Qualitative evaluation of semiotic-based intercultural training
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
This second of a two-part series of articles on applied semiotics and intercultural training provides a qualitative evaluation of the research initiative Tools for Cultural Development. The discussion will firstly centre on several theoretical and methodological challenges inherent to the qualitative research paradigm and then relate these shifting concerns to convergent findings in poststructuralist (and postcolonial) semiotics, especially with respect to phenomenology and pragmatics. Analysis of four focus group interviews in France and Australia will examine and evaluate the 2007 training experience in light of the culture-specific contexts and stakeholder groups involved. Of particular concern will be the capacity of qualitative evaluative processes to account for the "local meanings" and "voices" within the trainee narratives so as to highlight their perceptions as to the use of semiotics for designing culturally significant practices in education and praxis.
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 | 0.002 | 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 | 0.000 | 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