Introduction to the special issue: Unplugging the Milgram machine
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
The current issue of Theory & Psychology is devoted to Stanley Milgram and his contribution to the study of obedience. It presents a decidedly critical evaluation of these well-known experiments that challenges their relevance to our understanding of events such as the Holocaust. It builds on recent investigations of the Milgram archive at Yale. The discipline’s adulation of the obedience research overlooks several critical factors: the palpable trauma experienced by many participants, and the stark skepticism of the deceptive cover-story experienced by many others, Milgram’s misrepresentation of the way in which the prods were undertaken to ensure standardization, and his failure to de-brief the vast majority of participants. There is also the cherry-picking of findings. The project was whitewashed in the film, Obedience, prepared by Milgram to popularize his conclusions. The articles contributed for this issue offer a more realistic assessment of Milgram’s contribution to knowledge.
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 | 0.007 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.004 |
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