KWAME NKRUMAH, DISABILITY, AND REHABILITATION IN GHANA, 1957–66
Why this work is in the frame
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Bibliographic record
Abstract
ABSTRACT This article examines a rehabilitation program for disabled Ghanaians developed by Kwame Nkrumah's government between 1961 and 1966. Arising at a time when Nkrumah was moving away from welfarism in favor of a ‘big push’ for industrialization, rehabilitation sought to integrate disabled citizens into the national economy as productive workers. Nkrumah's program was preceded by a colonial rehabilitation project during the 1940s for disabled African soldiers. The colonial initiative drew heavily on the British model of social orthopaedics, which equated citizenship with work. This philosophy resonated with Nkrumah's vision of national development based on full employment. Although its economic focus had troubling implications for citizenship and welfare, Nkrumah's rehabilitation program was unique among newly independent African states, and it arguably produced a positive legacy.
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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 | 0.003 | 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 | 0.000 | 0.002 |
| 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