"Saturated with Vice": Angelic White Children, Incorrigible Youth, and Reformable Subjects
Bibliographic record
Abstract
This article looks at the eugenic sterilization in the United States in the twentieth century through the lens of race and property ownership. In Kansas specifically, sterilization was sensationalized in the media amidst two events that showcased contradictory understandings of white girlhood in the liberal eugenic era. Sterilization was championed in 1917 after a young white girl was raped and murdered, and then decried two decades later in 1937 when a senator uncovered a (legal) sterilization campaign at a girls' reformatory. I argue that these competing representations of white girlhood resulted from larger-scale societal anxieties about womens' expanding property ownership and voting rights in the twentieth century. Further, I analyze representations of race in the Girls' Industrial School in Beloit, Kansas to show how Black girls in the institution were understood as inherently criminal in a way that validated the ultimate "reformability" of white girls from eugenecist understandings of class and sexuality amongst white youth.
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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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.016 | 0.030 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.000 | 0.005 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.003 | 0.000 |
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.
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".