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Record W4416926498 · doi:10.36939/cjur/vol33no1/art422

The asocial society and urban form in Canada: A scoping study

2024· article· W4416926498 on OpenAlexafffundvenueabout
Natalie Robertson, Fabian Neuhaus

Bibliographic record

VenueCanadian journal of urban research · 2024
Typearticle
Language
FieldSocial Sciences
TopicPlace Attachment and Urban Studies
Canadian institutionsUniversity of Calgary
FundersEmployment and Social Development Canada
KeywordsNeighbourhood (mathematics)PhenomenonUrban studiesUrban planningUrban designSocial researchSocial phenomenon

Abstract

fetched live from OpenAlex

In 2018, the Social Sciences and Humanities Research Council (SSHRC) in Canada identified the ‘Emerging Asocial Society’ as a Future Global Challenge Area. This ‘asociality’—our collective lack of engagement and disconnection; the pandemic of loneliness—is escalating. And while perceived as worsening, it is not new, and had been identified as a concern in the latter half of the mid-twentieth century. Because this phenomenon also coincides with a significant shift in built form / neighbourhood configuration patterns during the post-War era, a possible link between asociality and urban design is difficult to ignore. Based on the hypothesis that urban form contributes to growing disengagement, this scoping study documents recent research examining the relationship between urban form and social outcomes in Canada. The intent is two-fold: First, to document the extent and nature of social outcome-based urban form research in Canadian municipalities, and second, to examine the research as a body of work. This review reveals an overall lack of Canadian-specific studies on this topic, and what is available lacks geographic and methodological diversity. Though limited by these two aspects, and despite most articles not examining third spaces specifically, the research points to the important role ‘third spaces’ play in creating social connectivity. Nuanced information about organizing urban form around third spaces also emerges, providing insight into opportunities at different urban scales. Further, viewing the research through this ‘third space’ lens reveals gaps in knowledge and therefore helps identify future research opportunities capable of influencing residential development policy in municipalities across Canada.

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)0.015
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Scholarly communication
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.507
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0150.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.002
Science and technology studies0.0040.001
Scholarly communication0.0020.000
Open science0.0010.000
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0000.000

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 head0.090
GPT teacher head0.392
Teacher spread0.303 · 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 designQualitative
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
Published2024
Admission routes4
Has abstractyes

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