POLLY HILL: CROSSING AND CONTESTING THE BOUNDARIES OF ANTHROPOLOGY, ECONOMICS, AFRICAN STUDIES, AND ENTREPRENEURSHIP STUDIES
Bibliographic record
Abstract
Polly Hill spent her long, productive, and at times controversial career crossing and contesting disciplinary boundaries. She graduated in economics at Cambridge, but her doctorate was in social anthropology—with economist Joan Robinson as dissertation supervisor. Her thirteen years at the University of Ghana were initially in economics, then in African studies, and her readership at Cambridge was in Commonwealth studies. As a woman in several male-dominated academic disciplines without a secure base in any (and with distinctive, unorthodox opinions in each), she never obtained a tenure-track appointment despite ten books and fifty scholarly articles. Her books drew attention to the underrecognized agency of indigenous entrepreneurs while her Development Economics on Trial: The Anthropological Case for the Prosecution (1986) critiqued a discipline, disciplinary boundaries, and outside experts, both mainstream and radical.
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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 | 0.006 | 0.015 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.011 | 0.039 |
| Scholarly communication | 0.013 | 0.017 |
| Open science | 0.002 | 0.007 |
| Research integrity | 0.005 | 0.007 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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".