A common situation? Canadian technical advisors and popular internationalism in Tanzania, 1961–1981
Bibliographic record
Abstract
In the 1960s and 1970s, technical advisors participated in postcolonial development efforts and popular internationalism. This article addresses the politics of technical assistance as an entry point for exploring the wider shared histories of Tanzania and Canada. It shows how Canadian advisors reflected on ujamaa, race, and their relationships with Tanzanians. And it charts how lived experiences shaped their commitments abroad as well as back at home. Insisting that technical assistance is part of Tanzanian transnational history, the essay argues that Canadian advisors were divided on the politics of poverty. They held liberal and left internationalist perspectives, two overarching ways of understanding global structures that were opposed as well as internally varied. The first vision presumed that developmental work had mutualistic benefits within global capitalism. The second stressed solidarities for a building an anti-imperialist world and, in different ways, involved social democrats, New Leftists, and Black Canadian and Indigenous activists. Debates eventually led to a left-leaning attempt to rethink technical assistance.
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.005 |
| Science and technology studies | 0.031 | 0.009 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.007 | 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".