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
During Amiri Baraka’s sentencing in 1967 for possessing an illegal weapon, Judge Leon Kapp read parts of Baraka’s poem “Black People!” including the line “[t]he magic words are: Up against the wall motherfucker!” This quickly became one of the most powerful phrases of the 1960s: an anarchist group in Manhattan went by the name Up Against the Wall, Motherfuckers, and the slogan was central to the student uprising at Columbia University. This became a form of political blackface in which White radicals claimed they occupied the same position as Black people. Simultaneously, Baraka sought to distance himself from it. Recognizing that African American voters could dominate Newark politics, Baraka constructed a cynical public persona, blaming the riots following the death of Martin Luther King Jr. on “outside agitators.” At that point, the phrase was little more than a bit of radical chic that apolitical bands like the Jefferson Airplane could mouth.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.008 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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