Bibliographic record
Abstract
Abstract The 1833 Slavery Abolition Act provided for the gradual emancipation of eight hundred thousand human beings. It also confirmed the sovereignty of King-in-Parliament over all people residing in British dominions and resolved a long-standing dispute over whether enslaved people were private property or royal subjects entitled to legal safeguards. This debate first emerged in the late eighteenth century but acquired additional urgency following the 1807 abolition of the slave trade, when attempts to mitigate slavery through the enactment of ameliorative statutes and procedural reforms encouraged enslaved people to petition magistrates for redress in cases of abuse. Slaves vigorously defended their newly granted rights to bodily protection, sustenance, and family preservation through the instigation of legal complaints against overseers, managers, and slave owners. By the 1820s, enslaved litigants across Britain’s empire were publicly and collectively petitioning colonial magistrates to intercede on their behalf. The judicialization of quotidian battles over the terms of enslavement refashioned colonial social relations, affirmed enslaved people’s status as British subjects, and generated volumes of case files that circulated back to the metropole, where the Colonial Office cited them in critical assessments of slave law and where abolitionists used them to press for immediate emancipation. Enslaved people’s legal activism was operationally antislavery; it eroded the power of colonial enslavers and prodded Parliament to pass the 1833 Abolition Act.
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.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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 | 0.001 |
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 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".