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Record W4360620438 · doi:10.1111/cag.12829

The rural municipality in Canada: A critical overview of recent research and some perspectives on the development agenda

2023· article· en· W4360620438 on OpenAlexvenueaboutno aff

Bibliographic record

VenueCanadian Geographies / Géographies canadiennes · 2023
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicRural development and sustainability
Canadian institutionsnot available
Fundersnot available
KeywordsRegional sciencePolitical scienceRural developmentEconomic growthGeographyEnvironmental planningEconomicsArchaeology

Abstract

fetched live from OpenAlex

a l C a n a d aThe rural municipality in Canada: A critical overview of recent research and some perspectives on the development agendaThis paper provides a brief critical backdrop to the four timely research papers presented in this Special Section for The Canadian Geographer.This will be done by a summary and selective situating of Canadian local government in comparative international contexts, and then attaching some of the more common themes elicited from the research papers here to cognate issues evident in the highly contested discourse on local government in Canada.This will be followed by inverting the perspective somewhat, and re-casting the question of local government by starting with some foundational principles of rural development itself.All of this prompts a modestly radical re-invention of local government for rural Canada, that would, in the view of the author, better address the systemic challenges facing rural communities in a strategic and sustainable manner.Finally, some tentative theoretical and conceptual connections are suggested, with associated priorities for future research, all prompted by these current investigations. SITUATINGLocal government in Canada has a long, contextually diverse, and complicated history of evolution across the country's ten provinces and three territories (Tindal & Nobes Tindal, 2009).This trajectory has taken us from a thoroughgoing colonial enterprise facilitating the agendas of European geopolitical and mercantile interests relating to resources exploitation, settlement, and the secure reproduction of power structures, via a colonial government, and then the Federal and Provincial governments, through to the post-war maturation of a more independent welfare state and the rapid urbanization of Canadian society, on to today's conditions in a highly globalized, technologically driven world.We have gone from the foundation of the former Dominion of Canada (1867), through periods of significant societal diversification and change (e.g., immigration profiles), through periods of systemic economic transformation (e.g., from the extractive resources-based economy, through the industrial economy, into the services and knowledge-based economy) and its diverse regional manifestations, and through substantial swings in the balance of Federal-Provincial power relations.The regional manifestation of these interrelated developments exhibited significant variations and contrasts, thus creating very different conditions for the evolution of local government.Amid this flux, from the mid-19 th century, the subsidiary-administrative foundations of local government were set and secured.The "creatures of the province" were established as constitutionally dependent, administrative and services delivery extensions of each provincial, and eventually territorial government.This system of local government, in all its variety across the shifting Canadian canvas, variously consists of an elected municipal government, by whatever name (e.g., County, Municipal District), with its array of special purpose bodies such as library boards and others.Besides these formal local governments there are large territories and districts, covering vast swaths of the country as unincorporated service areas attending to water service, conservation, road maintenance, and a variety of other services.Our focus here is on the incorporated municipalities, where most rural Canadians live.The founding role of these municipalities, as a provincially sanctioned agency to provide services to property, such as roads maintenance and water and sewage services has, for most municipalities, been transformed to a locally responsible government that is now expected to deliver a diverse range of services to people, community organizations, local businesses, international industrial corporations, and others.These services range from health care, housing, some judicial services, protection, education, welfare, and more (Caldwell, 2010;Tindal & Nobes Tindal, 2009).And this evolution has been characterized by periodic waves of "reform" through highly contentious reorganizations, amalgamations, annexations, regional and two-tiered governing structures, and a variety of other restructurings generally predicated on claims of new efficiencies, cost reductions, administrative streamlining, and other putative benefits, very few of which have been convincingly confirmed (Douglas, 2005;Kushner & Siegel, 2005;Slack & Bird, 2012;Tindal, 1996).Canada's local government system is highly centralized, one of the most highly centralized and under-resourced in the entire Organisation for Economic Co-operation and Development (OECD) framework (Douglas, 2016a;Wollman, 2012).Local government shares no more than 12% of the Canadian tax base, and sometimes as low as 8% (Canadian Union of Public Employees, 2019), yet is responsible for some 60% of the country's public infrastructure investments.Not surprisingly the reliance on the local property tax base in Canadian local governments is some two times that of the OECD average.

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)0.003
metaresearch head score (Gemma)0.006
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.206
Threshold uncertainty score0.921

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.006
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0070.034
Science and technology studies0.0180.009
Scholarly communication0.0160.004
Open science0.0020.004
Research integrity0.0030.004
Insufficient payload (model declined to judge)0.0050.000

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.

Opus teacher head0.070
GPT teacher head0.281
Teacher spread0.211 · 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 designNot applicable
Domainnot available
GenreReview

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

Citations7
Published2023
Admission routes2
Has abstractno

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