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Record W6964626043 · doi:10.25904/1912/4719

Australian State MPs in their electorates: constituency work and the evolution of representation

2022· other· en· W6964626043 on OpenAlexaboutno aff

Bibliographic record

VenueGriffith Research Online (Griffith University, Queensland, Australia) · 2022
Typeother
Languageen
FieldEarth and Planetary Sciences
TopicTree-ring climate responses
Canadian institutionsnot available
Fundersnot available
KeywordsDistrustVariety (cybernetics)PoliticsWork (physics)ParliamentRepresentation (politics)State (computer science)

Abstract

fetched live from OpenAlex

Members of Parliament (MPs) in Australia and other established democracies work long hours in their electorates, assisting constituents with service problems, discussing policy issues, interacting with community groups, and connecting with members of their political parties. Despite their hard work, elected representatives and their political parties are increasingly perceived as disconnected from everyday people. Research and commentary suggests that the work MPs do in their constituencies is contributing to this problem. However, existing studies of Australian constituency work lack detailed information on the representative practices, logics, and tensions which guide MPs’ efforts. Moreover, this body of research is concentrated at the federal rather than state level. To further our understanding, this thesis answers the question of what state MPs do in their electorates and why, utilising an analytical framework which sees constituency work as an exercise in connection building with important policy, service, symbolic, and partisan functions. I answer these questions by adapting and expanding upon this framework in two ways. First, I examine how patterns of connection building have changed since the 1890s as MPs’ constituency work has increased in complexity and volume in the United Kingdom, Canada, and Australia. Thereafter, to understand contemporary practices of constituency representation, I draw upon a novel nationwide survey of 111 state and federal MPs, and 36 interviews at all three levels of government in Queensland, conducted during the 2019-2021 period. Amidst frequent natural disasters, persistent distrust in politicians and a rising tide of service requests, I find MPs building connections in a variety of distinct styles, while favouring pragmatic over transformative approaches to policy. Furthermore, while MPs seek to build trust by demonstrating that they are responsive and ‘not like other politicians’, these efforts are in tension with their role as ‘authentic’ and effective party representatives. I find possibilities within MPs’ current practices that the represented can be brought into more active participation in the political process. This is important because while healthy scepticism is an important part of a functioning democracy, if the public’s perceptions of representative politics are inaccurate and overly negative, scepticism may give way to a corrosive and disempowering cynicism

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 imitation

Not 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.

metaresearch head score (Codex)0.007
metaresearch head score (Gemma)0.021
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.068
Threshold uncertainty score0.135

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.021
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.003
Science and technology studies0.0120.009
Scholarly communication0.0060.004
Open science0.0010.009
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0060.001

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.

Opus teacher head0.076
GPT teacher head0.318
Teacher spread0.242 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2022
Admission routes1
Has abstractyes

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