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
Details a behavioral theory of economic welfare that overlaps and extends the global theoretical framework contained in Pareto Optimality, with significant public policy implications. The essence of this framework is contained in Adam Smith’s the Wealth of Nations where it is argued that the economic welfare of society cannot be augmented if the material level of well-being of the working population is reduced, even if the economy experiences growth. Moreover, it is argued that there need not be an equity-efficiency trade-off in a competitive market economy to the extent that wages positively affect productivity and do not increase production costs. Therefore, shifting from a low to a high wage economy is welfare improving. Smith, in effect, argues that one can have economic ‘justice’ and economic efficiency where the former is necessary to the latter. The behavioral model of economic welfare paints a dynamic picture of economic welfare in contradistinction to the static framework provided by Pareto Optimality wherein the conditions of Pareto Optimality need not be violated.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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) | 0.003 | 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 it