Barbara Wooteen's lament for economics and vision of a social economics
Bibliographic record
Abstract
The British social economist Barbara Wootton (1897–1988), engaged in a searching critique of the narrowness and abstraction of Neoclassical orthodoxy in herLament for Economics (1938), which was provoked by Robbins'Essay on the Nature and Significance of Economic Science, and in her reply to Hayek'sThe Road to Serfdom. Her participation in Beveridge's wartime “brains trust” resulted in her Fabian Society pamphlet,Full Employment (1943). This paper examines Wootton's critique of Neoclassical Economics; her vision of a broader, more realistic social economics; her attempts to apply that vision of social economics inThe Social Foundations of Wages Policy (1955), andIncomes Policy (1974), and parallels between her work and North American developments in social economics. *** DIRECT SUPPORT *** A03DH034 00003
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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 | 0.003 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.005 | 0.016 |
| Scholarly communication | 0.007 | 0.007 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.005 | 0.010 |
| Insufficient payload (model declined to judge) | 0.009 | 0.003 |
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".