Bibliographic record
Abstract
Arthur James Balfour (1848-1930) was born toward the beginning of Queen Victoria's long reign. At her death in 1901, he was a year away from becoming the first prime minister of the Edwardian era. Inthe quarter century after his entry into political life in the 1870s, Britain experienced material changes and a sense of intensifying human interactions as dramatic to his generation as the forces ofglobalization are today. Aristocrats watched anxiously as gifted boys from the middle classes rose to the top in professional life. Culture wars over male and female behaviours erupted at home, as small wars of empire proliferated overseas. Politicians came to terms with electioneering among the masses and with a boisterous print culture that prefigured the mass media of the next century. The first great era of advanced, international capitalism affected every segment of British and imperial society, including the rarefied domain of Arthur Balfour. That changes of the magnitude that Balfour's generation faced would demand different skills, career paths or political alignments is not surprising. That they might also result in the creation of different emotional sets and interiorworlds may be more so. Balfour's World provides an intimate history of how Arthur and his friends - George Herbert, 13th Earl of Pembroke; Laura and Margot (later Lady Asquith) Tennant; Mary and George Wyndham - helped to construct a new 'emotional regime' among Britain's political elites at the fin de si�cle. The rich diaries, letters and publications they left allow access both to publicselves and to inner landscapes, and the mix of psychological patterns and cultural assumptions that mediated their responses to the world. As the new century began, the demeanours modelled by habitu�s of Balfour's world would characterize many in the imperial elite, marking them as a clear bridge between the Victorians and the moderns in Britain's twentieth-century political culture. NANCY W. ELLENBERGER is Professor of History at the United States Naval Academy, Annapolis, Maryland.
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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 | 0.006 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.140 | 0.031 |
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".