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
Freud may never have set foot in Cambridge - that hub for the twentieth century's most influential thinkers and scientists - but his intellectual impact there in the years between the two World Wars was immense. This is a story that has long languished untold, buried under different accounts of the dissemination of psychoanalysis. John Forrester and Laura Cameron present a fascinating and deeply textured history of the ways in which a set of Freudian ideas about the workings of the human mind, sexuality and the unconscious, affected Cambridge men and women - from A. G. Tansley and W. H. R. Rivers to Bertrand Russell, Bernal, Strachey and Wittgenstein - shaping their thinking across a range of disciplines, from biology to anthropology, and from philosophy to psychology, education and literature. Freud in Cambridge will be welcomed as a major intervention by literary scholars, historians and all readers interested in twentieth-century intellectual and scientific life.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| 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