Equality through Education: A Review of Michael Manley's Vision for Jamaica
Bibliographic record
Abstract
Michael Manley envisioned a Jamaica that would provide equality for the working-class through education. This was done consider- ing the socio-economic structure of the country which reflects its legacies of colo- nialism, slavery, and imperialism. Indica- tions of this trauma are evident in racial divisions based largely in colourism and class inequalities, which have led to the stigmatization of manual labour. During what historians Chambers and Airey label the ‘Socialist Era’ in Jamaica (i.e. 1972 and 1980), Manley’s People’s National Party (PNP) government sought to embed ideals of self-reliance into vital socio-economic industries such as education, agriculture, manufacturing, and tourism. The ultimate goal of this was aimed at reversing the condition of psychological dependency that plagued many regions in the Global South. This policy review seeks consider the process by which Michael Manley imple- mented his administration’s Free Education policy during the years of 1972 to 1980.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.004 | 0.006 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.002 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".