Bibliographic record
Abstract
Originally published in 1933. As mediaeval society was dominated by the feudal caste, a biography that depicts the position, activities, manners, and thoughts of a member of that class might do much to elucidate the history of the period. This is what Sidney Painter had in mind when he wrote a William Marshal: Knight-Errant, Baron, and Regent of England. The subject has proved a peculiarly fortunate one. The fourth son of John fitz Gilbert, marshal of the king's court, William for the first forty years of his life was a landless knight who devoted most of his time and energy to tournaments. In the year 1189 by his marriage to the daughter and heiress of Earl Richard of Pembroke, William became a great feudal lord with fiefs in Normandy, England, Wales, and Ireland. Thus his biography depicts the two extremes of feudal society—the landless knight and the rich baron. Finally in 1216 he was chosen regent of England for the young king, Henry III, and his biography becomes for three years the history of England.
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How this classification was reachedexpand
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.004 | 0.006 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.032 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".