Perception of sexual violence in Tamil movies by Malaysian Indian viewers
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
This study explored how Malaysian Indian viewers read and perceived the portrayal of sexual violence in Tamil movies produced in India. Sixty youths were selected, using a purposive sampling method, to participate in focus group discussions. The discussions were transcribed and analysed for common themes related to their reading of sexual violence in Tamil movies. Four main themes were identified in this study: forms of sexual violence; blurring lines between sexual violence and pre-marital sex; stalking; and rape comedy. Participants clearly identified rape as a form of sexual violence but were more cautious when identifying other forms of sexual violence especially when it was portrayed as part of courtship. Participants were divided in their understanding of rape as part of a comedy scene. Generally, participants accepted the way sexual violence was portrayed in the movies without overtly challenging the meaning of these portrayals. The portrayal of sexual violence and the reading of it by viewers followed traditional notions of femininity and rape myths in their society.
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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 | 0.000 | 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 | 0.000 | 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