Coastal transitions: Small-scale fisheries, livelihoods, and maritime zone developments in Southeast Asia
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
Across Southeast Asia, coastal livelihoods are becoming more diverse and more commodified, as maritime zone developments intensify. We review literature from the ten maritime states in Southeast Asia to assess how older and emerging forms of maritime zone developments influence the viability of small-scale fishing livelihoods. Applying a political economy lens to small-scale fisheries and maritime zone developments at regional scale, we show how small-scale fisheries persist as a significant coastal livelihood activity across the region, despite declining opportunities due to long-term intensification of fisheries exploitation. The paper further analyses the ways in which newer maritime zone developments, including aquaculture, land reclamation, special industrial zones, and tourism interact with fishing, and are reconfiguring coastal livelihoods in the region. Key trends that small-scale fishers and coastal communities must negotiate include deepening commodification, worsening environmental degradation, loss of access to fishing grounds, and an intensifying ‘squeeze’ on coastal space.
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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.002 |
| 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