Looking for a ‘just transition’: Sustainable forestry in Sweden and biodiverse beet sugar production in Denmark
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
This article aims to identify contradictions between visions of just transition and their realisation in practice, particularly the extent to which labour and nature are respected, with examples of forestry in Sweden and the beet sugar industry in Denmark. The case studies provide insight into the formation and local implementations of the just transition vision promoted by the ITUC and ILO, representing a call for the ecological modernisation of the economy. The cases illustrate its Northern European roots and limitations. Although a multi-scalar perspective positions union agency as embedded in interwoven spatial scales, particular power relations remain prevalent. Despite being formally represented through social dialogue structures at the national and European levels, Swedish and Danish unions appear to have limited involvement at the local level, with environmental and social justice effectively defined by corporate social responsibility policies. The apparent consensus hides a series of challenges: employment rights and protections in the transition, including for a significant number of migrant workers, meaningful union involvement on the ground, and a light-touch approach to environmental concerns so as not to disrupt production objectives. Ultimately, nature and labour remain positioned against each other, and unions are caught between environmentalists and employers.
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 | 0.001 |
| 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