Rare Earth Metals and Sovereign Wealth in Portugal: A Basis for Preserving Common Wealth and Establishing Unconditional Basic Income
Bibliographic record
Abstract
New natural assets such as lithium discovered in Portugal have the potential to supplement the financing of an Unconditional Basic Income (UBI) and a Sovereign Wealth Fund (SWF). Rare earth metals can provide both windfall profits, as well as ecological devastation, for both current and future generations of citizens depending on how the resource is managed. Many natural and social assets that can be partially converted into public goods such as a UBI are considered here. Lithium mining does not need to be pursued in Portugal, but if it proceeds, it is just one of a myriad of public assets that must benefit members of the community as a first priority. UBI paid at a high level is affordable and feasible in Portugal, without cuts to social services or contributory social insurance programmes. Paired with a SWF to benefit future citizens and invest locally, distributive justice can be optimally achieved.
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How this classification was reachedexpand
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 | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".