The paradoxes of precarious labour in observational documentaries today
Bibliographic record
Abstract
In this paper, I examine contemporary observational filmmaking and its efforts to reconfigure the themes and style of direct cinema for a present-day actuality. I begin by revisiting the earliest works of American direct cinema, but I resituate their overriding preoccupation with self-realizing figures (musicians, actors, politicians) as a determined investigation of labour and workers. These documentaries, I argue, implicitly establish models and narrowly framed prescriptions for modern work; having been conceived within the individualized terms of direct cinema’s obsession with self-expression, the classic observational films inevitably highlight a self-directed, autonomous form of labour. As a result, the original exemplars of American direct cinema have created a durable site for the figuration of such work, and their familiar observational approach is purposely deployed in recent films such as American Movie (1999), Beauty Day (2011), and Weiner (2016). These documentaries, I maintain, provide distinctive analyses of precarious producers; or rather, they transform direct cinema’s emphasis on self-realization into a preoccupation with today’s precarious, autonomous work and its significant conundrums. In short, these films recognize the utility of an observational approach to the task of representing present-day work, and together they chronicle the grim fate of today’s new model worker.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 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".