Bibliographic record
Abstract
Robert Borden, the political leader who led Canada through the Great War, has been largely overlooked. This paper attempts to answer two questions: what was Sir Robert Borden’s leadership style and how effective was it? The first portion of the paper provides a brief overview of Borden’s early life and political career. This is followed by an examination of his early tenure as prime minister prior to the outbreak of war, starting with his appointment in 1911 and covering topics such as the naval debate and the associated stonewalling of Borden’s policies by the Liberals. The paper continues by describing Borden’s leadership style and its effectiveness during the First World War by examining notable issues, such as the conscription crisis, the 1917 election, and issues caused by members of his cabinet, including Samuel Hughes. The paper concludes by stating that while Borden’s leadership was ill suited to peacetime and largely overshadowed by more charismatic politicians, he was a capable, methodical, calculating, and determined leader who successfully led Canada through the crucible of the Great War.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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".