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Record W4388112375 · doi:10.1111/geoj.12552

Care‐driven informality: The case of community transport

2023· article· en· W4388112375 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
fundA Canadian funder is recorded on the work.

Bibliographic record

VenueGeographical Journal · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicUrban Transport and Accessibility
Canadian institutionsMcMaster University
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsSubsidyEconomic growthBusinessPublic relationsEconomicsPolitical scienceMarket economy

Abstract

fetched live from OpenAlex

Abstract Nation‐wide cuts to bus subsidies have led to reduced service in rural communities in the UK, leaving those who do not have access to a car – most of whom are older, have a disability, or have a low income – with few other options to meet their travel needs. This has resulted in greater demand on community transport, small‐scale, local, and community‐based transport schemes that are run by the not‐for‐profit sector and are primarily volunteer‐run. Drawing on 28 interviews conducted with volunteers and staff from community transport schemes across Oxfordshire, this paper describes the provision of community transport schemes at the intersection of informal transport and an ethics of care. This sector is posited as informal, however; unlike many informal transport schemes, community transport is non‐entrepreneurial. Instead, these schemes emerge from the community and are care‐driven. Volunteers who run these schemes all provide skilled labour that is a practice of caring about, caring for, or care giving. This framing highlights the undervaluing of community transport. Indeed, the labour and schemes are underfunded and lack recognition. This study therefore emphasises the socio‐political nature of community transport and shows the importance of supporting caring transport services. It concludes by discussing how this undervalued sector might be re‐valorised so that it can continue to support those with few other transport options.

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 categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.022
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0020.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
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 head0.033
GPT teacher head0.325
Teacher spread0.292 · 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