Shimmering Practices in a Kaleidoscope World: Affective, Embodied and Sensorial Modes of Filmmaking
Bibliographic record
Abstract
Abstract This article explores a series of non-linear films produced in an undergraduate digital arts course. Drawing on Deleuze’s (1989) concept of the time-image, the researcher theorizes how filmmaking produces events of duration (Deleuze, 1991) for which bodies, living and nonliving, are actively engaged in processes of becoming. She makes connections with what Deborah Bird Rose (2017) calls shimmer with practices of immediation (Manning, 2019) a brilliance that brings us into “the experience of being part of a vibrant and vibrating world” (Rose, 2017, p. 53). The researcher argues that filmmaking is a shimmering practice in a kaleidoscope world – capable of generating affective, embodied, and sensorial events – practices-in-the-making. Thus the article aligns with the goal of this special topic: to analyze affective and somatic modes of filmmaking and their potential to create virtual openings in the ubiquitous quality of sensation in the city (Thain, 2019).
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.006 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".