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 This article underscores the importance of the relatively brief life but historically noteworthy emergence of the Zimbabwe People’s Army (ZIPA) within the struggle for Zimbabwean liberation in the 1970s. For ZIPA was a movement that offered both a serious military challenge of its own to Smith’s UDI regime but also the long-term possibility of a far more meaningful liberation than anything achieved since by ZANU’s ‘old guard’ under the orchestration of Robert Mugabe. The roles played by Mugabe, Machel, Kaunda, Kissinger and Crosland in ensuring ZIPA’s defeat are all emphasised, with a key source for the paper’s reinterrogation of ZIPA’s role being the recent autobiography of Wilfred Mhanda (aka Dzino Machingura), entitled Dzino . A link is also made to Lionel Cliffe’s writing of the time (in ROAPE issue no. 8), in particular to his own experience while incarcerated in one of Kaunda’s Zambian jails.
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 | 0.000 |
| Science and technology studies | 0.000 | 0.003 |
| 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