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Record W6942364708 · doi:10.14288/1.0447124

Anticipating disaster : uncertainty, heritage, and place-making in Vancouver, Canada

2024· article· en· W6942364708 on OpenAlexaboutno aff

Bibliographic record

VenuecIRcle (University of British Columbia) · 2024
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicMycorrhizal Fungi and Plant Interactions
Canadian institutionsnot available
Fundersnot available
KeywordsMateriality (auditing)Neighbourhood (mathematics)EthnographyCorporate governanceMultidisciplinary approachCultural heritagePlacemakingEmergency managementThreatened species

Abstract

fetched live from OpenAlex

Within a generation, residents of Vancouver, Canada have come to realize that their city faces a major seismic threat with uncertain timing for which they are not fully prepared. Simultaneously, Vancouver is confronting a housing crisis, a drug toxicity crisis, and a climate emergency that has intensified wildfires, heat waves, and flooding. This dissertation explores how a convergence of crises on differing timescales affects planning and governance, along with the values that undergird these decisions. Specifically, how do place-based values inform processes of planning for disaster recovery in Vancouver? My research engages with multidisciplinary literatures on disasters, heritage, affect, anticipation, and governance to explore both formal and informal avenues of planning and place-making. Through policy analysis, neighbourhood walks, participant-observation, and interviews with community-based groups in the Vancouver neighbourhoods of Dunbar and Grandview and with local professionals in the heritage and disaster fields, I follow the ways that people anticipate future disasters and act to preserve what they value. This ethnography demonstrates how my interlocutors’ efforts constitute a holistic form of disaster recovery planning, building a sense of community around shared values to face an uncertain future. By studying the connections between people, heritage, and place, I establish heritage as an emplaced expression of values with a relationship to materiality that goes beyond the physical and is always both changing and threatened by change. Heritage values circulate within a moral economy of place, connected to processes of development, displacement, and belonging that give rise to neighbourhoods that are at once cherished, inequitable, and at risk. The seismic, social, and climatic risks facing Vancouver are neither evenly expressed nor addressed, as varying disaster temporalities affect place-making practices through what I call anticipatory crisis governance, a policymaking framework in which planning for an uncertain future is inflected through present crises. Conversely, my interlocutors demonstrated values-based techniques of imagining ‘otherwise’ for future disaster recovery – harnessing the speculative nature of disaster planning to envision alternatives for building or restoring a community. Though rooted in Vancouver, this ethnography suggests ways of envisioning post-disaster recovery that can positively affect many communities – urban and rural – today.

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)0.001
metaresearch head score (Gemma)0.003
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: Other · Consensus signal: none
Teacher disagreement score0.098
Threshold uncertainty score0.714

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.003
Science and technology studies0.0320.011
Scholarly communication0.0090.001
Open science0.0020.005
Research integrity0.0010.003
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 head0.007
GPT teacher head0.169
Teacher spread0.162 · 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
GenreOther

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 routes1
Has abstractyes

Explore more

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