Bibliographic record
Abstract
This article addresses the religious and entrepreneurial differentiation within Spanish Lookout, a Mennonite community in the Cayo district in Belize, Central America.In spite of the fact that most Mennonites live more or less on the edge of society, they have been able to establish a strong and stable economic position within Belize, although the different communities show a clear variation when it comes to social as well as in economic activities.Since their migration from Mexico to Belize in 1958, the Mennonites of Spanish Lookout, one of the modern communities, have developed a more differentiated economical system with commercial agriculture and agribusiness.The Mennonites maintain a remarkable transnational network, which consists of Mennonite communities and organizations in countries like Canada, the United States of America, and Mexico.These networks introduce innovations on different levels: from modern or better machines, to religious and social changes.The influences from Mennonites outside Belize on the social-economic system of the Spanish Lookout Mennonites, along with the developments within the community, will be the main focus of this article.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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".