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
Launching a new international journal devoted to Somali Studies at the turn of the millennium provides an opportune moment for an historian to reminisce. Since one of Bildhaan’s major objectives is “to deepen historical memory and the search for explanations,” it seems appropriate, at this juncture, to take a brief look back at the history of an organization that has played a central role in defining the field of modern Somali Studies. The Somali Studies International Association (SSIA) was founded in 1978. Since that time, it has organized seven international scholarly congresses and helped promote at least half a dozen smaller regional meetings of Somali specialists on three continents. Over the past twenty-two years, its members have written and commented on virtually all aspects of Somali life, including those events and forces of the past decade that drove the country into political chaos and civil war. While academic congresses were certainly not the only places where knowledge about Somalia was produced and disseminated, the Association’s work can serve as a useful barometer to measure the condition of Somali scholarship over the past quarter century.
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 | 0.001 |
| 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 | 0.001 |
| 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 it