Emancipating the woman: how gender-mix in entrepreneurial teams leads to women’s emancipation
Why this work is in the frame
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Bibliographic record
Abstract
In this paper we ask, how gender-mix in entrepreneurial teams leads to women’s emancipation, and under what circumstances. Drawing from the pragmatist feminist perspective, we hypothesize a positive relationship between favorable representation of women in mixed gender teams, and women’s socio-cultural emancipation. We also delimit high enterprise income, and formal participatory mechanisms as two boundary conditions. Specifically, we hypothesize that high income (comparative to average regional enterprise income) and formal participatory mechanisms will enhance the formerly hypothesized main relationship. We deploy a unique sample comprising of over 5000 solidarity economy enterprises (SEEs) in the Brazilian solidarity economy movement to test our hypotheses. Analytic techniques, and paper’s contributions are also discussed.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it