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
Introduction PART I: EXPERIMENTS The Basic Income Guarantee in the United States: Past Experience, Current Proposals K.Widerquist & A.Sheahan Seeing the Sun Rise: The Basic Income Grant Pilot Project in Namibia - Realities and Hopes C.Haarmann & D.Haarmann Minimum Income in Brazil: A New Model of Innovation Diffusion D.B.Coelho The Case for Basic Income in Canada E.L.Forget PART II: PROPOSALS Basic Income and Republican Freedom in North and South: Financing Proposals for Catalonia and East Timor D.Cassassas , J.Wark & D.Raventos The Continuing Politics of Basic Income in South Africa J.Seekings & H.Matisonn Ireland and the Prospects for Basic Income Reform S.Healy & B.Reynolds Manifold Possibilities, Peculiar Obstacles - Basic Income in the German Debate S.Liebermann Prospects for a Tax-Benefit Reforms in New Zealand that Incorporates a Basic Income K.Rankin Basic Income in Australia - A Distant Horizon J.Tomlinson Conclusion
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) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 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) | 0.011 | 0.008 |
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