The Underground Railroad As Afrofuturism: Enslaved Blacks Who Imagined A Future And Used Technology To Reach The “Outer Spaces of Slavery”
Bibliographic record
Abstract
This article employs the lens of Afrofuturism to address the Underground Railroad, detailing what imagination, tact, and technology, it took for fugitive Blacks to flee to the “outer spaces of slavery.” Black enslavement was as terrifying as any exotic fictional tale, but it happened to real humans alienated in the “peculiar institution.” Escaping slavery brought dreams to life, and at times must have felt like “magical realism,” or an out-of-body experience, and the American North, Canada, Mexico, Africa, Europe, and free Caribbean islands were otherworldly and science fiction-like, in contrast to where Black fugitives ascended. This article will address the intersections of race, technology, and liberation, by retroactively applying a modern concept to historical moments.
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How this classification was reachedexpand
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 | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".