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
BACKGROUND\n\nFirebird is a narrative revenge film, written, directed and co-produced by the researcher. \n\nDominant approaches in revenge cinema often provide affirming portrayals of violent vengeance. Simkin points to examples such as The Punisher (2004), A Man Apart (2003) and Death Wish (1974) in which “the audience is invited to relish, within safe, fictional boundaries, the acts of vengeance” (2006, 23). \n\nThe research asks: How can a revenge film be made with a primary focus and conscious intention of communicating anti-violence and anti-vengeance themes?\n\nCONTRIBUTION\n\nContrary to dominant approaches in the field, Firebird was made with the conscious intention, from the outset, of communicating anti-violence and anti-vengeance as central themes. Various aspects of the form and content of the film were informed by this intention, resulting in a relatively rare kind of a revenge film. \n\nDistinctive aspects of Firebird include the gradual evolution in its portrayal of the revenge-target, to eventually be sympathetic; and the film’s ending involving the protagonist failing and dying in his revenge attempt, being killed by the quarry himself.\n\nMaking the film involved iterative and fluid combinations of hands-on experimentation, reflection-in-action, and insights gleaned from the study of previous works. \n\nSIGNIFICANCE\n\nThe film is significant to the broader field of filmmaking, as an example of a film that draws upon violent film-genre conventions, whilst simultaneously reworking them to offer alternative approaches.\n\nThe film won a ‘Platinum Award for Excellence in Filmmaking’ at the Filmmakers World Festival and an ‘Award of Excellence’ at Canada Shorts. It also screened at the Portland Film Festival, Madrid International Film Festival and Sightlines: Filmmaking in the Academy.\n\nFirebird was published in the AV journal, Sightlines: Filmmaking in the Academy, Issue 2, 2017.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.010 | 0.002 |
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