Drug consumption and violence in female work Zapallal - Lima/Peru
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The study design was descriptive, correlational, cross-sectional, and qualitative. The objective was to identify sociodemographic and labor risk factors for drug consumption and types of violence in the workplace related to drug consumption, as well as to understand the perception of female workers regarding the relationship between drug consumption and workplace violence. We surveyed 125 women workers of four slums in the area of Zapallal, Lima, Peru, interviewing 16 women who experienced workplace violence. Among the participants, 52.8% consumed alcohol and 6.4% illegal drugs. Catholic women were at risk for consuming alcohol, while participants under 20 years of age were at risk for consuming illicit drugs. In this group, 17.6% of the women experienced verbal violence, 9.6% physical violence and 1.6% were sexually harassed in the workplace. Women victims of verbal violence have a risk for consuming illicit drugs. These women perceived themselves as a vulnerable group for violence in the workplace and weak for defending themselves. They expressed fear or shame in reporting cases of violence.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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