Bibliographic record
Abstract
Those who have not witnessed the making of a government have reason to be happier than those who have. It is a thoroughly unpleasant and discreditable business in which merit is disregarded, loyal service is without value, influence is the most important factor and geography and religion are important supplementary considerations. The Borden Ministry was composed under standard conditions, and was not, therefore, nearly as able, honest, or as industrious an administrative aggregation as could have been had from the material available … There were some broken hearts – in one instance, literally. In others, philosophy came to the rescue, but the pills were large and the swallowing was bitter. Paul Bilkey Prime ministers can typically rely on ideological agreement and norms of loyalty to deliver them a modicum of party cohesion. Beyond that, they have at their disposal a variety of institutional tools with which to enforce discipline. The powers to invoke the confidence convention and to dissolve parliament are the most well known and powerful of these tools, but these heavy-handed measures are ill-suited for securing unity on an on-going basis. The prime minister's monopoly over the distribution of preferment is a far more reliable means of ensuring members' loyalty. The rules of the game are simple: if the member of parliament (MP) wishes to climb the parliamentary career ladder, he or she must toe the party line. The prime minister's power over MPs' parliamentary careers is not without limit, of course. Some MPs must be brought into cabinet because they are too powerful and dangerous to leave on the backbench where they can openly challenge the prime minister.
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 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 | 0.004 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.070 | 0.025 |
| Scholarly communication | 0.013 | 0.002 |
| Open science | 0.002 | 0.008 |
| Research integrity | 0.005 | 0.009 |
| Insufficient payload (model declined to judge) | 0.018 | 0.001 |
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".