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 paper begins with the accusation of “totalization” that has been directed at Neil Brenner and Christian Schmid’s concept of “planetary urbanization.” In so doing, it first critiques the meanings typically attributed to “totality” and “totalization” by Brenner and Schmid as well as their critics, and then explicates the concepts of totality and totalization developed in the tradition of Hegelian Marxism, especially in the works of Georg Lukács, Jean-Paul Sartre, Henri Lefebvre, and Fredric Jameson. Following a review of some influential invocations of Hegelian or Marxist conceptions of totality in anti-colonial and socialist–feminist politics, the paper concludes by arguing that participants in the contentious planetary urbanization debate can best address their substantive concerns by working through instead of disavowing the concept of totality—especially the version of it proposed by Lefebvre, involving state and capital, “the urban” and the everyday.
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 | 0.001 | 0.001 |
| 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