Bibliographic record
Abstract
Distributed by Film MovementProduced by Michelle Antoniades and Hazey Jane FilmsDirected by Marley Morrison2021, Streaming, 103 mins Coming of age stories can be a difficult genre for film, but Sweetheart finds the balance of good and important storytelling with a believable teenager and family. Stories that take place on summer trips allow for an exploration of self, outside of the regular confines of life at home, and Sweetheart’s protagonist, AJ, has the opportunity to investigate her identity in the familiar environment of the yearly summer trip while having new experiences. This film has sly British humor throughout, and every character is presented as multi-faceted, with emotional heft. No one is a villain, and no one is a saint. They feel like real people you could meet walking along the street or overhearing at a restaurant. We are just being dropped into a week of their lives, and there are clearly rich backstories and full lives that exist just offscreen. While this film doesn’t offers any groundbreaking insights on the lesbian experience, it showcases a common story of a family that wants to be supportive without knowing the right way to support, and a young woman trying to figure out how she wants to exist in the world. Sweetheart would work well in a film course or a gender studies course, at a high school or college level. There is a smattering of in-character homophobia, but it is clear the film does not support homophobia or endorse it. Awards:Audience Award, Glasgow Film Festival; Breakthrough Producer - Michelle Antoniades, British Independent Film Awards; Breakthrough Performance - Nell Barlow, British Independent Film Awards; Outstanding Performance – Nell Barlow, L.A. Outfest; International Juried Award, Inside Out Toronto LGBT Film Festival
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.864 | 0.666 |
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".