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
Abstract During the hundred-odd-year period from 1837 to 1944, liberated Africans with their children, mostly from the Nigerian area who were resettled in Sierra Leone, returned to Nigeria. They and their descendants in Nigeria were known as Saro. While most of them were of Yoruba origin, their population included Igbo, Nupe, Basa, Hausa, and Efik. They returned to Lagos, Abbeokuta, Ibadan, Calabar, Onitsha, Lokoja, and Port Harcourt, locations of political-economic or missionary significance during the period. Isolated individuals went as far as Ilorin, Bida, Kano, Sokoto, and Zaira. In many respects, they constituted the earliest social group who, by their distinctive black Atlantic experience of cultural and intellectual hybridity, mediated Nigeria’s engagement with and introduction to the modern and colonial capitalist demands of the era. As purveyors of new sociopolitical and cultural ideas that would come to underpin Nigeria, they were the forerunners of the nation. By their vision of a homeland that was inclusive of multiple ethnicities and that conceived of a single economy emanating from a network of production centers in the interior, they laid its earliest modern foundation. Their significant economic, social, cultural, religious, and political roles in the actions, interactions, and structures that eventually led to the creation of Nigeria justify the consideration of them as founders of the nation.
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 | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.007 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| 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