Gambling problems as a political framing-Safeguarding the monopolies in Finland and Sweden
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
Many EU member states are currently rethinking their gambling laws and policies to adapt to European law and to take into account increased technological possibilities for the gambling industry and increased competition on national gambling markets. Some of the countries have responded to the new situation by giving up or remarkably weakening their monopolies, but other countries have, on the contrary, reformed their monopoly systems to strengthen them to meet the new challenges. This article analyses gambling policy reforms in Finland and Sweden, where the liberalisation trend has been contested to safeguard the monopoly systems. The main means have been an increased focus on gambling-related problems and emphasis on the responsible nature and particular capability of monopoly-based systems to tackle these problems. This has made it possible not only to keep the monopoly system intact but also to expand its field of activities to the Internet as a responsible measure.
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 | 0.002 | 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 | 0.000 | 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