Working Stiff(s) on Reality Television during the Great Recession
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 essay traces some of the narratives and cultural politics of work on reality television after the economic crash of 2008. Specifically, it discusses the emergence of paid labor shows like Ax Men, Black Gold and Coal and a resurgent interest in working bodies at a time when the working class in the US seems all but consigned to the dustbin of history. As an implicit response to the crisis of masculinity during the Great Recession these programs present an imagined revival of manliness through the valorization of muscle work, which can be read in dialectical ways that pivot around the white male body in peril. In Ax Men, Black Gold and Coal, we find not only the return of labor but, moreover, the re-embodiment of value as loggers, roughnecks and miners risk both life and limb to reach company quotas. Paid labor shows, in other words, present a complicated popular pedagogy of late capitalism and the body, one that relies on anachronistic narratives of white masculinity in the workplace to provide an acute critique of expendability of the body and the hardships of physical labor.
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 | 0.001 | 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 | 0.001 | 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 it