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
Historians and literary historians alike recognize David Walker's Appeal to the Coloured Citizens of the World (1829-1830) as one of the most politically radical and consequential antislavery texts ever published, yet the pamphlet's significant impact on North American nineteenth-century print-based activism has gone under-examined. In The Textual Effects of David Walker's "Appeal" Marcy J. Dinius offers the first in-depth analysis of Walker's argumentatively and typographically radical pamphlet and its direct influence on five Black and Indigenous activist authors, Maria W. Stewart, William Apess, William Paul Quinn, Henry Highland Garnet, and Paola Brown, and the pamphlets that they wrote and published in the United States and Canada between 1831 and 1851. She also examines how Walker's Appeal exerted a powerful and lasting influence on William Lloyd Garrison's Liberator and other publications by White antislavery activists. Dinius contends that scholars have neglected the positive, transnational, and transformative effects of Walker's Appeal on print-based political activism and literary and book history—that is, its primarily textual effects—due to an enduringly narrow focus on the violence that the pamphlet may have occasioned. She offers as an alternative a broadened view of activism and resistance that centers the works of Walker, Stewart, Apess, Quinn, Garnet, and Brown within an exploration of radical forms of authorship, publication, civic participation, and resistance. In doing so, she has written a major contribution to African American literary studies and the history of the book in antebellum America.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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