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
Abstract Detrimental spillovers from industrial activity onto resource‐based productive sectors are very common, yet their effects remain understudied. While international trade often creates conditions for the over‐exploitation of open‐access renewable resources, it also provides opportunities for separating different productive sectors spatially. The existing literature suggests that a diversified exporter of the renewable resource good tends to lose from trade in both welfare and conservation terms as a result of over‐depletion, while the exporter of the non‐resource good gains. However, the resource stock externality of harvesting and the inter‐industry pollution externality often coexist in reality. In a small open economy framework, this paper shows that acknowledging their interaction changes the nature of the autarkic equilibrium and enriches the set of resource conservation and welfare outcomes from trade. Depending on the relative damage inflicted by the two industries on the environment, which in turn are functions of the pollution intensity and bioeconomic parameters, it is possible that the inter‐sectoral pollution externality persists and specialization in manufacturing is not optimal from a welfare perspective.
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) | 0.001 | 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