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
This article is an examination of African American high school student activism during the black freedom struggle by youth from Lawnside, New Jersey; one of ten self-governing African American communities in the United States. A critical factor in Lawnside’s historical narrative is that its young people both historically and today attend segregated elementary school and then integrated high school in the historically all white community of Haddon Heights. From 1965-1971, many African American young people from Lawnside were inspired to address decades of inequality and African American educational and cultural concerns by engaging in acts of collective violence and non-violent direct action. These protest efforts included a boycott, two sit-ins, a protest march, and a formal list of demands. African American high school students from Lawnside expressed similar grievances to African American youth in other locations, they demonstrated considerable activist autonomy from parents and outside organizations, and female students often held positions of influence and leadership.
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 | 0.011 | 0.007 |
| Scholarly communication | 0.013 | 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