A Hidra nos trópicos: Trabalhadores britânicos nas margens da ordem
Bibliographic record
Abstract
In the 19th century, British men spread to various parts of the world and did so for a bunch of reasons. However, such emigration movement was personified in historiography by large traders and investors, sometimes ignoring workers and, even more, drunks and troublemakers. Thus, the objective of this article is to show episodes of the participation of destitute workers in the worlds of labor in Brazil at the end of the 19th century, when Great Britain exerted great influence in the country. To this end, the selected documents cover a scope that is not limited to urban centers, commercial houses, or industries, quite the contrary. They were on city streets, in rural areas of the country, on beaches, in bars, or anywhere they wanted to be. To reach these workers, British consular documents and travel reports were used - to understand how they saw their countrymen in a precarious situation in an unknown country - besides Brazilian newspapers.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.013 | 0.008 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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".