Do Parliamentary Roles Affect Lobbying Activities? Evidence from the Canadian House of Commons
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
In parliamentary systems, private members (i.e. backbenchers) with formal titles and roles can affect the institutional system in which politicians, civil servants and interest groups are embedded. Packing legislative institutions with backbenchers who act as agents of the government but who are not in Cabinet puts certain Members of Parliament in a privileged position with the core executive. We hypothesize that influential positions in Canada’s House of Commons, notably a parliamentary secretary tasked with supporting a minister or a chair of a parliamentary committee, bring increased external pressure from interest group lobbyists. We test these assumptions with data on communications between MPs and interest group lobbyists gathered from the federal Registry of Lobbyists and open data lists found on the website of the Parliament of Canada. Our results show that a parliamentary secretary position or a seat on a standard committee exposes MPs to higher lobbying volumes.
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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 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.003 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it