Participação cidadã na violência intrafamiliar urbana: denúncias em Bogotá
Bibliographic record
Abstract
The article analyzes reports on domestic violence in Bogotá, based on sources from Offices for Family Services during the first quarter of 2014. The report is considered an expression of civic participation; to file a report is an act of exercising citizenship and democracy. It also has a key role in constructing subjects of rights, enforcing such rights, raising awareness about them, and defending them. A qualitative research was developed with a focus on rights and gender; the questions guiding the development of the study focused on understanding how domestic violence affected reports, and whether the report as an act of citizenship has effects on domestic violence. They also aimed to identify the individual and collective implications of filing a report as an expression of citizen participation against such violence.
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How this classification was reachedexpand
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 | 0.004 | 0.002 |
| Meta-epidemiology (narrow) | 0.003 | 0.004 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.004 | 0.006 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.005 | 0.002 |
| Research integrity | 0.004 | 0.003 |
| Insufficient payload (model declined to judge) | 0.011 | 0.037 |
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; both teacher heads agree on what is shown here.
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".