“We act like girls and we don't act like men”: Ethnicity and local language change in a Philadelphia high school
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract How is ethnicity indexed linguistically in a speech community in which immigrant L2s have typically not been spoken for three or more generations? Drawing on recordings and ethnographic observations of eighteen white high school girls in south Philadelphia, speakers of Irish descent are shown to differentiate themselves from speakers of Italian descent through their use of (ay0), that is, Canadian Raising. (ay0) is an ongoing sound change in Philadelphia and is remarkable for being a rare example of a male-led change. Irish girls exploit more male-like, backed, and raised variants as a resource for indexing their ethnic identity, which is associated locally with stereotypically masculine characteristics such as toughness. The symbolic reflection of ethnic affiliation through this subtle linguistic device makes use of both local and supralocal social meanings. (Ethnicity, adolescence, Philadelphia, Irish, Canadian Raising, gender, sound change, language, and identity)*
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it