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
The Lion and the Springbok presents an account of the dynamics and divergences of the 'uneasy special relationship' of Britain and South Africa. From the bruising experience of the South African War (1899–1902) to South Africa's withdrawal from the Commonwealth in 1961, the authors chart this relationship in all its political, economic, cultural and geostrategic aspects. All the major disputes are discussed including the struggle for the High Commission Territories, the crisis over Seretse Khama's marriage and the transfer of the Simon's Town naval base. These issues trace, for the most part, a continuing deterioration in relations, as Afrikaner nationalist identity hardened and South African politics slid into the extremes of apartheid. The perceptions each side had of the other after 1948 are examined through representations in the media, and an epilogue considers the reasons for the return of the 'New South Africa' to the Commonwealth in 1994.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.002 |
| 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