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Record W4200569918 · doi:10.1017/9781316832264

Freedom Seekers

2021· book· en· W4200569918 on OpenAlexaboutno aff
Damian Alan Pargas

Bibliographic record

VenueCambridge University Press eBooks · 2021
Typebook
Languageen
FieldSocial Sciences
TopicRace, History, and American Society
Canadian institutionsnot available
Fundersnot available
KeywordsConceptualizationDiversity (politics)SociologyLawPolitical scienceGeographyPhilosophy

Abstract

fetched live from OpenAlex

In this fascinating book, Damian Alan Pargas introduces a new conceptualization of 'spaces of freedom' for fugitive slaves in North America between 1800 and 1860, and answers the questions: How and why did enslaved people flee to – and navigate – different destinations throughout the continent, and to what extent did they succeed in evading recapture and re-enslavement? Taking a continental approach, this study highlights the diversity of slave fight by conceptually dividing the continent into three distinct – and continuously evolving – spaces of freedom. Namely, spaces of informal freedom in the US South, where enslaved people attempted to flee by passing as free blacks; spaces of semi-formal freedom in the US North, where slavery was abolished but the precise status of fugitive slaves was contested; and spaces of formal freedom in Canada and Mexico, where slavery was abolished and runaways were considered legally free and safe from re-enslavement.

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.044
Threshold uncertainty score0.147

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0060.006
Scholarly communication0.0040.006
Open science0.0010.004
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.0440.011

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.

Opus teacher head0.017
GPT teacher head0.220
Teacher spread0.203 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreOther

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".

Quick stats

Citations6
Published2021
Admission routes1
Has abstractyes

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Same venueCambridge University Press eBooksSame topicRace, History, and American SocietyFrench-language works237,207