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
Management practices and processes frequently differ across national and regional boundaries. What may be acceptable managerial behaviour in one culture may be counterproductive or even unacceptable in another. As managers increasingly find themselves working across cultures, the need to understand these differences has become increasingly important. This book examines why these differences exist and how global managers can develop strategies and tactics to deal with them. The text draws on recent research in anthropology, psychology, and management, to explain the cultural and psychological underpinnings that shape managerial attitudes and behaviours, whilst introducing a learning model to guide in the intellectual and practical development of managers seeking enhanced global expertise. It offers user-friendly conceptual models to guide understanding and exploration of topics and summarizes and integrates the lessons learned in each chapter in applications-oriented 'Manager's Notebooks'. A companion website featuring comprehensive chapter-by-chapter PPT slides is available at www.cambridge.org/management_across_cultures.
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 | 0.000 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| 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