Blogging for intercultural communicative competence in study abroad programs
Bibliographic record
Abstract
Abstract Participants in study abroad (SA) programs (sojourners) are often encouraged to blog as a form of reflective writing, yet little is known about this practice. Generally, reflection facilitates sojourners’ engagement in their personal and professional growth. Drawing from two different but complementary frameworks, we analyzed blogs from 51 sojourners in short-term SA volunteer teaching placements to examine the reflection that occurred through their writing. The two frameworks revealed different aspects of blogging practices: types of reflection ( Maarof, 2007 ) were primarily descriptive, but intercultural communicative competence learning ( Elola & Oskoz, 2008 ) examples were more numerous and varied, documenting sojourners’ navigation of culture in SA. Sojourners did not typically use their blogs for dialogic or critical reflection, instead chronicling experiences or representing reflection as completed actions. Although blogging can be useful for reflection in SA, the results from this study suggest that careful scaffolding may be necessary to encourage critical reflection.
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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 | 0.006 | 0.032 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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".