The Sons of Indiana: Kappa Alpha Psi Fraternity and the Fight for Civil Rights
Bibliographic record
Abstract
The common narrative about African Americans’ quest for social justice and civil rights during the twentieth century consists, largely, of men and women working through organizations to bring about change. The typical list of organizations includes, inter alia, the National Association for the Advancement of Colored People, the National Urban League, the Southern Christian Leadership Conference, and the Student Nonviolent Coordinating Committee. What are almost never included in this list are African American collegiate-based fraternities. However, at the turn of the twentieth century, a small group of organizations emerged founded on personal excellence, the development and sustainment of fictive-kinship ties, and racial uplift. These organizations immediately created highly functioning alumni chapters in cities across the United States. Members of these organizations, who were college graduates, could continue their work in actualizing their respective organizations’ ideals. One such organization, founded at Indiana University in 1911, was Kappa Alpha Psi Fraternity. This Article explores the history of this fraternity’s, and its members’, involvement in African Americans’ quest for social justice and racial equality in the United States.
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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 | 0.017 | 0.006 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.011 | 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 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".