Romantic Experiences of Homeland and Diaspora South Asian Youth: Westernizing Processes of Media and Friends
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
The current study examined 1316 South Asian youth socialized in progressively Westernized contexts: “traditional” Indian homeland single‐sex schools, “transitional” Indian homeland co‐educational schools, and the immigrant “diaspora” in Canadian schools. Results showed youth in the three contexts were similar on romantic desire. Yet those in increasingly Westernized contexts reported more romantic activities and greater perceived autonomy from parents in partner choice. They were also more likely to consume Western and social media, and possess friends fostering permissive expectations, greater cross‐sex network composition, and intimate communication. Involvement with the global media and friends explained the link between the cultural spectrum and romantic experiences. Implications of global restructuring on romantic experiences, media usage, and friendships are discussed, in consideration of gender.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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