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
Purpose The purpose of the paper is to assess the relevance of the personal value called self‐transcendence as an explanatory factor regarding gender differences in the socio‐cultural adjustment of expatriate employees. Design/methodology/approach A sample of 37 male and 31 female expatriates responded to an online questionnaire concerning their self‐transcendence value and their adjustment as expatriate employees. Findings Self‐transcendence of the expatriate predicted interactional and work adjustment. Perceived expatriate‐local difference in self‐transcendence was a negative predictor of work and interactional adjustment. Females had higher (non‐significant) self‐transcendence than males. Further gender differences in the impact of self‐transcendence and perceived expatriate‐local differences in self‐transcendence were found. Research limitations/implications Further research into the effect of expatriate levels of the personal value of self‐transcendence, its two components, universalism and benevolence, and gender differences therein appears warranted. Statistical techniques to establish causality should be used. Practical implications Knowledge regarding the self‐transcendence values of candidates for expatriate assignments may assist global human resource managers to make more effective selection decisions regarding expatriate assignments. Originality/value The study described in this paper is among the first to assess potential explanations for the better interactional and work adjustment of female expatriates compared to males. This study replicates earlier findings regarding the relationship between perceived expatriate‐local differences in self‐transcendence and expatriate socio‐cultural adjustment and provides new knowledge regarding gender differences in this relationship.
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 | 0.001 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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