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
Hard times give rise to greater demand for protection. International trade rules include provisions that allow for raising barriers to aid industries when they suffer economic injury. Yet widespread use of flexibility measures may undermine the trade system and worsen economic conditions. How do states balance these conflicting pressures? This article assesses the effect of crises on cooperation in trade. We hypothesize that governments impose less protectionism during economic crisis when economic troubles are widespread across countries than when they face crisis in isolation. The lesson of Smoot–Hawley and coordination through international economic institutions represent mechanisms of informal governance that encourage cooperation to avoid a spiral of protectionism. Analysis of industry-level data on protection measures for the period from 1996 to 2011 provides support for our claim that under conditions of shared hard times, states exercise strategic self-restraint to avoid beggar-thy-neighbor policies.
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 | 0.001 | 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 | 0.000 |
| 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