Identities and Ideas: Participation of Young Legislators in the Canadian House of Commons
Bibliographic record
Abstract
On June 16, 2005, Stephen Harper, then leader of the Official Opposition announced creation of the Youth Conservative caucus composed of members age forty and under. The group’s mission was to develop policy that speaks to youth. The creation of this group highlighted a noticeable statistical advantage the Conservative Party held over the Liberal Party in the last Parliament. Almost twenty percent of the federal Conservative Party caucus was under the age of forty while less than ten percent of the Liberal Party caucus fell in the same age bracket. This situation provoked a number of interesting questions. How many young parliamentarians have been elected to federal Parliament since Confederation? Once in Parliament do young parliamentarians make a significant contribution to the legislature. This article begins with an overview of the theories of representation in parliament in relation to youth membership. It then looks at young member representation and participation. It argues that young federal parliamentarians tend to fulfill the role of ‘standing for’ rather than ‘acting for’ their constituents.
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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 | 0.008 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.015 | 0.004 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".