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
Why do advocacy campaigns succeed in some cases but fail in others? What conditions motivate states to accept commitments championed by principled advocacy movements? Joshua W. Busby sheds light on these core questions through an investigation of four cases - developing-country debt relief, climate change, AIDS, and the International Criminal Court - in the G-7 advanced industrialized countries (Canada, France, Germany, Italy, Japan, the United Kingdom, and the United States). Drawing on hundreds of interviews with policy practitioners, he employs qualitative, comparative case study methods, including process-tracing and typologies, and develops a framing/gatekeepers argument, emphasizing the ways in which advocacy campaigns use rhetoric to tap into the main cultural currents in the countries where they operate. Busby argues that when values and costs potentially pull in opposing directions, values will win if domestic gatekeepers who are able to block policy change believe that the values at stake are sufficiently important.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.001 |
| 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