Bibliographic record
Abstract
This chapter assesses how the author was fired from her teaching job at Inborden High School. Thirty days after Principal Williams informed her that she did not have a contract for the next school year, her lawyers filed a class action lawsuit in the Eastern District Court of the United States. This early start made it possible for the lawyers to do legal research and file a complaint against the Halifax County School Board and other defendants: Willa Johnson v. Joseph Branch. The principal defendant, Joseph Branch, practiced law in Enfield and handled legal matters for the Halifax County School Board of Education. While teachers had generally refrained from joining the local civil rights movement, after the author's firing, a few brave teachers put themselves in jeopardy by signing affidavits. The chapter considers how the Southern Christian Leadership Conference sponsored a citizenship education training in the Franklinton Center at Bricks. It also looks at how the Ku Klux Klan burned crosses in response to the lawsuit; the integration of six Black students to the “white” Enfield School; and how the National Education Association made it possible for the author to continue living in Enfield.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.013 |
| Scholarly communication | 0.008 | 0.006 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.005 |
| Insufficient payload (model declined to judge) | 0.035 | 0.008 |
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".