Tax Reform and Promoting a Culture of Philanthropy: Guatemala's "Third Sector" in an Era of Peace
Bibliographic record
Abstract
Three major sections comprise this Article. Part I offers a historical overview of recent Guatemalan tax reform efforts and goals for civil society, based on the 1996 Peace Accords. Part II maps and analyzes the current provisions regarding philanthropy and regulation of the NGO sector in Guatemala, including discussion of the limitations imposed by constitutional doctrine. Part III explores recommendations for Guatemalan reform in the areas of philanthropy and civil society, based in part on the negotiations of the 2006-2007 Pacto Fiscal Commission as well as recent recommendations for Latin America in general. While there has been a burgeoning conversation amongst scholars of Latin America and other parts of the developing world on the topic of law and philanthropy, there has been little (to date) on Guatemala and its legal frameworks for civil society, particularly in the realm of taxation. This Article intends to fill this gap through a study that addresses the Guatemalan context while providing a theoretical discussion that promises to be useful to other postwar, transitioning democracies throughout the global south.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.005 | 0.004 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".