‘His Complete History’? Revisioning, Recreating and Reimagining Multiple Lives in Frederick Douglass's<i>Life and Times</i>(1881, 1892)
Bibliographic record
Abstract
Frederick Douglass's final autobiography, Life and Times of Frederick Douglass, remains a critically neglected work. On first glance, the Frederick Douglass of editions of this work published in the 1880s and 1890s seems to be a million miles away from the fiery, charismatic radical of the 1840s and 1850s. Probe deeper, however, and continuities remain vis-à-vis Douglass's commitment to literary experimentation in radical recreations, representations and reimaginations of an ever shifting and even contradictory public selfhood. Thus, Douglass's final work performs the deflating but fascinating work of a magician seeming to reveal the secret of his trick as he provides his readers with a self-reflexive, hybrid work in which he refuses to shy away from the ambiguities and ambivalences of his multiple existences.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.010 | 0.017 |
| Scholarly communication | 0.005 | 0.004 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".