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 is best remembered for two applied works on society, The Future of an Illusion and Civilization and its Discontents. Yet the works of the final period are routinely denigrated as merely supplemental to the earlier, more fundamental 'discoveries' of the unconscious and dream interpretation. In fact, the 'cultural Freud' is sometimes considered an embarrassment to psychoanalysis. Dufresne argues that the late Freud, as brilliant as ever, was actually revealing the true meaning of his life's work. And so while The Future of an Illusion, Civilization and its Discontents, and his final work Moses and Monotheism may be embarrassing to some, they validate beliefs that Freud always held - including the psychobiology that provides the missing link between the individual psychology of the early period and the psychoanalysis of culture of the final period. The result is a lively, balanced, and scholarly defense of the late Freud that doubles as a major reassessment of psychoanalysis of interest to all readers of Freud.
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 | 0.005 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| 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