Superficial Causes of AUM Theory Affect Uncertainty and Anxiety among Students in a High-Context Culture
Bibliographic record
Abstract
International students in Malaysian universities face uncertainty and anxiety toward a multi-new culture, a must-encountered cultural shock. This study investigated the relationship between superficial causes of AUM theory and uncertainty and anxiety in a high-context culture. In this study, 388 international students from different faculties were chosen through a method called stratified random sampling, which sampled two public universities with the largest number and richest nationalities of international students. The researchers used a self-administered questionnaire to gather information from the participants, which was analyzed by AMOS and applied to the validation of theoretical construct through Structural Equation Modelling (SEM), and other statistical methods were employed to analyze the data and test seven hypotheses. The findings of the study showed that five superficial causes affect the management of uncertainty and anxiety in AUM theory. The results of this study have important implications for Malaysian public universities in terms of understanding the factors that influence uncertainty and anxiety management among students.
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How this classification was reachedexpand
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 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".