Reconstructing the Southern Landscape: The History of Education and the Struggle for Civil Rights in Charleston, South Carolina
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 city of Charleston, South Carolina, illustrates how educators can use people- and place-based case studies as pedagogical tools to reconstruct a Southern public and historic landscape. Teaching the Foundations of Education course in the city of Charleston makes the history that frames contemporary educational issues such as (re)segregation more visible. In the wake of the recent tragedy at the historic African Methodist Episcopal (AME) church in Charleston that claimed nine lives at the hands of Dylann Roof, place and local history help make a silent history more pronounced. A history of resistance and an ongoing struggle for freedom is inscribed into Charleston's landscape as much as the colonial and antebellum grandeur that captures the imagination, and dollars, of a thriving tourism industry. The public and historic landscape, in short, is in and of itself an educative space that allows educators and students to disrupt popular narratives by making the invisible more visible.
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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 | 0.002 | 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 | 0.002 |
| 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