Islamic scholarship on the Hausa / Kanuri frontier: the<i>Malamai</i>of Mirriah
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
This paper provides a glimpse of Islamic scholarship in Mirriah, Niger Republic, at a particular point in time, 1974–1975, before some of the latest currents of religious unrest erupted in West Africa. Through interviews with local scholars, it examines the degree to which they participated in a West African “core curriculum” shared with other Islamic scholars across the Sahel. It also explores the history of the malamai class in Mirriah, noting significant ties to the Bornu empire. Both the ruling dynasty and Mirriah itself also exemplify the process of “becoming Hausa”: people of diverse origins have come to define themselves as Hausa, adopting the Hausa language and the religion of Islam.
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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 | 0.004 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.007 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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