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
We suggest that moral panics exert spillover effects through stigma by mere association. Individuals are harmed even if their ties to stigmatized affiliates are heterophilous, and high-status individuals can also suffer. This creates a broadcast effect that increases the scale of the moral panic. Analyzing the U.S. film industry from 1945 to 1960, we examine how artists’ employment in feature films was influenced by their associations with co-workers who were blacklisted as communists after working with the focal artist. Mere association reduces an artist’s chances of working again, and one exposure is enough to impair work prospects. Furthermore, actors’ careers are impaired when writers with whom they worked are blacklisted. Moreover, the negative effects of stigma by mere association hold even when the focal artist has received public acclaim. These findings have broad implications. When a few individuals or organizations are engaged in wrongdoing and publicly targeted, stigma by association can lead to false positives and harm many innocents.
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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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