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) | 0.000 | 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