Review of <i> Taxing Illusions: Taxation, Democracy and Embedded Political Theory</i> by Phillip Hansen
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
Every society possesses a social contract establishing the obligations its members assume toward one another. By and large, this implicit contract governs how a society allocates responsibility for achieving its social and economic goals to the major forms of social organization; in particular, how it divides responsibilities between the public ordering process, represented, in the main, by the government, and private ordering processes, represented by the market but also by families and community organizations. As is well documented, over the past 25 years the terms of the social contract have changed dramatically in most Anglo-American countries, including Canada. The role of government has narrowed, while an emphasis on allowing markets to allocate resources and on individual choice and voluntary action has increased. Describing, explaining, and defending or lamenting the 'nuances of this shift in the social contract - from what is often referred to as the Keynesian settlement to neoliberalism - have preoccupied political scientists.
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 | 0.008 | 0.031 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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