Paradoxical Empowerment: Immaterial Labor Translated in a Web of Affective Connections
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 perspective explores the production of user-generated content by contrasting two analyses that are convergent in some respects, divergent in others. In our first line of analysis we use the work of Negri (1996) and Moulier-Boutang (2007) on “cognitive capitalism” to extend some elements explored by Fuchs (2010; 2012) and Arvidsson and Colleoni (2012) on labor and value. This approach foregrounds the adaptability of capitalism and suggests that workers are endowed with “an inventive subjective power” that simultaneously influences and reproduces the mode of production. Our second line of analysis explores the later work of André Gorz (1997; 2003), who invites us to imagine a society in which social relationships would no longer be determined by the laws of the market, a postmarket utopia. This approach points to the importance of collective organization and relational value production of user-generated content and suggests recentering the debate not around individuals and their labor, but on the web of affective connections between them.
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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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