Clinical Characteristics of Alcohol Drinking and Acculturation Issues Faced by Korean Immigrants in the United States
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 Koreans in the United States can be grouped based on their diverse immigration histories and levels of acculturation: 1st-generation (Il-Sei), 1.5 generation (Il-Jom-O-Sei), 2nd-generation (Yi-Sei), 3rd-generation (Sam-Sei), and so on. Generational differences often account for different norms and behaviors regarding alcohol consumption. Difficulties for 1st-generation Koreans arise when seeking treatment for mental health and alcohol or substance abuse problems because of language barriers and cultural differences. The purpose of this study is to explore the characteristics of alcohol consumption by Il-Sei Koreans who were born, raised, and educated in Korea and immigrated to the United States after age 18. Immigration stress, Korean drinking norms and traditions, the influence of Confucianism, acculturation, availability of Korean alcohol, and health treatment disparity issues are addressed.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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