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Record W4396228851 · doi:10.1111/anti.13050

Infrastructure of Vulnerability, or, How the Fraser Valley Flooded Twice

2024· article· en· W4396228851 on OpenAlexaff
Nicholas Gandolfo‐Lucia

Bibliographic record

VenueAntipode · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicWater Governance and Infrastructure
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsDikeFlood mythFlooding (psychology)Vulnerability (computing)IndigenousGeographyClimate changeArchaeologyOceanographyGeologyEcology

Abstract

fetched live from OpenAlex

Abstract In November and December of 2021, the Fraser Valley in southwest British Columbia suffered extreme flooding due to an atmospheric river. Although the event was attributed to climate change, I suggest that the recent floods must be understood through the historical geography of flood control infrastructure in the valley, particularly dikes. In this article, I trace the development of these infrastructures from the beginning of colonisation to the completion of the first state‐managed diking system in the early 20 th century. I argue that at the same time as dikes secured land for settler farmers, they exposed Indigenous peoples to new hazards—ironically including floods—and multiplied the damage of future flood events. Building on geographic literature demonstrating the participation of dike infrastructure in racialised capital accumulation and settler colonialism, I highlight the way that dikes have abetted these projects through the uneven spatial production of vulnerability.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.288
Threshold uncertainty score0.784

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.021
GPT teacher head0.297
Teacher spread0.276 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
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 routes1
Has abstractyes

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