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
Two critical reviews of Discipline and Punish inspired an exchange between Foucault and some prominent historians in 1978. In the texts from this exchange, Foucault addresses their criticism that, by focusing on unrealized plans and programs, such as Bentham’s Panopticon, his book lacks a sense of historical reality. Foucault replies, first, that the true aim of his book is to explore the emergence of a new type of penal rationality, not to insist that the Panopticon itself has been realized. Second, he holds that types of rationality can produce distinctive sorts of effects, regardless of whether the plans and programs to which they are attached are ever fully achieved. This paper seeks to clarify Foucault’s underlying account in these responses of rationality and its efficacy. It also takes up and develops Foucault’s suggestive distinction between two different types of effects: “effects in the real” and “reality effects.”
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) | 0.000 | 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