Virtually a Historian: Blogs and the Recent History of Dispossessed Academic Labor
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
A contemporary history of higher education in the United States is being written on the Internet. Academic bloggers interrupt and circumvent the influence of professional associations over debates about unemployment, contingent labor, publishing, tenure review, and other aspects of creating and maintaining a scholarly career. On the Internet, limited status and prestige, as well as one's invisibility as a colleague, are no barrier to acquiring an audience within the profession or creating a contemporary archive of academic labor struggles. At a moment of financial and political crisis for universities, these virtual historians have increasingly turned their critical faculties to scrutinizing, critiquing, and documenting the neoliberal university. Although blogging has not displaced established sources of intellectual prestige, virtual historians are engaged in the project of constructing their own scholarly identities and expanding what counts as intellectual and political labor for scholars excluded from the world of full-time employment.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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