Do Greener Trade Agreements Call for Side-Payments?
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
Preferential trade agreements (PTAs) increasingly include environmental provisions. While the existing literature documents these provisions’ environmental impacts, this paper sheds light on their relation with aid flows. Using an event-specification and data on bilateral Official Development Assistance (ODA) commitments for a sample of 147 developing country recipients in the period from 2002 to 2017, we find evidence that the number of environmental provisions in PTAs is positively associated with aid during negotiation phases. With high-income countries typically pre-determining the extent of environmental provisions in their upcoming PTAs, this suggests that aid serves as a side-payment for recipients to sweeten the pot and agree upon already formulated PTA content. While both aggregate ODA and its subcomponent environmental aid a priori qualify as candidates for pre-signature side-payments, we find that only the former fulfills this expectation, presumably reflecting more leeway to exploit aid fungibility.
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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 | 0.003 | 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 | 0.001 | 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) | 0.001 | 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