Maintaining the Japan Connection: The Impact of Study Abroad on Japanese Language Learners’ Life Trajectories and Ongoing Interaction with Japanese Speakers
Bibliographic record
Abstract
This article explores the post-study abroad life trajectories of learners of Japanese. Drawing upon data collected from eight interviewees, it presents the experiences of study abroad returnees’ ongoing engagement with Japan and Japanese speakers once they were removed from the study abroad environment. In particular, it focuses on the impact of study abroad on ongoing studies and career trajectory, and examines ongoing interaction with Japanese speakers throughout these key life stages. Through the lens of possible selves theory (Markus & Nurius, 1986), this study also examines how the informants’ ongoing engagement with the target language is reflected in their post-study abroad L2 self-concepts. It was found that although the experience of studying abroad in Japan presented a critical incident in each of the informants’ future life trajectories, and each of them remain connected to Japan in various ways, their patterns of engagement with Japanese speakers after returning home differed significantly.
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.003 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".