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
The first collection of essays published on trailblazing nineteenth-century Black feminist, activist, journal, and educator, Mary Ann Shadd Cary Mary Ann Shadd Cary (1823–1893) was a trailblazing Black feminist, activist, journalist, and educator whose achievements can be traced across Canada and the United States. Born in a border state in the antebellum era, Shadd Cary taught in schools in New York, New Jersey, and Pennsylvania before becoming a strong advocate for immigration to Canada in her early adulthood. Once she moved to Ontario in the mid-1850s, she dove headfirst into early Black Canadian debates. She fought to integrate schools in the States and Canada and became, as the editor of the Provincial Freeman , the first Black woman to edit a newspaper in North America. Despite her achievements and impact on Black life in North America, Shadd Cary is a relatively little-known figure outside of the continent. Insensible of Boundaries is the first collection of essays published on this thinker. With this volume, editor Kristin Moriah brings together eleven essays from a broad range of perspectives, including historical, literary, gender, ecological, bibliographical, visual, sound, and performance studies, on nineteenth-century Black feminist inquiry in North America. The volume focuses particularly on three main topics: Shadd Cary’s relationship to immigration, nation, and colonization; the Black creative and nation-building work that Shadd Cary has inspired; and contemporary research methodologies like digital humanities as they can be used to better understand Shadd Cary’s moment, impacts, and life. Through a multi- and interdisciplinary lens, the collection celebrates Shadd Cary’s cultural significance and intellectual contributions, as well as their reverberations in her time and in ours. Contributors: R. J. Boutelle , Jim Casey, Rosalyn Green, Lauren Klein, Kirsten Lee, Brandi Locke, Demetra McBrayer, A. T. Moffett, Kristin Moriah, Dianna Ruberto, Lynnette Young Overby, Eunice Toh, Rinaldo Walcott, Marlas Yvonne Whitley, Jewon Woo.
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 | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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