The politics of intellectual labor under contemporary capitalist restructuring
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
Originally published in 2014, Gavin Smith’s Intellectuals and (Counter-) Politics: Essays in Historical Realism felt like a jolt of adrenaline for politically engaged scholarship, in anthropology and beyond. One of the book’s core provocations was methodological: it asked how exactly, in a pragmatic sort of way, we might do intellectual work that is not only politically effective (i.e. that gives additional “leverage” to collective struggle) but also works with, not against, the unique forms of intervention open to members of our profession. Its answer was deliciously heretical. Smith suggested the most politically valuable contributions of intellectual work might not come from the orthodox methods we tend to adopt when we commit ourselves to joining political struggles, such as aligning ourselves with the collective movements we support and offering them an audience and theoretical lens for their voices of dissent. The importance of ground-level solidarity work cannot be overstated. But allowing such alliances and their immediate challenges to shape the scope of our intellectual practice may confuse the kinds of practical knowledge necessary for one mode of activist struggle with that necessary for, and made possible by, another.
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) | 0.000 | 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