Bibliographic record
Abstract
Abstract Samora Moisés Machel was born in 1933 in Portuguese-ruled colonial Mozambique and trained as a nursing auxiliary. He joined the Frente de Libertação de Moçambique (Mozambique Liberation Front, or Frelimo) soon after its foundation in 1962. After military training in Algeria, he quickly became commander of the group’s armed forces, and when Eduardo Mondlane, Frelimo’s first leader, was assassinated in 1969, he was appointed president the following year. A talented but authoritarian politico-military strategist, he improved discipline within Frelimo and led it in the negotiations for unconditional independence that followed the April 25, 1974, coup in Portugal. At independence on June 25, 1975, he became the first president of the People’s Republic of Mozambique, a one-party state dedicated to radical social transformation. Machel was a convinced Marxist, which he attributed to his experience of racism and discrimination under Portuguese rule, and in February 1977, Frelimo officially became a Marxist-Leninist vanguard party. In the immediate post-independence period, Frelimo launched broad educational and health programs while attempting to shepherd the rural population into large “communal villages” where production could be organized along cooperative lines and social services provided at scale. However, the liberation war in neighboring Rhodesia, along Mozambique’s long western flank, destabilized these programs, especially after the Rhodesians set up and supported a domestic rebel movement, the Mozambique National Resistance (the MNR or Renamo), which carried out sabotage operations in the late 1970s. After Zimbabwe’s independence in 1980, South Africa adopted Renamo, which began gradually to develop support based on local resentment of government policy. The war dragged on and even intensified throughout the early 1980s, despite the signing by Mozambique and South Africa in 1984 of the Nkomati Accord, supposedly ushering in an era of good neighborliness. The conflict imposed crippling costs on Mozambique’s economy and society. In October 1986, Machel died in an air disaster at Mbuzini. Machel was a man of sharp intelligence and a gifted and persuasive orator, who as president was nevertheless intolerant of opposition. In 1994, several years after his death, the Frelimo government negotiated a pluralist dispensation with Renamo, having by that time effectively abandoned its socialist project.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.014 | 0.002 |
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".