Ten Principles of Intercultural Communication. Observations on Igor E. Klyukanov's Foundational Text
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
Intercultural communication is quickly becoming a pivotal area of study in an increasingly expanding global village brought about by rapid telecommunications technology. As a result, the danger for misunderstandings to arise when interlocutors who belong to different speech communities enter into intercultural communication situations are many. The study of the linguistic and interpersonal dynamics that characterize such situations has been carried out in recent years, producing many interesting findings. What this line of research lacks, however, is a theoretical framework. The recent work by Klukanov, which proposes ten principles for the study of intercultural communication, can be enlisted to construct such a framework. This paper examines these principles in the light of their general implications for the systematic study of intercultural communication and for discourse theory generally.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.003 |
| Open science | 0.005 | 0.002 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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