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Record W4401576220 · doi:10.1080/00167428.2024.2387824

Building A Fire: The Geographies Of Community Geography

2024· article· en· W4401576220 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueGeographical Review · 2024
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicRural development and sustainability
Canadian institutionsnot available
FundersUniversity of Oklahoma
KeywordsGeographyEconomic geography

Abstract

fetched live from OpenAlex

This paper contributes to scholarly conversations about how to (not) define community in community geography (CG). We draw on Annemarie Mol and John Law’s formulation of a fire topology to reflect on CG research spearheaded by a community-based environmental organization concerned with industrial contamination in northeastern Oklahoma. To explore how, where, and why we came together around a multimedia storytelling initiative aligned with the geohumanities, we trace the events and encounters leading to our collaboration. We then closely examine one of the first digital products to emerge out of our relationships and research: a StoryMap detailing the history and environmental impacts of a BF Goodrich tire factory that operated between 1946 and 1986 in Miami, the county seat of Ottawa County, Oklahoma, while also commemorating the labor and lives of people associated with the plant. Our overview of the StoryMap and its creation also commemorates the geographies of the embodied work experiences in building community around the research informing the StoryMap. Our discussion considers the dynamic and sporadic dimensions of our ongoing CG research, celebrating accomplishments and potential for future endeavors without failing to recognize how the quotidian friction of distance, as well as professional commitments, have stymied or slowed—but not stopped—our collaboration. Keywords: collaboration, StoryMap, Superfund site, environmental activism, geohumanities.

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.

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)0.002
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: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.953
Threshold uncertainty score0.307

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0000.003
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.020
GPT teacher head0.265
Teacher spread0.245 · 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