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
ABSTRACT The National Science Foundation (NSF) recently replaced its long-standing Political Science Program with two new programs: the Security and Preparedness Program and the Accountable Institutions and Behavior Program. This article evaluates the likely impact of the reform by way of original survey data. The NSF Program Change Survey asked past recipients of the Political Science Program Standard Grant to evaluate their own previously funded proposals according to the new NSF program descriptions. Respondents were asked whether they would apply for the same research project under the new thematic programs and, if they would, whether they believed it would be necessary to change the framing or substance of their proposal. Data from the survey suggest that the new NSF program themes are likely to discourage some political scientists from applying, while encouraging many more applicants to shift the framing or substance of their research to accommodate the new call for proposals. In particular, the new Security and Preparedness Program carries significant consequences for new knowledge production.
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 | 0.021 | 0.026 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.005 |
| Science and technology studies | 0.019 | 0.060 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.005 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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