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Record W2253584249

The First Freedom Line: The Untold Story of American Indian Underground Railroad Activities During the Antebellum Period (Aiding Fugitive Enslaved African Americans Escape to Freedom in Canada 1820-1865)

2012· article· en· W2253584249 on OpenAlexaboutno aff
Darryl Omar Freeman

Bibliographic record

VenueSSRN Electronic Journal · 2012
Typearticle
Languageen
FieldSocial Sciences
TopicRace, History, and American Society
Canadian institutionsnot available
Fundersnot available
KeywordsPoliticsColonialismContext (archaeology)Spanish Civil WarEthnic groupSociologyPolitical scienceGender studiesHistoryLawArchaeology
DOInot available

Abstract

fetched live from OpenAlex

There is considerable historical evidence of the adoption and incorporation of formerly enslaved Africans and African Americans by American Indian Nations in the pre-Civil War era in the United States. Traditional United States history texts focus mainly on descriptive accounts of interactions between the two ethnic groups with marginal introspection and analysis of the motivation and social political ramifications of these encounters. In addition to incorporation by adoption or intermarriage, some American Indian societies engaged, at some risk of retaliation by the invading colonists, in sheltering and assisting fugitive African Americans escape enslavement to freedom in the northern colonies and Canada. This Dissertation examines within an interdisciplinary context, the political psychological, historical interaction and cultural social behavior between these similarly oppressed people. Also explored are the theoretical rationales for American Indian people and nations to become involved in this social political conflict of the colonial settlers. This work also uncovers the historical development and operations of a parallel underground railroad for fugitive enslaved blacks conducted by American Indians omitted in the colonized historical accounts of slavery resistance efforts in the early American developing society.

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)0.003
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: Empirical · Consensus signal: Empirical
Teacher disagreement score0.356
Threshold uncertainty score0.716

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0430.023
Scholarly communication0.0080.004
Open science0.0010.005
Research integrity0.0030.008
Insufficient payload (model declined to judge)0.0030.000

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.

Opus teacher head0.007
GPT teacher head0.231
Teacher spread0.224 · 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
GenreEmpirical

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

Citations0
Published2012
Admission routes1
Has abstractyes

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