Somalia--the untold story: the war through the eyes of Somali women
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
Acknowledgements Foreword Preface Introduction Part 1 Experiences in War 1. Women and Pastoralist Economy - Roda Ibrihim 2. Marriage in Traditional Somali Society - Sadia Ahmed 3. Rape - A Weapon of War - Fousia Musse Part 2 Impact of the War On Women and Their Responses Section 1 Changing Roles and Responsibilities in the Family 4. Single Mothers in Canada - Ladan Affi 5. Women Traders - Amina M. Warsame Section 2 Women Mobilise For Peace 6. Women and Peace-building Somaliland - Zeynab Hassan & shukri Hariir 7. Wajir Women for Peace - Dekha Ibrihim Section 3 Women and Leadership 8 Women and Leadership Facts & Figures Maps Glossary Bibliography Further Reading Resource List Index
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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