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
Transnational Management provides an integrated conceptual framework to guide students and instructors through the challenges facing enterprises operating in today's complex worldwide environment. Through text narrative and cases, the authors skillfully examine the development of strategy, organizational capabilities and management roles, and responsibilities for managing effectively across national boundaries. The key concepts are developed in eight chapters supplemented by practical case studies from world-leading case writers. All chapters have been revised and updated for this ninth edition to reflect the latest thinking in transnational management while retaining the book's strong integrated conceptual framework. Nineteen new cases have been added and thirteen classics are retained. Recommended academic and practitioner readings have been updated for each chapter. A full range of online support materials include detailed case teaching notes, comprehensive lecture slides and a test bank. Suitable for MBA, executive education, and senior undergraduate students studying courses such as international management, international business or global strategy.
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 | 0.000 | 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