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
Books reviewed: Held, David, Anthony McGrew, David Goldblatt and Jonathan Perraton Global transformations: politics, economics and culture Lin, George C.S. Red capitalism in South China Keyder, Ç. (ed.) Istanbul: between the global and the local JGlasser, Irene and Rae Bridgman Braving the street: the anthropology of homelessness Vanhove, Norbert Regional policy: a European approach Downey, John and Jim McGuigan (eds.) Technocities Malbon, Ben Clubbing: dancing, ecstasy and vitality Hedlund, Stefan Russia’s `market’ economy. A bad case of predatory capitalism Chavez, John R. Eastside landmark: a history of the East Los Angeles Community Union 1968–1993 Butler, Ruth and Hester Parr (eds) Mind and body spaces: geographies of illness, impairment and disability Germaine, Annick and Damaris Rose Montréal: the quest for a metropolis Narotzky, Susana New directions in economic anthropology
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 | 0.003 | 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