Leslee Udwin’s India’s Daughter (2015), the power of storytelling and question of social change in the #MeToo era
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
In an op-ed, Leslee Udwin, the filmmaker of the controversial but meaningful documentary, India’s Daughter speaks of the tensions she faced in India amidst her film’s release. After her movie was banned in India, she abruptly left the country to avoid arrest. Her film explores the complexities and nuances of the 2012 Delhi rape case. It drew criticism when the trailer was released because it allegedly focused on the rapist’s narrative. Drawing upon my interview with Udwin and archival research, I explore the multitude of ways in which Leslee’s position as a powerful storyteller and an outsider influenced her documentary’s success within and outside of India. A medium of social change, Udwin’s documentary underscores the patriarchal and misogynistic attitudes that continue to exist while simultaneously challenging the role of the state, politicians and law enforcement who are in charge of protecting women’s rights.
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) | 0.001 | 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 | 0.001 |
| 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