Examining the emergence of the ‘AI eye’ and its effect on the ‘creative treatment of actuality’ in computational non-fiction
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
Documentaries have frequently captured journeys to places audiences might not have seen before. The first documentary film Nanook of the North (1922), often referred to as a travel film, took viewers to the Canadian Artic for the first time. In 1929, The Man with a Movie Camera revealed the rhythm of the Soviet cities through the Kino-Eye. Now the documentary film genre, the City Film is taking viewers on a virtual tour into new digital synthetic domains as they contain artificially generated images produced by GenAI. In response to this emergence of the ‘AI eye’, a computational vision of the world, the following attributes of AI as an asset, tool and collaborator shape the discussion of novel creative documentary processes that are emerging when Gen AI is integrated into computational non-fiction. This article explores a computational vision of the world in relation to the City Film documentary genre.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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 | 0.000 |
| 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 it