Bibliographic record
Abstract
Introduction : three organizational challenges for multinational enterprises / Rian Drogendijk, Rob van Tulder, Alain Verbeke -- Value generation in the multinational corporation / Francesco Ciabuschi, Henrik Dellestrand, Amalia C. Nilsson -- Corporate parenting styles of the multinational corporation : a subsidiary view / Igor Gurkov -- Progressing the relational perspective on MNCs : beyond headquarters-subsidiary relationships / Dorota Piaskowska ... [et al.] -- Expatriate functions in the current multinational context : moving theory forward / Rochelle Haynes, Phil Almond -- Subsidiary capability upgrading and parent-subsidiary relationship : insights from a Chinese acquisition in the United Kingdom / Shaowei He, Zaheer Khan -- Global organizing : a case from Belarus / Tiia Vissak, Xiaotian Zhang -- How subsidiaries attempt to direct HQ attention to new business opportunities / Desire<U+0301>e Blankenburg Holm, Rian Drogendijk, Hammad ul Haq --
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.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.003 | 0.002 |
| Research integrity | 0.000 | 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 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".