Bibliographic record
Abstract
The image of an iceberg is used to analyse New Zealand's role in the Commonwealth at all levels. The visible tip is made up of the Commonwealth Games, the Queen as Head of the Commonwealth and the CHOGMS. Hidden beneath the water-line of popular attention are three layers: the political/official Commonwealth of ministerial consultations and intergovernmental organisations; the 'People's Commonwealth' of NGOs and civil society; and the 'Corporate Commonwealth' of the Business Forum and the 'Commonwealth business culture'. The Commonwealth was New Zealand's original 'window on the world' and, along with Britain and Canada, New Zealand is one of the 'Group of Three' that participated in all the consultations since 1887. Today, the Commonwealth is only one of numerous international forums, where the country pursues its interests. But with a New Zealander as Secretary-General, and with considerable affinity with the Commonwealth's small state majority, New Zealand has found a regional role in the South Pacific as a substitute for its former role as an adjunct to British (then American) power.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.020 | 0.022 |
| Scholarly communication | 0.014 | 0.012 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.005 | 0.007 |
| Insufficient payload (model declined to judge) | 0.010 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".