Bibliographic record
Abstract
Distributed by New Day Films, 350 North Water Street Unit 1-12, Newburgh, NY 12550; 888-367-9154Produced by Shiva Krish, Chithra Jiyaram, and D'LODirected by Shiva Krish2024, Streaming, 21 mins In Tamil Nadu, India, Valli supports her transgender daughter, Srija. The viewer watches as Srija interacts with her supportive family and helps out with household chores, all while going to college and navigating life with her partner, Arun. Srija marries Arun but it is not officially recognized. After a quick lawsuit, transgender marriage became legal, marking a shift in societal norms. Arun leaves Srija but comes back - hopefully for good as Arun's family disapproves of the marriage. The moving part of this film is Valli's unwavering support for her family and the future of Srija. An easy-to-follow story regarding social change in India and possibilities surrounding the transgendered community. This film was shown with an impact tour throughout India to bring awareness to progressive marriage rights. Suitable for all audiences, although high school and up would have a better understanding of the content. Well shot and thoughtfully executed. Awards:iSAFF, Sher Vancouver Award for Best LGBTQ+ Film, 2024
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.000 | 0.004 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.262 | 0.075 |
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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".