Women in Business in Late Nineteenth-Century Chile: Class, Marital Status, and Economic Autonomy
Bibliographic record
Abstract
This article analyzes Chilean women’s entrepreneurial activity in the 1877–1908 period examining two official data sources representing different socioeconomic business niches – the national trademark registry, which represents the elite among business people, and the Santiago business license registry, which includes the non-elite. The analysis reveals an economy with women engaging increasingly in business in an expanding range of sectors. By the 1890s, women managed nearly a quarter of Santiago’s firms and 5 percent of elite firms nationally. Widows appeared overrepresented among elite businesses and underrepresented among those of the non-elite. These results suggest that institutions constraining entrepreneurship among married women were more strongly enforced among the elite than among other social classes. The evidence thus suggests that during late nineteenth century there was an increase in the economic autonomy exercised by unmarried women and widows of all socioeconomic strata, but also by married women among the non-elite.
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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 | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".