Electoral Context and MP Constituency Focus in Australia, Canada, Ireland, New Zealand, and the United Kingdom
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
The job description for legislators in western democracies includes constituency‐focused activities such as casework and district visits. Unfortunately we have a limited theoretical and empirical understanding of the factors affecting legislators' constituency‐oriented activities, in large part because most studies focus on single nations; even studies that are comparative do not span a variety of electoral systems. In this article we examine the constituency focus of MPs in six chambers that do provide such variance: the Australian House and Senate, Canadian House, Irish Dáil, New Zealand House, and the British House of Commons. We find that electoral considerations and incentives provided by different electoral systems, as well as other factors, affect the priority that MPs place on constituency service .
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.005 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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