Expanding the Portfolio: Conserving Nature's Masterpieces in a Changing World
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
Unprecedented rates of environmental change complicate priority setting for conservation, restoration, and ecosystem management. Setting priorities, or considering the value of ecosystems and the cost and likely effectiveness of management actions required, is like deciding which paintings to save first if an art gallery catches fire: a few masterpieces, such as the Mona Lisa, or a wider selection of the gallery's collection? A portfolio approach is required that allows for a suite of goals ranging from the maintenance of existing high-value conservation assets (the Mona Lisas) to alternative management approaches in the altered parts of the landscape (the broader art collection). Management goals can be set on the basis of the relative values, services provided, and array of approaches available. Such an approach maintains aspirations to conserve relatively unaltered ecosystems as a priority but also recognizes the need to manage the overall landscape effectively.
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 | 0.001 | 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