Bibliographic record
Abstract
Lesotho has an assertively heteronormative and “macho” culture. Indeed, Basotho men have long possessed a reputation in southern Africa for being among the fiercest gangsters, toughest workers, and most incorrigible womanizers of all the African peoples of the region. In 1907 an official enquiry into “unnatural vice” at the South African mines exonerated the Basotho of homosexual behavior. Yet by 1941 another report found that the Basotho were not only enthusiastically participating in inkotshane (male-male sexual relationships) but also public cross-dressing and same-sex marriage ceremonies. Given that Lesotho was almost entirely lacking in industrial development and any significant white or Asian immigration and tourism during the colonial era, it makes an interesting test case regarding the “spreadability” of modern homosexual relations in African societies. This article examines the changes to Basotho male sexuality that took place in relation to the migrant labor system. It assesses whether, and why, male-male sexual relations were as “contagious” as some people today fear.
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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 | 0.005 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.039 | 0.019 |
| Scholarly communication | 0.008 | 0.009 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.006 | 0.012 |
| Insufficient payload (model declined to judge) | 0.005 | 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".