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
Policies targeting individual companies for economic development incentives, such as tax holidays and abatements, are generally seen as inefficient, economically costly, and distortionary. Despite this evidence, politicians still choose to use these policies to claim credit for attracting investment. Thus, while fiscal incentives are economically inefficient, they pose an effective pandering strategy for politicians. Using original surveys of voters in the United States, Canada and the United Kingdom, as well as data on incentive use by politicians in the US, Vietnam and Russia, this book provides compelling evidence for the use of fiscal incentives for political gain and shows how such pandering appears to be associated with growing economic inequality. As national and subnational governments surrender valuable tax revenue to attract businesses in the vain hope of long-term economic growth, they are left with fiscal shortfalls that have been filled through regressive sales taxes, police fines and penalties, and cuts to public education.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it