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
Sustainability is a “contested” concept introduced at the beginning of the 18th century in German forestry circles concerned about sustainable harvests and rebranded in 1987 as “sustainable development” by the Brundtland Report, which defined it as harmonious economic, social, and ecological development that enhances both current and future potential to meet human needs and aspirations. However, after more than three decades of sustainable development, humanity is on an unsustainable path featuring rampant ecosystem damage, rising social inequality, and harmful cultural homogenization. This paper is a book review of Fred P. Gale’s Political Economy of Sustainability, a book published in 2018 by Edward Elgar Publishers. The book advances the innovative idea that the current lack of progress in implementation of the sustainable development goals is due to the narrow understanding by individuals, firms, states, and political parties of the values underlying sustainability. The book thus starts a much-needed conversation about economic values, a conversation ousted from the neo-classical economics discipline in the late 19th century by the marginalist thinkers who wanted to make it a positive science. The book identifies four elemental economic values—exchange value, labor value, use value, and function value—and argues that basing our socio-economic and political development on only one type of value with the exclusion of the others has led to the current dangerously unsustainable path humankind is on. Achieving sustainability value requires a balanced integration of all four types of values in all deliberations about socio-economic activities. How can this be accomplished? The author proposes a pragmatic solution in the form of a “tetravaluation” process, a dialogue involving multiple value holders able to reflexively negotiate and compromise until the pluralistic sustainability value is discovered and accepted by all the parties. The book challenges the unsustainable functioning of existing economic, political, and cultural institutions and invites a rethinking of their governance, which should deliberately embrace the pluralistic value of sustainability. The tetravaluation process has the potential to generate sustainable choices and inform better policy decisions able to protect at the same time the proponents of exchange value (consumers), the promoters of labor value (workers, producers), the beneficiaries of use value (communities), and the holder of functional values (the environment).
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 | 0.002 |
| 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 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| 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