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
Abstract Debates about the meaning of Southern symbols such as the Confederate battle emblem are sweeping the nation. These debates typically revolve around the question of whether such symbols represent “heritage or hatred:” racially innocuous Southern pride or White prejudice against Blacks. In order to assess these competing claims, we first examine the historical reintroduction of the Confederate flag in the Deep South in the 1950s and 1960s; next, we analyze three survey datasets, including one nationally representative dataset and two probability samples of White Georgians and White South Carolinians, in order to build and assess a stronger theoretical account of the racial motivations underlying such symbols than currently exists. While our findings yield strong support for the hypothesis that prejudice against Blacks bolsters White support for Southern symbols, support for the Southern heritage hypothesis is decidedly mixed. Despite widespread denials that Southern symbols reflect racism, racial prejudice is strongly associated with support for such symbols.
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 | 0.019 | 0.020 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.017 | 0.010 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.004 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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