Characterization of Waste Density and Settlement via Micro gravity
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Optimizing the utilization of landfill space and production of biogas, which can be used as an energy source, is dependent on understanding the compaction and stabilization of waste over time. Maximum compaction minimizes the landfill footprint; however, it might not provide the optimal environmental conditions for bacteria development and waste stabilization. This paper reports on a research project which pilots the use of repeated microgravity surveys to map changes in waste density of waste over time in a bioreactor landfill. Over the duration of 3 years, several microgravity surveys will be conducted on a new cell at a bioreactor landfill in Sainte‐Sophie, Quebec, Canada, as it is gradually filled with waste up to a height of 25 m. The paper presents a comparison of gravity data acquired in June 2010 (waste height ≈5.5 m) and April 2011 (waste height ≈13 m).
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.
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