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
Reclamation of biosolids through land application generally meets 2 key components of Sustainable Development: environment and economics. Unfortunately, societal acceptance is the weakest part of it, despite the scientific evidence that risks with biosolids are low or lower than with farm manures. Beside unacceptable odor problems in some areas - that have to be dealt with - there is a general pre-conception that biosolids are at risk. This pre-conception has to deal with modern urban culture, beliefs, values and taboos. Communication must therefore be an important part of every biosolids strategy. However, since some actors of the private and public sectors are not always trustworthy in the minds of the general public, it is necessary to have some kind of independent organization that states that a given biosolids is safe. Therefore, third-party standardization and certifications of biosolids appear to be a key component to Sustainable Development. However, it is important that the certification label is well known and trustworthy by stakeholders. Pro's and con's of the Canadian voluntary certification of biosolids will be presented.
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