Towards the Development of Sustainable Landfills
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
Historically, municipal solid waste is mostly disposed in landfills. However, with the more stringent environmental regulations and difficulties in locating new waste disposal facilities, the low cost advantage of landfills is no longer true. This manuscript discusses the development of a new generation of landfills to achieve sustainable management of municipal solid waste. A sustainable landfill involves sequential application of anaerobic degradation, aerobic decomposition, and landfill mining. Biodegradation of waste in landfills is enhanced through leachate re-circulation, landfill gas collection, air injection, and environmental monitoring. Practical waste mining and recycling processes are also presented. This new generation of landfills will eliminate the commonly encountered problems of ground/surface water contamination and landfill gas emissions, as well as the need for new land for waste disposal and associated truck routing issues for new landfills.
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 | 0.001 |
| 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