Bibliographic record
Abstract
This chapter discusses the life of Gerrard Winstanley, who was an active Digger. Gerrard Winstanley was 34 when he arrived in Cobham, and 39 when he led the Diggers on to St George's Hill. Winstanley set up independently as a cloth merchant in the London parish of St Olave Old Jewry. In September 1640 he married Susan King of St Martin Outwich, the daughter of a London barber surgeon. By late 1643, Winstanley was on the verge of bankruptcy, and before the end of the year he had ceased trading and had left London for Surrey. Winstanley's time in Cobham is often presented as one of abject hardship, with him being reduced to the status of a labourer herding cattle for his neighbours. By his own account he suffered from the strains of war after his move from London to Cobham, because of the burthen of taxes and much free-quarter.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.087 | 0.041 |
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".