Future Discounting by Slum‐Dwelling Youth Versus University Students in Rio de Janeiro
Why this work is in the frame
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Bibliographic record
Abstract
We compared Future Discounting ( FD , preference for smaller, sooner rewards over larger, later ones) by 160 Brazilian youth (16–30 years old; 71 women and 89 men). University students and slum‐dwelling (favela) youth were compared. Participants completed a monetary FD task, a scale of youngsters′ view of their neighborhood, and self‐reported exposure to violence ( EV ). Favela youth discounted the future more than students; favela men more than women. However, university women discounted more than men, an unexpected result. Predicted differences in the participants′ view of their neighborhood between the two groups were observed. The interaction context × EV scores was a significant predictor of FD . These youth have apparently adjusted trade‐offs between the short and long term in a context‐sensitive, adaptive manner.
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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 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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