The world cities of Hong Kong and Singapore: Network hubs of global finance
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
The world cities of Hong Kong and Singapore, former creations of British colonialism, gained prominence as global financial centers primarily from decisions of firms headquartered in the core of Europe and North America to base their senior management in Hong Kong for Asia-Pacific and Singapore for Southeast Asia. This study uses qualitative interviews with financiers in both cities to examine how they use their networks to produce financial services from core-contending centers in a regional economy containing mostly core-contending, semiperipheral, and peripheral countries. The results reveal that Hong Kong’s and Singapore’s financiers and their firms gain competitive advantages in producing financial services from their network exploitation of their access to sophisticated information, knowledge, and expertise about Asia.
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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 | 0.000 | 0.002 |
| 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