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Food banks, food diversion, and other responses

2025· book-chapter· en· W4414513247 on OpenAlexaboutno aff

Bibliographic record

VenuePolicy Press eBooks · 2025
Typebook-chapter
Languageen
FieldAgricultural and Biological Sciences
TopicFood Waste Reduction and Sustainability
Canadian institutionsnot available
Fundersnot available
KeywordsFood insecurityStigma (botany)Variety (cybernetics)Food distributionPoliticsFood stampsDistribution (mathematics)Food security

Abstract

fetched live from OpenAlex

This chapter documents the growth and proliferation of a variety of charitable non-governmental responses to the problems of food insecurity in Canada and the UK. This has been associated with an exponential growth of food banks, food diversion schemes, and other community-based activities such as community gardens and kitchens, children’s feeding programmes, and food distribution to families plans. Each will be defined and examples in Canada and the UK provided. The history of these charitable efforts is documented, as is the role played by labour unions, churches, and other well-meaning advocates. It is shown that all these responses are problematic as they fail to address the economic and political causes of food insecurity. Particular details are provided of further failures associated with charitable responses to food insecurity such as the experience of stigma and degradation by users of food banks and promulgation of the belief that food insecurity is being addressed. The role that the corporate sector plays in creating food insecurity is considered and placed alongside their involvement with these charitable efforts.

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: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.971
Threshold uncertainty score0.503

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)0.0000.000

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 head0.048
GPT teacher head0.253
Teacher spread0.204 · 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
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
Published2025
Admission routes1
Has abstractyes

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