Bibliographic record
Abstract
REDACTED: THE IRAQI WAR ACCORDING TO YOUTUBE Using the increasingly popular format and style of the mockumentary or 'found footage', Brian de Palma's Redacted (2007) aims to present one minor yet horrific event of war through the media with which contemporary audiences are, by this stage, familiar: amateur footage (such as that uploaded to YouTube and other sites daily), video-messaging, news and documentary footage, as well as CCTV and other surveillance footage. The proliferation of such war images may point to the collapsing of spatial and geographical boundaries by bringing the war closer to home and by making it more personal. Yet, as the film indicates, this very imagery serves to depersonalize war for the spectator-viewer, as well as for the participants and soldiers, who perceive themselves as filmmakers and stars. Indeed throughout the film 'found' excerpts from Arab, French and US media point to the globalized investment in...
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How this classification was reachedexpand
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".