Bibliographic record
Abstract
8 accountability 145, 203, 224, 232-3 active labour market policies 11, 12, 15, 44, 121, 128, 147 activist industrial policy 118 adaptation (small states) 19, 121 agility in 73 cooperation and 20, 203 culture and 18 flexible 44 to global markets 9, 13 and national elites 203, 229-31, 232 need for 8 New Zealand 170-76 speed of adjustment 27, 44 see also market liberal model; social investment administrative competence 46, 52, 54 administrative resources 61, 62, 69 advocates, budget games 208, 209 aggression, size as protection against 5-6 Ahtisaari, Martti 29 Air New Zealand 174 Alaska 213-14 Alberta Heritage fund 214 Alesina, Alberto 8, 9, 17-18, 212 Alliance of Liberals and Democrats for Europe (ALDE) 98-9 alliance protection 34, 44, 225-6 Alliance of Small Island States 27-8 Anckar, Dag 91 Andersson, Jenny 116 'Anglo-liberal' view, social policy 120 arc of prosperity/insolvency 158 Arctic strategy (Norway) 35-6 arguing strategies 65, 67-9, 70 armed neutrality 7 Åslund, Anders 187 Association Agreement with Ukraine 80, 87 associative pluralism 139-40 'Atlantic' attitudes 34-5 attachés 62 Auckland 179 austerity 150
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 | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.002 |
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; both teacher heads agree on what is shown here.
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".