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
Municipal socialism has been an unstable concept historically.1 While directly associated with the onset of the Industrial Revolution and its impact on the lives of workers in cities, its proponents drew on traditions of utopian communalism that antedated, or at least coincided with, the onset of industrialism. While it is most commonly thought of as a species of social democratic politics, municipal socialism also came to be identified with the direct seizure of power in cities, as in the Paris Commune, or more ephemerally in the political context of urban general strikes – Seattle or Winnipeg in 1919, for instance – or with the defence of Republican cities like Barcelona in the Spanish Civil War.2 The classic incarnation of municipal socialism appeared with the onset of ‘Red Vienna’ and the election of a social democratic city council and mayor in May 1919.3 Revolutionary practice of what might be thought of as ‘municipal socialism’ often consorted with anarchists’ visions of working-class self-governance.
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 | 0.002 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| 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