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Record W4407369915 · doi:10.1111/cag.70001

Infrastructures and feelings of ontological (in)security in times of crisis: Lessons from rural areas in British Columbia

2025· article· en· W4407369915 on OpenAlexvenueaboutno aff
Carl‐Jan Dihlmann, Ilse Helbrecht

Bibliographic record

VenueCanadian Geographies / Géographies canadiennes · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicWater Governance and Infrastructure
Canadian institutionsnot available
FundersDeutsche Forschungsgemeinschaft
KeywordsFeelingOntological securityPolitical sciencePsychologySocial psychology

Abstract

fetched live from OpenAlex

Abstract In government guidelines the strengthening of rural infrastructure is often seen as a central building block to create economically prosperous, well‐developed rural regions and to support the well‐being of local communities. We challenge this assumption by analyzing the subjective handling of infrastructures in a remote rural area in British Columbia, Canada. Based on the analysis of empirical material from photography‐supported interviews, we argue that fully capturing the influence of infrastructures on local communities requires a relational approach to infrastructures understood as infrastructuring. Derived from the conceptualization of infrastructuring in science and technology studies, we developed the notion of infrastructural autonomy. With the notion of infrastructural autonomy, we are able to outline our findings that subjective and place‐sensitive handlings of infrastructures promote gains in personal ontological security. Based on our qualitative study, we argue that a closer examination of the subjective relation between a place, its infrastructure, and its inhabitants is crucial to understand the infrastructural needs of a place as well as the well‐being of its users.

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 categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.122
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.004
Science and technology studies0.0000.002
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.005
GPT teacher head0.214
Teacher spread0.209 · 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

Citations3
Published2025
Admission routes2
Has abstractyes

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