Unimaginable Community: Watchwords and Frelimo's Abandoned Nationalism in Independence-Era Mozambique
Bibliographic record
Abstract
Abstract During its decade-long war (1964–74) against Portuguese colonialism, Frelimo developed a language to express the style in which it imagined the nation. On taking power in 1975, Frelimo used this language — its watchwords — to signal the shared identity it aimed to instill within Mozambique. Frelimo asked Mozambicans to live in the future tense: to turn away from familiar idioms of belonging and embrace a sense of self and other untethered to past or present. The misalignment between this vision and its reception is most evident at local levels of administrative action, where people at lower rungs of the state received Frelimo's watchwords and creatively applied them, transforming ideas into practices. Many Mozambicans were unable or unwilling to accept Frelimo's vision, and as civil war engulfed more of the country in the early 1980s, Frelimo abandoned this nationalism, exchanging it for an idea of national community people could more easily imagine.
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.
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 | 0.011 | 0.008 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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".