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
This paper explores the impact of technology on the practice and theorization of the cinematic essay, with a particular emphasis on the ways in which digital tools have shaped the form in the early twenty-first century. I first argue that the cinematic essay has been associated with technological evolution throughout its history, and then discuss recent examples of the form which utilize aesthetic strategies, editing techniques, and modes of spectatorial address that are rooted in the capabilities of digital technologies. I conceptualize the cinematic essay as a self-reflexive mode of nonfiction cinema that foregrounds the filmmaking apparatus and the act of its own making. In doing so, the cinematic essay launches an inquiry into the ontological nature of the cinematic image, the tools which construct it, and the wider artistic landscape in which it is embedded. To illustrate how digitization has opened new opportunities for essayistic expression, this paper draws parallels between the current use of digital moviemaking tools and earlier periods in which new technologies were utilized to reimagine essayistic craft.
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) | 0.000 | 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) | 0.001 | 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