Are the UN Sustainable Development Goals a Valuable Platform for Advancing a Basic Income? A Critical Historical Studies Account
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 United Nations (UN) leaders suggest that the world is not on track to meet the Sustainable Development Goals (SDGs) by 2030. The purpose of this paper is to explore whether the SDGs provide a valuable platform to call for a basic income (BI) globally. Adopting a critical historical studies approach, the article traces the evolution of ‘development’, including the UN decades of development, the Millennium Development Goals, and the SDGs. It subsequently describes the structural adjustment and poverty reduction efforts by the World Bank and International Monetary Fund, and then outlines why the SDG framework may be helpful in advancing a BI. We argue that as climate-related disasters increase, a BI will be vital in providing a modicum of security in an increasingly unstable world. Calls for BI must be anchored to a broader change agenda that recognizes the causes of poverty and income inequality, and seeks their dismantling and redress.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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