INTERNATIONAL FIELD SCHOOL FOR FIRST-YEAR ENGINEERING STUDENTS
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
Engineering graduates increasingly find that they are part of teams that draw a multi-disciplinary membership across a broad range of cultural, socio-economic, and linguistic backgrounds. Although engineering students often have the opportunity to participate in international projects (e.g. co-operative education programs, study abroad), formal international field schools are not typical within engineering curricula, particularly at the first- and second-year level. To provide an early introduction to intercultural perspectives, first-year engineering students at Vancouver Island University (VIU) participated in a field school at Tra Vinh University (TVU) in Tra Vinh Province, Vietnam over a period of three weeks. This field school consisted of a number of cultural and engineering activities, and involved pairing of students at both TVU and VIU for the duration of the experience. To measure student response during the field school, participating VIU students completed the on-line Intercultural Effectiveness Scale questionnaire pre- and post-experience. Students at both institutions also completed reflection exercises throughout the three-week period. This feedback suggested each student pairing continuously developed skills necessary to overcome linguistic, cultural, and technical barriers to learning and growing over their time together. Students described an enhanced understanding of self, and an increased likelihood to further participate in intercultural experiences.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 0.001 |
| 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 | 0.001 | 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