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Record W4210408028 · doi:10.32920/17326163.v1

Short-term rentals, long term consequences: regulation and enforcement of vacation rentals in small Canadian communities

2022· preprint· en· W4210408028 on OpenAlexaffabout
Morgan Henderson

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldBusiness, Management and Accounting
TopicSharing Economy and Platforms
Canadian institutionsToronto Metropolitan UniversityUniversity of Victoria
Fundersnot available
KeywordsRentingEnforcementMetropolitan areaTerm (time)BusinessTypologyRental housingGeographyPolitical scienceLaw

Abstract

fetched live from OpenAlex

<p>The use of short-term vacation rental services has grown significantly since their establishment, but little concrete information is known about their effects on communities. The research that exists on the impacts of short-term rentals is heavily skewed toward larger cities and metropolitan areas, leaving smaller cities and rural areas unexamined. However, rural areas in Canada are experiencing faster growth of short-term rentals than urban areas. This study examines the regulations and enforcement regimes of three case study local governments across Canada, using interviews with planning professionals to consider the regulatory responses put forward by these communities and their perceived effects on STVR operations. Findings suggest that appropriate regulatory measures vary widely between communities. Recommendations are for those considering implementing STVR regulations, addressing housing protection, data gathering, and regulation typology.</p> <p><br></p> <p>Key words: short-term rental, regulation, enforcement, planning, small cities.</p>

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.164
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0030.000

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 head0.068
GPT teacher head0.252
Teacher spread0.183 · 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 teacher head, not a consensus.

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 routes2
Has abstractyes

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