The Global Politics of the Business of “Sustainable” Palm Oil
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
The palm oil industry is increasingly certifying its activities as “sustainable,” “responsible,” and “conflict-free.” This trend does not represent a breakthrough toward better governance, this article argues, but primarily reflects a business strategy to channel criticism toward “unsustainable” palm oil, while promoting the value for protecting rain forests of corporate social responsibility, international trade, industrial production, and industry-guided certification. Illegalities and loopholes riddle certification in Indonesia and Malaysia, the two main sources of certified palm oil; at the same time, palm oil imports are rising in markets not demanding certification. Across the tropics, oil palm plantations linked to deforestation and human rights abuses are continuing to expand as companies navigate weak governance rules, and as sales shift across markets and inside global supply chains. Theoretically, this analysis advances the understanding of why and how the power of business is rising over the narratives and institutions of global agricultural governance.
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 | 0.001 | 0.005 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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