Piracy in Somalia: Violence and Development in the Horn of Africa
Bibliographic record
Abstract
Piracy in Somalia sheds light on an often misunderstood world, oversimplified and demonized in the media and largely decontextualized in scholarly and policy works. It examines the root causes of piracy in Somalia, its impact on coastal communities, local views about it, and the measures taken against it. Drawing on six years' worth of extensive fieldwork, Awet Tewelde Weldemichael amplifies the voices of local communities who have suffered under the heavy weight of illegal fishing, piracy and counter-piracy and makes their struggles comprehensible on their own terms. He also exposes complex webs of crimes within crimes of double-dealing pirates, fraudulent negotiators, duplicitous intermediaries, and treacherous foreign illegal fishers and their local partners. In so doing, this book will help inform regional and global counter-piracy endeavors, avoid possible reversals in the gains so far made against piracy, and identify the gains that need to be made against its root causes.
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.
How this classification was reachedexpand
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 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".