Bibliographic record
Abstract
In a remarkable tale of tragedy, war, family conflict, and imperial diplomacy, The Black Box presents a collective biography of four generations of women in an elite Nova Scotia family during the late nineteenth to mid-twentieth century.These intelligent, educated, artistic women were pragmatic and autonomous persons who contributed to the development, maintenance, defence, and management of the Borden family's material resources.Illustrating the changing nature of the time, the book explores the adventurous and curious lives of women who moved at the highest levels of society.It examines how the synergies of their private and public lives redefined their place in society during an era when the state and religion became more active and private lives more public.It also demonstrates the role and importance of the material components of social power, such as dress, residence, clubs, and travel.Drawing on archival material retained by the family, the book reveals how the Borden family defined, secured, and sustained its status in society.The Black Box is a unique record of an elite family's response to the changing political economy of imperial Canada.
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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 | 0.002 | 0.000 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.761 | 0.518 |
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".