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My Family

2025· book-chapter· en· W4414510067 on OpenAlexaboutno aff
Willa Cofield, Cynthia Samuelson, Mildred Sexton, David Cecelski

Bibliographic record

VenueUniversity Press of Mississippi eBooks · 2025
Typebook-chapter
Languageen
FieldSocial Sciences
TopicRace, History, and American Society
Canadian institutionsnot available
Fundersnot available
KeywordsWhite (mutation)World War IIFlood mythFirst world warService (business)

Abstract

fetched live from OpenAlex

This chapter focuses on the author's family, highlighting how the adults that surrounded her were super role models and protectors. It begins by describing her paternal grandparents, Erastus and Minnie Bobbitt, who purchased land in the New Deal Resettlement Community near Dawson Crossroads prior to 1940. The Franklin D. Roosevelt New Deal program provided low-interest rates so poor farmers and Black sharecroppers could buy their own farms. However, Black farmers were given the opportunity to purchase land in the flood zone of Halifax County, while the White farmers' land was on higher ground. The chapter recounts the author's father's military service in 1943, when he was drafted into the United States Army during World War II. He was stationed in St. Louis, Missouri, in a segregated army. Finally, the chapter looks at the wedding of the author's parents, her birth and birthplace, and the births of her brothers and sisters.

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)0.004
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: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.288
Threshold uncertainty score0.000

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0060.001
Scholarly communication0.0050.005
Open science0.0010.003
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.2880.161

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 head0.020
GPT teacher head0.230
Teacher spread0.210 · 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".

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Citations0
Published2025
Admission routes1
Has abstractyes

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