Seizing history: development and non-climate change in Small Island Developing States
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
Purpose This paper offers a critical review of climate change related initiatives in small island states, including Small Island Developing States (SIDS), which can end up as ontological traps: fuelled and supported by external donor agencies, thwarting out-migration and shifting scarce and finite resources away from other, shorter-term and locally spawned development trajectories and objectives. Design/methodology/approach This paper is based on a selective literature review. It clusters important themes found in published research and policy documents. Findings The results identify a burgeoning critical voice in regards to resilience and its legitimation of climate change driven projects in SIDS. This paper recommends a more nuanced approach which also privileges migration. Originality/value This paper provided a critical overview and synthesis of the immobility implicit in much climate change related work, through the critical lens of island studies and post-colonial studies.
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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 | 0.001 | 0.002 |
| 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