Native Administration Sanitary Inspectors and the British Colonial Hygiene Programme in Western Nigeria, c. 1930–1940s
Bibliographic record
Abstract
This article explores a colonial sanitation programme in Nigeria during the interwar period: the training and employment of Africans as sanitary inspectors to improve public health. From the early 1930-45, local health inspectors trained to educate the African public on modern hygiene principles emerged in a society where poverty made people pursue their changing personal interests in ways that challenged colonial laws and deviated from ethical standards governing behaviour in African society. In this landscape, some African sanitary inspectors and local chiefs articulated other meanings to the colonial hygiene project. Beyond the conventional racial analysis of colonial health, the article critiques the agentive role of local rulers and sanitary inspectors who shaped the health intervention. It concludes that by 1945, the well-intentioned programme had developed complications expected in an environment of budget restraint and economic hardship, transforming Yoruba towns into sites of power struggle between sanitary inspectors and the people.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.004 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| 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".